{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":8943953,"sourceType":"datasetVersion","datasetId":5381866},{"sourceId":8974735,"sourceType":"datasetVersion","datasetId":5403515},{"sourceId":8976972,"sourceType":"datasetVersion","datasetId":5405222},{"sourceId":9015558,"sourceType":"datasetVersion","datasetId":5432327},{"sourceId":9016013,"sourceType":"datasetVersion","datasetId":5432655},{"sourceId":9021887,"sourceType":"datasetVersion","datasetId":5436743},{"sourceId":8974055,"sourceType":"datasetVersion","datasetId":5403007},{"sourceId":9117560,"sourceType":"datasetVersion","datasetId":5503582},{"sourceId":9124246,"sourceType":"datasetVersion","datasetId":5508275},{"sourceId":9130915,"sourceType":"datasetVersion","datasetId":5512996}],"dockerImageVersionId":30747,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"7d3045b3-52c6-4681-9853-e6ccdaf03c62","_cell_guid":"91cc0cb5-85f0-4376-b339-a1ac6039a1c4","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!git clone --recursive https://github.com/frank-xwang/UnSAM.git","metadata":{"_uuid":"91b47713-f9bd-4484-93e4-dd51aea91596","_cell_guid":"49464ab5-4bec-4304-af8b-1b733a5366eb","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!python -m pip install 'git+https://github.com/MaureenZOU/detectron2-xyz.git'\n%cd UnSAM\n!python -m pip install -r requirements.txt\n\n# uncomment the following lines if you want to run with GPU\n%cd whole_image_segmentation/mask2former/modeling/pixel_decoder/ops\n!sh make.sh","metadata":{"_uuid":"2af1148d-8f24-4de1-ba00-aa1f0f70f3f9","_cell_guid":"271760e2-20ae-4709-8e91-996a44c349e5","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# clone and install Mask2Former\n!git clone https://github.com/facebookresearch/Mask2Former.git\n%cd Mask2Former\n!pip install -U opencv-python\n!pip install git+https://github.com/cocodataset/panopticapi.git\n!pip install -r requirements.txt\n%cd mask2former/modeling/pixel_decoder/ops\n!python setup.py build install\n%cd ../../../../","metadata":{"_uuid":"a120c434-d9fe-4b74-aee2-bd7017291775","_cell_guid":"e2fbe3fa-f593-4050-9685-3f8652557a4f","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:33:29.911475Z","iopub.execute_input":"2024-08-16T11:33:29.912162Z","iopub.status.idle":"2024-08-16T11:34:45.730301Z","shell.execute_reply.started":"2024-08-16T11:33:29.912123Z","shell.execute_reply":"2024-08-16T11:34:45.729177Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"Cloning into 'Mask2Former'...\nremote: Enumerating objects: 297, done.\u001b[K\nremote: Counting objects: 100% (210/210), done.\u001b[K\nremote: Compressing objects: 100% (98/98), done.\u001b[K\nremote: Total 297 (delta 118), reused 112 (delta 112), pack-reused 87 (from 1)\u001b[K\nReceiving objects: 100% (297/297), 408.20 KiB | 10.20 MiB/s, done.\nResolving deltas: 100% (134/134), done.\n/kaggle/working/Mask2Former\nRequirement already satisfied: opencv-python in /opt/conda/lib/python3.10/site-packages (4.10.0.84)\nRequirement already satisfied: numpy>=1.21.2 in /opt/conda/lib/python3.10/site-packages (from opencv-python) (1.26.4)\nCollecting git+https://github.com/cocodataset/panopticapi.git\n Cloning https://github.com/cocodataset/panopticapi.git to /tmp/pip-req-build-c9swna6d\n Running command git clone --filter=blob:none --quiet https://github.com/cocodataset/panopticapi.git /tmp/pip-req-build-c9swna6d\n Resolved https://github.com/cocodataset/panopticapi.git to commit 7bb4655548f98f3fedc07bf37e9040a992b054b0\n Preparing metadata (setup.py) ... \u001b[?25ldone\n\u001b[?25hRequirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from panopticapi==0.1) (1.26.4)\nRequirement already satisfied: Pillow in /opt/conda/lib/python3.10/site-packages (from panopticapi==0.1) (9.5.0)\nRequirement already satisfied: cython in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 1)) (3.0.8)\nRequirement already satisfied: scipy in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 2)) (1.11.4)\nRequirement already satisfied: shapely in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 3)) (1.8.5.post1)\nRequirement already satisfied: timm in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 4)) (1.0.7)\nRequirement already satisfied: h5py in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 5)) (3.10.0)\nRequirement already satisfied: submitit in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 6)) (1.5.1)\nRequirement already satisfied: scikit-image in /opt/conda/lib/python3.10/site-packages (from -r requirements.txt (line 7)) (0.22.0)\nRequirement already satisfied: numpy<1.28.0,>=1.21.6 in /opt/conda/lib/python3.10/site-packages (from scipy->-r requirements.txt (line 2)) (1.26.4)\nRequirement already satisfied: torch in /opt/conda/lib/python3.10/site-packages (from timm->-r requirements.txt (line 4)) (2.1.2)\nRequirement already satisfied: torchvision in /opt/conda/lib/python3.10/site-packages (from timm->-r requirements.txt (line 4)) (0.16.2)\nRequirement already satisfied: pyyaml in /opt/conda/lib/python3.10/site-packages (from timm->-r requirements.txt (line 4)) (6.0.1)\nRequirement already satisfied: huggingface_hub in /opt/conda/lib/python3.10/site-packages (from timm->-r requirements.txt (line 4)) (0.23.4)\nRequirement already satisfied: safetensors in /opt/conda/lib/python3.10/site-packages (from timm->-r requirements.txt (line 4)) (0.4.3)\nRequirement already satisfied: cloudpickle>=1.2.1 in /opt/conda/lib/python3.10/site-packages (from submitit->-r requirements.txt (line 6)) (2.2.1)\nRequirement already satisfied: typing_extensions>=3.7.4.2 in /opt/conda/lib/python3.10/site-packages (from submitit->-r requirements.txt (line 6)) (4.9.0)\nRequirement already satisfied: networkx>=2.8 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (3.2.1)\nRequirement already satisfied: pillow>=9.0.1 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (9.5.0)\nRequirement already satisfied: imageio>=2.27 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (2.33.1)\nRequirement already satisfied: tifffile>=2022.8.12 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (2023.12.9)\nRequirement already satisfied: packaging>=21 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (21.3)\nRequirement already satisfied: lazy_loader>=0.3 in /opt/conda/lib/python3.10/site-packages (from scikit-image->-r requirements.txt (line 7)) (0.3)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging>=21->scikit-image->-r requirements.txt (line 7)) (3.1.1)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from huggingface_hub->timm->-r requirements.txt (line 4)) (3.13.1)\nRequirement already satisfied: fsspec>=2023.5.0 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub->timm->-r requirements.txt (line 4)) (2024.5.0)\nRequirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from huggingface_hub->timm->-r requirements.txt (line 4)) (2.32.3)\nRequirement already satisfied: tqdm>=4.42.1 in /opt/conda/lib/python3.10/site-packages (from huggingface_hub->timm->-r requirements.txt (line 4)) (4.66.4)\nRequirement already satisfied: sympy in /opt/conda/lib/python3.10/site-packages (from torch->timm->-r requirements.txt (line 4)) (1.13.0)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from torch->timm->-r requirements.txt (line 4)) (3.1.2)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch->timm->-r requirements.txt (line 4)) (2.1.3)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub->timm->-r requirements.txt (line 4)) (3.3.2)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub->timm->-r requirements.txt (line 4)) (3.6)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub->timm->-r requirements.txt (line 4)) (1.26.18)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->huggingface_hub->timm->-r requirements.txt (line 4)) (2024.7.4)\nRequirement already satisfied: mpmath<1.4,>=1.1.0 in /opt/conda/lib/python3.10/site-packages (from sympy->torch->timm->-r requirements.txt (line 4)) (1.3.0)\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops\n/opt/conda/lib/python3.10/site-packages/torch/utils/cpp_extension.py:424: UserWarning: There are no g++ version bounds defined for CUDA version 12.1\n warnings.warn(f'There are no {compiler_name} version bounds defined for CUDA version {cuda_str_version}')\nEmitting ninja build file /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/build.ninja...\nCompiling objects...\nAllowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)\n[1/3] c++ -MMD -MF /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.o.d -pthread -B /opt/conda/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -fwrapv -O2 -Wall -fPIC -O2 -isystem /opt/conda/include -fPIC -O2 -isystem /opt/conda/include -fPIC -DWITH_CUDA -I/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src -I/opt/conda/lib/python3.10/site-packages/torch/include -I/opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/opt/conda/lib/python3.10/site-packages/torch/include/TH -I/opt/conda/lib/python3.10/site-packages/torch/include/THC -I/usr/local/cuda/include -I/opt/conda/include/python3.10 -c -c /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.cpp -o /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.o -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE=\"_gcc\"' '-DPYBIND11_STDLIB=\"_libstdcpp\"' '-DPYBIND11_BUILD_ABI=\"_cxxabi1013\"' -DTORCH_EXTENSION_NAME=MultiScaleDeformableAttention -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++17\n[2/3] /usr/local/cuda/bin/nvcc -DWITH_CUDA -I/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src -I/opt/conda/lib/python3.10/site-packages/torch/include -I/opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/opt/conda/lib/python3.10/site-packages/torch/include/TH -I/opt/conda/lib/python3.10/site-packages/torch/include/THC -I/usr/local/cuda/include -I/opt/conda/include/python3.10 -c -c /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu -o /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr --compiler-options ''\"'\"'-fPIC'\"'\"'' -DCUDA_HAS_FP16=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE=\"_gcc\"' '-DPYBIND11_STDLIB=\"_libstdcpp\"' '-DPYBIND11_BUILD_ABI=\"_cxxabi1013\"' -DTORCH_EXTENSION_NAME=MultiScaleDeformableAttention -D_GLIBCXX_USE_CXX11_ABI=1 -gencode=arch=compute_60,code=compute_60 -gencode=arch=compute_60,code=sm_60 -std=c++17\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(266): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_im2col_cuda(cudaStream_t, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *) [with scalar_t=double]\" at line 69 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\nRemark: The warnings can be suppressed with \"-diag-suppress \"\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(767): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(877): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(336): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(441): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(549): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_im2col_cuda.cuh(654): warning #177-D: variable \"q_col\" was declared but never referenced\n const int q_col = _temp % num_query;\n ^\n detected during instantiation of \"void ms_deformable_col2im_cuda(cudaStream_t, const scalar_t *, const scalar_t *, const int64_t *, const int64_t *, const scalar_t *, const scalar_t *, int, int, int, int, int, int, int, scalar_t *, scalar_t *, scalar_t *) [with scalar_t=double]\" at line 139 of /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu\n\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In function 'at::Tensor ms_deform_attn_cuda_forward(const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, int)':\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:39:62: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 39 | AT_ASSERTM(value.type().is_cuda(), \"value must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:40:71: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 40 | AT_ASSERTM(spatial_shapes.type().is_cuda(), \"spatial_shapes must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:41:74: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 41 | AT_ASSERTM(level_start_index.type().is_cuda(), \"level_start_index must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:42:69: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 42 | AT_ASSERTM(sampling_loc.type().is_cuda(), \"sampling_loc must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:43:68: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 43 | AT_ASSERTM(attn_weight.type().is_cuda(), \"attn_weight must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:43: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:172: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated: passing at::DeprecatedTypeProperties to an AT_DISPATCH macro is deprecated, pass an at::ScalarType instead [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/Dispatch.h:109:1: note: declared here\n 109 | inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties& t) {\n | ^~~~~~~~~~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:172: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated: passing at::DeprecatedTypeProperties to an AT_DISPATCH macro is deprecated, pass an at::ScalarType instead [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/Dispatch.h:109:1: note: declared here\n 109 | inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties& t) {\n | ^~~~~~~~~~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1078: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1164: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1207: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1240: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1323: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:1481: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2375: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2461: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2504: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2536: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2618: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:69:2775: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 69 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_forward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In function 'std::vector ms_deform_attn_cuda_backward(const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, int)':\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:105:62: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 105 | AT_ASSERTM(value.type().is_cuda(), \"value must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:106:71: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 106 | AT_ASSERTM(spatial_shapes.type().is_cuda(), \"spatial_shapes must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:107:74: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 107 | AT_ASSERTM(level_start_index.type().is_cuda(), \"level_start_index must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:108:69: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 108 | AT_ASSERTM(sampling_loc.type().is_cuda(), \"sampling_loc must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:109:68: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 109 | AT_ASSERTM(attn_weight.type().is_cuda(), \"attn_weight must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:110:68: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 110 | AT_ASSERTM(grad_output.type().is_cuda(), \"grad_output must be a CUDA tensor\");\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:43: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:1: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:173: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated: passing at::DeprecatedTypeProperties to an AT_DISPATCH macro is deprecated, pass an at::ScalarType instead [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/Dispatch.h:109:1: note: declared here\n 109 | inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties& t) {\n | ^~~~~~~~~~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:173: warning: 'c10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)' is deprecated: passing at::DeprecatedTypeProperties to an AT_DISPATCH macro is deprecated, pass an at::ScalarType instead [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/Dispatch.h:109:1: note: declared here\n 109 | inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties& t) {\n | ^~~~~~~~~~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1088: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1114: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1200: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1243: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1276: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1359: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1520: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1604: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:1692: warning: 'T* at::Tensor::data() const [with T = double]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu: In lambda function:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2647: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2672: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2758: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2801: warning: 'T* at::Tensor::data() const [with T = long int]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2833: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:2915: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:3075: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:3158: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cuda/ms_deform_attn_cuda.cu:139:3245: warning: 'T* at::Tensor::data() const [with T = float]' is deprecated: Tensor.data() is deprecated. Please use Tensor.data_ptr() instead. [-Wdeprecated-declarations]\n 139 | AT_DISPATCH_FLOATING_TYPES(value.type(), \"ms_deform_attn_backward_cuda\", ([&] {\n | ^\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:247:1: note: declared here\n 247 | T * data() const {\n | ^ ~~\n[3/3] c++ -MMD -MF /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.o.d -pthread -B /opt/conda/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -fwrapv -O2 -Wall -fPIC -O2 -isystem /opt/conda/include -fPIC -O2 -isystem /opt/conda/include -fPIC -DWITH_CUDA -I/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src -I/opt/conda/lib/python3.10/site-packages/torch/include -I/opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/opt/conda/lib/python3.10/site-packages/torch/include/TH -I/opt/conda/lib/python3.10/site-packages/torch/include/THC -I/usr/local/cuda/include -I/opt/conda/include/python3.10 -c -c /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.cpp -o /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/build/temp.linux-x86_64-cpython-310/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.o -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE=\"_gcc\"' '-DPYBIND11_STDLIB=\"_libstdcpp\"' '-DPYBIND11_BUILD_ABI=\"_cxxabi1013\"' -DTORCH_EXTENSION_NAME=MultiScaleDeformableAttention -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++17\nIn file included from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.cpp:16:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h: In function 'at::Tensor ms_deform_attn_forward(const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, int)':\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h:34:20: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 34 | if (value.type().is_cuda())\n | ^\nIn file included from /opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/Tensor.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/ATen/Tensor.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/function_hook.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/cpp_hook.h:2,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/variable.h:6,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/autograd.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include/torch/autograd.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include/torch/all.h:7,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/extension.h:5,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h:17,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h:18,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.cpp:16:\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:30: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^~~~\nIn file included from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.cpp:16:\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h: In function 'std::vector ms_deform_attn_backward(const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, const at::Tensor&, int)':\n/kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h:56:20: warning: 'at::DeprecatedTypeProperties& at::Tensor::type() const' is deprecated: Tensor.type() is deprecated. Instead use Tensor.options(), which in many cases (e.g. in a constructor) is a drop-in replacement. If you were using data from type(), that is now available from Tensor itself, so instead of tensor.type().scalar_type(), use tensor.scalar_type() instead and instead of tensor.type().backend() use tensor.device(). [-Wdeprecated-declarations]\n 56 | if (value.type().is_cuda())\n | ^\nIn file included from /opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/Tensor.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/ATen/Tensor.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/function_hook.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/cpp_hook.h:2,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/variable.h:6,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/autograd/autograd.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include/torch/autograd.h:3,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include/torch/all.h:7,\n from /opt/conda/lib/python3.10/site-packages/torch/include/torch/extension.h:5,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/cpu/ms_deform_attn_cpu.h:17,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/ms_deform_attn.h:18,\n from /kaggle/working/Mask2Former/mask2former/modeling/pixel_decoder/ops/src/vision.cpp:16:\n/opt/conda/lib/python3.10/site-packages/torch/include/ATen/core/TensorBody.h:225:30: note: declared here\n 225 | DeprecatedTypeProperties & type() const {\n | ^~~~\n/opt/conda/lib/python3.10/site-packages/setuptools/_distutils/cmd.py:66: SetuptoolsDeprecationWarning: setup.py install is deprecated.\n!!\n\n ********************************************************************************\n Please avoid running ``setup.py`` directly.\n Instead, use pypa/build, pypa/installer or other\n standards-based tools.\n\n See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details.\n ********************************************************************************\n\n!!\n self.initialize_options()\n/opt/conda/lib/python3.10/site-packages/setuptools/_distutils/cmd.py:66: EasyInstallDeprecationWarning: easy_install command is deprecated.\n!!\n\n ********************************************************************************\n Please avoid running ``setup.py`` and ``easy_install``.\n Instead, use pypa/build, pypa/installer or other\n standards-based tools.\n\n See https://github.com/pypa/setuptools/issues/917 for details.\n ********************************************************************************\n\n!!\n self.initialize_options()\n/kaggle/working/Mask2Former\n","output_type":"stream"}]},{"cell_type":"code","source":"# You may need to restart your runtime prior to this, to let your installation take effect\n#%cd /kaggle/working/UnSAM/whole_image_segmentation/mask2former/modeling/pixel_decoder/ops/Mask2Former/Mask2Former\n# Some basic setup:\n# Setup detectron2 logger\n#%cd /kaggle/working/UnSAM/Mask2Former\n#%cd /kaggle/working/UnSAM/Mask2Former/Mask2Former/UnSAM/Mask2Former\n#%cd /kaggle/working/UnSAM/Mask2Former/Mask2Former\n%cd /kaggle/working/Mask2Former\n#%cd /kaggle/working/UnSAM/whole_image_segmentation/mask2former/modeling/pixel_decoder/ops/Mask2Former\n\n#%cd /kaggle/working/UnSAM/whole_image_segmentation/mask2former\nimport detectron2\nfrom detectron2.utils.logger import setup_logger\nsetup_logger()\nsetup_logger(name=\"mask2former\")\n\n# import some common libraries\nimport numpy as np\nimport cv2\nimport torch\n#from google.colab.patches import cv2_imshow\n\n# import some common detectron2 utilities\nfrom detectron2 import model_zoo\nfrom detectron2.engine import DefaultPredictor\nfrom detectron2.config import get_cfg\nfrom detectron2.utils.visualizer import Visualizer, ColorMode\nfrom detectron2.data import MetadataCatalog\nfrom detectron2.projects.deeplab import add_deeplab_config\ncoco_metadata = MetadataCatalog.get(\"coco_2017_val_panoptic\")\n\n# import Mask2Former project\nfrom mask2former import add_maskformer2_config","metadata":{"_uuid":"cac452be-cef7-49db-926f-95d1cc106d50","_cell_guid":"e79f0f51-0b0b-4405-8b34-28457cc3286c","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:34:50.333193Z","iopub.execute_input":"2024-08-16T11:34:50.333881Z","iopub.status.idle":"2024-08-16T11:34:55.504831Z","shell.execute_reply.started":"2024-08-16T11:34:50.333848Z","shell.execute_reply":"2024-08-16T11:34:55.503876Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"/kaggle/working/Mask2Former\n","output_type":"stream"}]},{"cell_type":"code","source":"import argparse\nfrom detectron2.engine import DefaultPredictor, default_setup\nfrom detectron2.projects.deeplab import add_deeplab_config\nfrom detectron2.config import get_cfg\nfrom detectron2.utils.colormap import random_color\nfrom mask2former import add_maskformer2_config\nimport cv2\nimport os\nfrom tqdm import tqdm\nimport PIL.Image as Image","metadata":{"_uuid":"16defc37-d79c-4e85-91fa-fa389f6c5ae3","_cell_guid":"8da54e43-e2c5-4bb5-8810-b577a7bd4c17","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:34:55.506262Z","iopub.execute_input":"2024-08-16T11:34:55.506560Z","iopub.status.idle":"2024-08-16T11:34:55.512108Z","shell.execute_reply.started":"2024-08-16T11:34:55.506536Z","shell.execute_reply":"2024-08-16T11:34:55.510829Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"def setup(args):\n \"\"\"\n Create configs and perform basic setups.\n \"\"\"\n cfg = get_cfg()\n cfg.set_new_allowed(True)\n # for poly lr schedule\n add_deeplab_config(cfg)\n add_maskformer2_config(cfg)\n cfg.merge_from_file(args.config_file)\n cfg.merge_from_list(args.opts)\n cfg.freeze()\n default_setup(cfg, args)\n return cfg","metadata":{"_uuid":"5905bab1-b8ee-42d9-8d07-41b17db56761","_cell_guid":"839aaeb4-a98c-43f5-9dc1-e9baacd82899","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:00.657618Z","iopub.execute_input":"2024-08-16T11:35:00.657986Z","iopub.status.idle":"2024-08-16T11:35:00.663708Z","shell.execute_reply.started":"2024-08-16T11:35:00.657960Z","shell.execute_reply":"2024-08-16T11:35:00.662767Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"def get_parser(inputs):\n parser = argparse.ArgumentParser(description=\"Detectron2 demo for builtin configs\")\n parser.add_argument(\n \"--config-file\",\n default=\"configs/quick_schedules/mask_rcnn_R_50_FPN_inference_acc_test.yaml\",\n metavar=\"FILE\",\n help=\"path to config file\",\n )\n parser.add_argument(\n \"--opts\",\n help=\"Modify config options using the command-line 'KEY VALUE' pairs\",\n default=[],\n nargs=argparse.REMAINDER,\n )\n args = parser.parse_args(inputs)\n return args","metadata":{"_uuid":"d869254b-8e44-4e97-9bee-33b6be961491","_cell_guid":"bb4af1f4-98fc-443e-95ce-02010b8ed6fa","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:02.224317Z","iopub.execute_input":"2024-08-16T11:35:02.224809Z","iopub.status.idle":"2024-08-16T11:35:02.230506Z","shell.execute_reply.started":"2024-08-16T11:35:02.224779Z","shell.execute_reply":"2024-08-16T11:35:02.229531Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"import numpy as np\ndef area(mask):\n if mask.size == 0: return 0\n return np.count_nonzero(mask) / mask.size\n\ndef vis_mask(input, mask, mask_color) :\n fg = mask > 0.5\n rgb = np.copy(input)\n rgb[fg] = (rgb[fg] * 0.5 + np.array(mask_color) * 0.5).astype(np.uint8)\n return Image.fromarray(rgb)\n\ndef show_image(I, pool):\n # the visualization strategy is small masks on top of large masks\n already_painted = np.zeros(np.array(I).shape[:2])\n input = I.copy()\n i = 0\n for mask in tqdm(pool):\n already_painted += mask.astype(np.uint8)\n overlap = (already_painted == 2)\n if np.sum(overlap) != 0:\n input = Image.fromarray(overlap[:, :, np.newaxis] * np.copy(I) + np.logical_not(overlap)[:, :, np.newaxis] * np.copy(input))\n already_painted -= overlap\n input = vis_mask(input, mask, random_color(rgb=True))\n display(input)","metadata":{"_uuid":"c88902dc-8f20-46bd-91af-59591d5869cf","_cell_guid":"3e23fecb-1681-4454-85ff-05ca1ae4f5e8","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:04.000528Z","iopub.execute_input":"2024-08-16T11:35:04.001413Z","iopub.status.idle":"2024-08-16T11:35:04.010614Z","shell.execute_reply.started":"2024-08-16T11:35:04.001383Z","shell.execute_reply":"2024-08-16T11:35:04.009580Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":"# **UNSAM+**","metadata":{"_uuid":"2f649f65-7fa0-4670-bf3b-4175e0320cfd","_cell_guid":"5aa1d1dd-8a22-4908-8621-252ecf4dc9e3","trusted":true}},{"cell_type":"code","source":"!pip install gdown","metadata":{"_uuid":"1ca0651d-472f-4f5d-ae53-da46013b0da9","_cell_guid":"ca6f2646-2658-4d53-b857-9d6356c027c7","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:07.084541Z","iopub.execute_input":"2024-08-16T11:35:07.084943Z","iopub.status.idle":"2024-08-16T11:35:19.658219Z","shell.execute_reply.started":"2024-08-16T11:35:07.084916Z","shell.execute_reply":"2024-08-16T11:35:19.657225Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Collecting gdown\n Downloading gdown-5.2.0-py3-none-any.whl.metadata (5.8 kB)\nRequirement already satisfied: beautifulsoup4 in /opt/conda/lib/python3.10/site-packages (from gdown) (4.12.2)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from gdown) (3.13.1)\nRequirement already satisfied: requests[socks] in /opt/conda/lib/python3.10/site-packages (from gdown) (2.32.3)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from gdown) (4.66.4)\nRequirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.10/site-packages (from beautifulsoup4->gdown) (2.5)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (3.3.2)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (3.6)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (1.26.18)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (2024.7.4)\nRequirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (1.7.1)\nDownloading gdown-5.2.0-py3-none-any.whl (18 kB)\nInstalling collected packages: gdown\nSuccessfully installed gdown-5.2.0\n","output_type":"stream"}]},{"cell_type":"code","source":"!gdown https://drive.google.com/uc?id=1sCZM5j2pQr34-scSEkgG7VmUaHJc8n4d # unsam_plus_sa1b_1perc_ckpt_50k.pth\n# !gdown https://drive.google.com/uc?id=1qUdZ2ELU_5SNTsmx3Q0wSA87u4SebiO4 # unsam_sa1b_4perc_ckpt_200k.pth","metadata":{"_uuid":"ead17064-cc22-4f65-869a-8b79a73480e2","_cell_guid":"71da575e-c658-4b12-a74d-35c6b283b4a0","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:21.595197Z","iopub.execute_input":"2024-08-16T11:35:21.596131Z","iopub.status.idle":"2024-08-16T11:35:31.286528Z","shell.execute_reply.started":"2024-08-16T11:35:21.596099Z","shell.execute_reply":"2024-08-16T11:35:31.285377Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Downloading...\nFrom (original): https://drive.google.com/uc?id=1sCZM5j2pQr34-scSEkgG7VmUaHJc8n4d\nFrom (redirected): https://drive.google.com/uc?id=1sCZM5j2pQr34-scSEkgG7VmUaHJc8n4d&confirm=t&uuid=fe0388c9-8187-4b9a-8a47-ebf398b52f1c\nTo: /kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\n100%|█████████████████████████████████████████| 540M/540M [00:05<00:00, 102MB/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"# Using ***CPU*** by default. to run on GPU, remove \"MODEL.DEVICE\", \"cpu\".\n# By default we only select first 1000 highest confidence score masks. The maximum query is 2000, add \"TEST.DETECTIONS_PER_IMAGE\", \"2000\" to get all masks\ninputs = ['--config-file', \"/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml\", \"--opts\", \"MODEL.WEIGHTS\", \"/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\", \"MODEL.DEVICE\", \"cpu\"]\nargs = get_parser(inputs)","metadata":{"_uuid":"fb3b3a3a-ba4e-490e-899d-6da45b0941c8","_cell_guid":"f48968ed-d40c-4343-9595-7e3ed0e57675","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:39.531860Z","iopub.execute_input":"2024-08-16T11:35:39.532264Z","iopub.status.idle":"2024-08-16T11:35:39.538859Z","shell.execute_reply.started":"2024-08-16T11:35:39.532233Z","shell.execute_reply":"2024-08-16T11:35:39.537817Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"pred = DefaultPredictor(setup(args))","metadata":{"_uuid":"74633027-b421-4d2b-b0fa-b3d019044300","_cell_guid":"5754f3c2-95f8-40f5-a0cf-de96671bf972","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:35:42.430682Z","iopub.execute_input":"2024-08-16T11:35:42.431860Z","iopub.status.idle":"2024-08-16T11:35:45.129721Z","shell.execute_reply.started":"2024-08-16T11:35:42.431817Z","shell.execute_reply":"2024-08-16T11:35:45.128650Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"\u001b[32m[08/16 11:35:42 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:35:42 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:35:43 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:35:43 d2.utils.env]: \u001b[0mUsing a generated random seed 43651403\n\u001b[32m[08/16 11:35:43 d2.utils.env]: \u001b[0mUsing a generated random seed 43651403\n\u001b[32m[08/16 11:35:44 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth ...\n","output_type":"stream"}]},{"cell_type":"code","source":"import os\n\n# Change working directory if necessary\n# os.chdir('..') # Uncomment and modify if needed\n\n# Verify file path and existence\nconfig_file_path = '/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml'\nif not os.path.isfile(config_file_path):\n print(f\"Error: Config file '{config_file_path}' not found.\")\n # Download or create the file here\nelse:\n # Continue with the rest of your code\n pred = DefaultPredictor(setup(args))","metadata":{"_uuid":"469ab3e2-b60e-43e1-9f64-bfb4e69e8c1d","_cell_guid":"f4bd7d71-b810-4547-b5eb-e80c7b9a6481","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:36:05.184348Z","iopub.execute_input":"2024-08-16T11:36:05.185031Z","iopub.status.idle":"2024-08-16T11:36:06.890083Z","shell.execute_reply.started":"2024-08-16T11:36:05.184999Z","shell.execute_reply":"2024-08-16T11:36:06.889223Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:36:05 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:36:05 d2.utils.env]: \u001b[0mUsing a generated random seed 5672141\n\u001b[32m[08/16 11:36:05 d2.utils.env]: \u001b[0mUsing a generated random seed 5672141\n\u001b[32m[08/16 11:36:06 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth ...\n","output_type":"stream"}]},{"cell_type":"code","source":"# specify the path here if you want to try your own images\ninputs = cv2.imread(\"/kaggle/input/try-datset/Try_2_ESD.png\")\npred.input_format = \"BGR\"\noutputs = pred(inputs)['instances']\nmasks = []\nfor score, mask in zip(outputs.scores, outputs.pred_masks):\n # set the confidence threshold for selecting masks here, you can increase it to speed up the visualization process\n # or you can resize the image to speed up. The example images from SA-1B have relatively high resolution\n if score < 0.5: continue\n masks.append(mask.cpu().numpy())\nsorted_masks = sorted(masks, key=lambda m: area(m), reverse=True)\nprint(f\"You have {len(sorted_masks)} masks for this image\")\nshow_image(inputs, sorted_masks)","metadata":{"_uuid":"257437eb-71c0-4e08-92ee-695859743332","_cell_guid":"f123d5b6-401e-4876-a4fa-f943b3fa2ad0","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:36:21.435809Z","iopub.execute_input":"2024-08-16T11:36:21.436194Z","iopub.status.idle":"2024-08-16T11:37:19.841892Z","shell.execute_reply.started":"2024-08-16T11:36:21.436165Z","shell.execute_reply":"2024-08-16T11:37:19.840944Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /usr/local/src/pytorch/aten/src/ATen/native/TensorShape.cpp:3526.)\n return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n","output_type":"stream"},{"name":"stdout","text":"You have 49 masks for this image\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 49/49 [00:00<00:00, 831.37it/s]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"# **UNSAM**","metadata":{"_uuid":"638fcfc1-de9b-4e9a-bb4e-f49208342fb7","_cell_guid":"444b64a6-a1ea-4ebf-9167-02233e908338","trusted":true}},{"cell_type":"code","source":"!pip install gdown","metadata":{"_uuid":"13fc7d09-1567-4a2f-b5e6-82ff22a90abe","_cell_guid":"327c6651-2053-4bbb-8520-bed4ff9bed0f","collapsed":false,"jupyter":{"outputs_hidden":false},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#!gdown https://drive.google.com/uc?id=1sCZM5j2pQr34-scSEkgG7VmUaHJc8n4d # unsam_plus_sa1b_1perc_ckpt_50k.pth\n!gdown https://drive.google.com/uc?id=1qUdZ2ELU_5SNTsmx3Q0wSA87u4SebiO4 # unsam_sa1b_4perc_ckpt_200k.pth","metadata":{"_uuid":"3c31b018-8553-4785-8c64-3894dcaf6724","_cell_guid":"eb1e98ea-535b-4ace-9063-161097302bd3","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:37:39.507068Z","iopub.execute_input":"2024-08-16T11:37:39.507989Z","iopub.status.idle":"2024-08-16T11:37:50.646376Z","shell.execute_reply.started":"2024-08-16T11:37:39.507955Z","shell.execute_reply":"2024-08-16T11:37:50.645085Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"Downloading...\nFrom (original): https://drive.google.com/uc?id=1qUdZ2ELU_5SNTsmx3Q0wSA87u4SebiO4\nFrom (redirected): https://drive.google.com/uc?id=1qUdZ2ELU_5SNTsmx3Q0wSA87u4SebiO4&confirm=t&uuid=1322a5c3-cfd7-45c4-9783-7f5f708fc241\nTo: /kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\n100%|████████████████████████████████████████| 540M/540M [00:05<00:00, 97.8MB/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"# Using ***CPU*** by default. to run on GPU, remove \"MODEL.DEVICE\", \"cpu\".\n# By default we only select first 1000 highest confidence score masks. The maximum query is 2000, add \"TEST.DETECTIONS_PER_IMAGE\", \"2000\" to get all masks\ninputs = ['--config-file', \"/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml\", \"--opts\", \"MODEL.WEIGHTS\", \"/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\", \"MODEL.DEVICE\", \"cpu\"]\nargs = get_parser(inputs)","metadata":{"_uuid":"0d67280d-45f1-45b6-af81-ed55555336a8","_cell_guid":"7dcef658-2e6e-4693-bac5-96d67bdb52e4","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:37:55.468403Z","iopub.execute_input":"2024-08-16T11:37:55.468833Z","iopub.status.idle":"2024-08-16T11:37:55.475298Z","shell.execute_reply.started":"2024-08-16T11:37:55.468799Z","shell.execute_reply":"2024-08-16T11:37:55.474264Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"pred = DefaultPredictor(setup(args))","metadata":{"_uuid":"8ab1f3f2-8842-4600-badb-6fa1ad15e782","_cell_guid":"8cecbbe3-2297-4344-88f2-e2a04645193c","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:38:29.749448Z","iopub.execute_input":"2024-08-16T11:38:29.749864Z","iopub.status.idle":"2024-08-16T11:38:31.505494Z","shell.execute_reply.started":"2024-08-16T11:38:29.749834Z","shell.execute_reply":"2024-08-16T11:38:31.504464Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:38:29 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:38:30 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:38:30 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:38:30 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:38:30 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:38:30 d2.utils.env]: \u001b[0mUsing a generated random seed 30199605\n\u001b[32m[08/16 11:38:30 d2.utils.env]: \u001b[0mUsing a generated random seed 30199605\n\u001b[32m[08/16 11:38:31 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth ...\n","output_type":"stream"}]},{"cell_type":"code","source":"import os\n\n# Change working directory if necessary\n# os.chdir('..') # Uncomment and modify if needed\n\n# Verify file path and existence\nconfig_file_path = '/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml'\nif not os.path.isfile(config_file_path):\n print(f\"Error: Config file '{config_file_path}' not found.\")\n # Download or create the file here\nelse:\n # Continue with the rest of your code\n pred = DefaultPredictor(setup(args))","metadata":{"_uuid":"24999763-a11c-4b10-a5d8-69f06279e742","_cell_guid":"def64f4d-8274-470e-afed-f5885ead5322","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:38:53.788714Z","iopub.execute_input":"2024-08-16T11:38:53.789397Z","iopub.status.idle":"2024-08-16T11:38:55.431504Z","shell.execute_reply.started":"2024-08-16T11:38:53.789366Z","shell.execute_reply":"2024-08-16T11:38:55.430150Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"\u001b[32m[08/16 11:38:53 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:38:53 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:38:54 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:38:54 d2.utils.env]: \u001b[0mUsing a generated random seed 54275527\n\u001b[32m[08/16 11:38:54 d2.utils.env]: \u001b[0mUsing a generated random seed 54275527\n\u001b[32m[08/16 11:38:55 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth ...\n","output_type":"stream"}]},{"cell_type":"code","source":"# specify the path here if you want to try your own images\ninputs = cv2.imread(\"/kaggle/input/try-datset/Try_2_ESD.png\")\npred.input_format = \"BGR\"\noutputs = pred(inputs)['instances']\nmasks = []\nfor score, mask in zip(outputs.scores, outputs.pred_masks):\n # set the confidence threshold for selecting masks here, you can increase it to speed up the visualization process\n # or you can resize the image to speed up. The example images from SA-1B have relatively high resolution\n if score < 0.5: continue\n masks.append(mask.cpu().numpy())\nsorted_masks = sorted(masks, key=lambda m: area(m), reverse=True)\nprint(f\"You have {len(sorted_masks)} masks for this image\")\nshow_image(inputs, sorted_masks)","metadata":{"_uuid":"f429ae59-567a-4ac7-8580-38c10ea80425","_cell_guid":"1b2a9c22-c01c-4a65-9f59-db886d6dbbc8","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:39:02.978467Z","iopub.execute_input":"2024-08-16T11:39:02.978858Z","iopub.status.idle":"2024-08-16T11:40:00.836894Z","shell.execute_reply.started":"2024-08-16T11:39:02.978827Z","shell.execute_reply":"2024-08-16T11:40:00.835926Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"You have 124 masks for this image\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 124/124 [00:00<00:00, 826.52it/s]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"# **GUI**","metadata":{}},{"cell_type":"code","source":"import tkinter as tk\nfrom tkinter import filedialog\nfrom tkinter import Label\nfrom PIL import Image, ImageTk\nimport cv2\nimport numpy as np\nfrom detectron2.engine import DefaultPredictor\n\n# Load your models here\ndef load_models():\n unsam_plus_inputs = ['--config-file', \"/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml\", \"--opts\", \"MODEL.WEIGHTS\", \"/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\", \"MODEL.DEVICE\", \"cpu\"]\n unsam_inputs = ['--config-file', \"/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml\", \"--opts\", \"MODEL.WEIGHTS\", \"/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\", \"MODEL.DEVICE\", \"cpu\"]\n \n unsam_plus_predictor = DefaultPredictor(setup(get_parser(unsam_plus_inputs)))\n unsam_predictor = DefaultPredictor(setup(get_parser(unsam_inputs)))\n \n return unsam_plus_predictor, unsam_predictor\n\n# Display images\ndef show_image(original_img, unsam_plus_output, unsam_output):\n # Resize images if necessary\n original_img = cv2.resize(original_img, (300, 300))\n unsam_plus_output = cv2.resize(unsam_plus_output, (300, 300))\n unsam_output = cv2.resize(unsam_output, (300, 300))\n \n # Convert to PIL images\n original_img_pil = Image.fromarray(cv2.cvtColor(original_img, cv2.COLOR_BGR2RGB))\n unsam_plus_output_pil = Image.fromarray(cv2.cvtColor(unsam_plus_output, cv2.COLOR_BGR2RGB))\n unsam_output_pil = Image.fromarray(cv2.cvtColor(unsam_output, cv2.COLOR_BGR2RGB))\n\n # Convert to ImageTk format\n original_img_tk = ImageTk.PhotoImage(original_img_pil)\n unsam_plus_output_tk = ImageTk.PhotoImage(unsam_plus_output_pil)\n unsam_output_tk = ImageTk.PhotoImage(unsam_output_pil)\n \n # Display the images in the labels\n original_label.config(image=original_img_tk)\n unsam_plus_label.config(image=unsam_plus_output_tk)\n unsam_label.config(image=unsam_output_tk)\n \n # Keep a reference to avoid garbage collection\n original_label.image = original_img_tk\n unsam_plus_label.image = unsam_plus_output_tk\n unsam_label.image = unsam_output_tk\n\n# Process the image using UNSAM+ and UNSAM\ndef process_image(filepath):\n original_img = cv2.imread(filepath)\n \n # Get predictions from both models\n unsam_plus_output = predict(unsam_plus_predictor, original_img)\n unsam_output = predict(unsam_predictor, original_img)\n \n # Display the images\n show_image(original_img, unsam_plus_output, unsam_output)\n\n# Predict and get masks\ndef predict(predictor, img):\n outputs = predictor(img)['instances']\n masks = [mask.cpu().numpy() for score, mask in zip(outputs.scores, outputs.pred_masks) if score >= 0.5]\n sorted_masks = sorted(masks, key=lambda m: area(m), reverse=True)\n combined_mask = np.zeros_like(sorted_masks[0])\n \n for mask in sorted_masks:\n combined_mask = np.maximum(combined_mask, mask)\n \n return (img * combined_mask[:, :, np.newaxis]).astype(np.uint8)\n","metadata":{"_uuid":"6ecd53bc-d3c2-4a43-9950-aae77224fcd4","_cell_guid":"074bcd13-c4cf-40c7-9104-bff418a1a393","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2024-08-16T11:43:31.280477Z","iopub.execute_input":"2024-08-16T11:43:31.281477Z","iopub.status.idle":"2024-08-16T11:43:31.295074Z","shell.execute_reply.started":"2024-08-16T11:43:31.281444Z","shell.execute_reply":"2024-08-16T11:43:31.294142Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"\n# GUI setup\ndef open_file():\n filepath = filedialog.askopenfilename()\n if filepath:\n process_image(filepath)\n\nunsam_plus_predictor, unsam_predictor = load_models()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-16T11:43:54.335401Z","iopub.execute_input":"2024-08-16T11:43:54.336184Z","iopub.status.idle":"2024-08-16T11:43:57.975820Z","shell.execute_reply.started":"2024-08-16T11:43:54.336151Z","shell.execute_reply":"2024-08-16T11:43:57.974754Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:43:54 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:43:54 d2.utils.env]: \u001b[0mUsing a generated random seed 54795668\n\u001b[32m[08/16 11:43:54 d2.utils.env]: \u001b[0mUsing a generated random seed 54795668\n\u001b[32m[08/16 11:43:55 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_plus_sa1b_1perc_ckpt_50k.pth ...\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mRank of current process: 0. World size: 1\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mEnvironment info:\n---------------------- ------------------------------------------------------------------------------\nsys.platform linux\nPython 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:36:39) [GCC 12.3.0]\nnumpy 1.26.4\ndetectron2 0.6 @/opt/conda/lib/python3.10/site-packages/detectron2\nCompiler GCC 9.4\nCUDA compiler CUDA 12.1\ndetectron2 arch flags 6.0\nDETECTRON2_ENV_MODULE \nPyTorch 2.1.2 @/opt/conda/lib/python3.10/site-packages/torch\nPyTorch debug build False\nGPU available Yes\nGPU 0 Tesla P100-PCIE-16GB (arch=6.0)\nDriver version 550.90.07\nCUDA_HOME /usr/local/cuda\nPillow 9.5.0\ntorchvision 0.16.2 @/opt/conda/lib/python3.10/site-packages/torchvision\ntorchvision arch flags 6.0, 7.0, 7.5\nfvcore 0.1.5.post20221221\niopath 0.1.9\ncv2 4.10.0\n---------------------- ------------------------------------------------------------------------------\nPyTorch built with:\n - GCC 9.4\n - C++ Version: 201703\n - Intel(R) oneAPI Math Kernel Library Version 2022.1-Product Build 20220311 for Intel(R) 64 architecture applications\n - Intel(R) MKL-DNN v3.1.1 (Git Hash 64f6bcbcbab628e96f33a62c3e975f8535a7bde4)\n - OpenMP 201511 (a.k.a. OpenMP 4.5)\n - LAPACK is enabled (usually provided by MKL)\n - NNPACK is enabled\n - CPU capability usage: AVX2\n - CUDA Runtime 12.1\n - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_70,code=compute_70;-gencode;arch=compute_75,code=compute_75\n - CuDNN 8.9\n - Magma 2.6.1\n - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=1 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-invalid-partial-specialization -Wno-unused-private-field -Wno-aligned-allocation-unavailable -Wno-missing-braces -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.1.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, \n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mCommand line arguments: Namespace(config_file='/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml', opts=['MODEL.WEIGHTS', '/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth', 'MODEL.DEVICE', 'cpu'])\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mContents of args.config_file=/kaggle/working/UnSAM/whole_image_segmentation/configs/maskformer2_R50_bs16_50ep.yaml:\n\u001b[38;5;204m_BASE_\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mBase-COCO-InstanceSegmentation.yaml\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormer\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMaskFormerHead\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mGN\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# pixel decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMSDeformAttnPixelDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres2\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres3\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres4\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m,\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mres5\u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mMultiScaleMaskedTransformerDecoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m\"\u001b[39m\u001b[38;5;186mmulti_scale_pixel_decoder\u001b[39m\u001b[38;5;186m\"\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m#100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;245m# 9 decoder layers, add one for the loss on learnable query\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mRunning with full config:\n\u001b[38;5;204mCUDNN_BENCHMARK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;204mDATALOADER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIO_GROUPING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFILTER_EMPTY_ANNOTATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_WORKERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREPEAT_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSAMPLER_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mTrainingSampler\u001b[39m\n\u001b[38;5;204mDATASETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECOMPUTED_PROPOSAL_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_FILES_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_NUMBER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_HIGH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSELF_TRAIN_THRESH_LOW\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_val\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141munsam_sa1b_train\u001b[39m\n\u001b[38;5;204mGLOBAL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHACK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;204mINPUT\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOLOR_AUG_SSD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCROP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSINGLE_CATEGORY_MAX_AREA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mrelative_range\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDATASET_MAPPER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msam_instance_tsv\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRGB\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMAGE_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMAT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mpolygon\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1333\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE_TRAIN_SAMPLING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mchoice\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRANDOM_FLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhorizontal\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mMODEL\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANCHOR_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mANGLES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m90\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPECT_RATIOS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mDefaultAnchorGenerator\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOFFSET\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m128\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFREEZE_AT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbuild_resnet_backbone\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEVICE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mcpu\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFUSE_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msum\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOAD_PROPOSALS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_FORMER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLASS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEEP_SUPERVISION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDICE_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDIM_FEEDFORWARD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2048\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENFORCE_INPUT_PROJ\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHIDDEN_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMPORTANCE_SAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.75\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNHEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNO_OBJECT_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_OBJECT_QUERIES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERSAMPLE_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSIZE_DIVISIBILITY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m32\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOBJECT_MASK_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESHOLD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEMANTIC_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_POSTPROCESSING_BEFORE_INFERENCE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_NUM_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12544\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMultiScaleMaskedTransformerDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_IN_FEATURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mmulti_scale_pixel_decoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_ON\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMETA_ARCHITECTURE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormer\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPANOPTIC_FPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMBINE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCES_CONFIDENCE_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOVERLAP_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTUFF_AREA_LIMIT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4096\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mINSTANCE_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_MEAN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m123.675\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m116.28\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m103.53\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_STD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m58.395\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m57.375\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_GENERATOR\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRPN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRESNETS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_MODULATED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_NUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORM_ON_PER_STAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m50\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mFrozenBN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_GROUPS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES2_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES4_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_DILATION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRES5_MULTI_GRID\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_OUT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mbasic\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTRIDE_IN_1X1\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWIDTH_PER_GROUP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m64\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRETINANET\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_ALPHA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFOCAL_LOSS_GAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mp7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONVS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRIOR_PROB\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_LOSS_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTOPK_CANDIDATES_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_CASCADE_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m&id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m20.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m30.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m15.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOUS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_BOX_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id001\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_BBOX_REG\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFC_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1024\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_FC\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRAIN_ON_PRED_BOXES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mRes5ROIHeads\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m80\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.25\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROPOSAL_APPEND_GT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSCORE_THRESH_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_KEYPOINT_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m512\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_KEYPOINTS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mKRCNNConvDeconvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_KEYPOINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m17\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mROI_MASK_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLS_AGNOSTIC_MASK\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskRCNNConvUpsampleHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;186m'\u001b[39m\u001b[38;5;186m'\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_RESOLUTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m14\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_SAMPLING_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOOLER_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mROIAlignV2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mRPN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBATCH_SIZE_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141msmooth_l1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_LOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBBOX_REG_WEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m*id002\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBOUNDARY_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONV_DIMS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mHEAD_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mStandardRPNHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_LABELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIOU_THRESHOLDS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNMS_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOSITIVE_FRACTION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOST_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TEST\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRE_NMS_TOPK_TRAIN\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSMOOTH_L1_BETA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSEM_SEG_HEAD\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DILATIONS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m18\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mASPP_DROPOUT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCOMMON_STRIDE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCONVS_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_IN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m8\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEFORMABLE_TRANSFORMER_ENCODER_N_POINTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIGNORE_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m255\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIN_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mhard_pixel_mining\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLOSS_WEIGHT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMASK_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m256\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMaskFormerHead\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mGN\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_CLASSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPIXEL_DECODER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mMSDeformAttnPixelDecoder\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_CHANNELS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m48\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPROJECT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mTRANSFORMER_ENC_LAYERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DEPTHWISE_SEPARABLE_CONV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSWIN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mATTN_DROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDEPTHS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_PATH_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROP_RATE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEMBED_DIM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m96\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMLP_RATIO\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_HEADS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m6\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m12\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m24\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOUT_FEATURES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres2\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres3\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mres5\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPATCH_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRETRAIN_IMG_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m224\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQKV_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mQK_SCALE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_CHECKPOINT\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWINDOW_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m7\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m/kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth\u001b[39m\n\u001b[38;5;204mOUTPUT_DIR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m./output\u001b[39m\n\u001b[38;5;204mSEED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m-1\u001b[39m\n\u001b[38;5;204mSOLVER\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAMP\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBACKBONE_MULTIPLIER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0e-06\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBASE_LR_END\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mBIAS_LR_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCHECKPOINT_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m5000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_GRADIENTS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfull_model\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mCLIP_VALUE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNORM_TYPE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDROPLOSS_IOU_THRESH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.01\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mGAMMA\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.1\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mIMS_PER_BATCH\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mLR_SCHEDULER_NAME\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mWarmupMultiStepLR\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMOMENTUM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNESTEROV\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mOPTIMIZER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mADAMW\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_CONSTANT_ENDING\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPOLY_LR_POWER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.9\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mREFERENCE_WORLD_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mSTEPS\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m177776\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m192592\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mUSE_DROP_LOSSES\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_FACTOR\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_ITERS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m10\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWARMUP_METHOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mlinear\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.05\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_BIAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mnull\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_EMBED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mWEIGHT_DECAY_NORM\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0.0\u001b[39m\n\u001b[38;5;204mTEST\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mAUG\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mFLIP\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mtrue\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMAX_SIZE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m4000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mMIN_SIZES\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m400\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m500\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m600\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m700\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m800\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m900\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1100\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;15m-\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1200\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mDETECTIONS_PER_IMAGE\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m1000\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEVAL_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mEXPECTED_RESULTS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mKEYPOINT_OKS_SIGMAS\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;15m[\u001b[39m\u001b[38;5;15m]\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mPRECISE_BN\u001b[39m\u001b[38;5;15m:\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mENABLED\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141mfalse\u001b[39m\n\u001b[38;5;15m \u001b[39m\u001b[38;5;204mNUM_ITER\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m200\u001b[39m\n\u001b[38;5;204mVERSION\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m2\u001b[39m\n\u001b[38;5;204mVIS_PERIOD\u001b[39m\u001b[38;5;15m:\u001b[39m\u001b[38;5;15m \u001b[39m\u001b[38;5;141m0\u001b[39m\n\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:43:56 detectron2]: \u001b[0mFull config saved to ./output/config.yaml\n\u001b[32m[08/16 11:43:56 d2.utils.env]: \u001b[0mUsing a generated random seed 56744221\n\u001b[32m[08/16 11:43:56 d2.utils.env]: \u001b[0mUsing a generated random seed 56744221\n\u001b[32m[08/16 11:43:57 fvcore.common.checkpoint]: \u001b[0m[Checkpointer] Loading from /kaggle/working/Mask2Former/unsam_sa1b_4perc_ckpt_200k.pth ...\n","output_type":"stream"}]},{"cell_type":"code","source":"from tkinter import *\nimport random\nfrom time import sleep\nfrom tkinter import messagebox\nimport threading\n\nroot = Tk()\n# Create the root window\n#root = tk.Tk()\nroot.title(\"UNSAM Image Processing\")\n\n# Buttons and Labels\nopen_button = tk.Button(root, text=\"Open Image\", command=open_file)\nopen_button.pack()\n\noriginal_label = Label(root)\nunsam_plus_label = Label(root)\nunsam_label = Label(root)\n\noriginal_label.pack(side=\"left\")\nunsam_plus_label.pack(side=\"left\")\nunsam_label.pack(side=\"left\")\n\n# Start the GUI event loop\nroot.mainloop()\n","metadata":{"execution":{"iopub.status.busy":"2024-08-16T11:46:18.924262Z","iopub.execute_input":"2024-08-16T11:46:18.925017Z","iopub.status.idle":"2024-08-16T11:46:18.981908Z","shell.execute_reply.started":"2024-08-16T11:46:18.924982Z","shell.execute_reply":"2024-08-16T11:46:18.980628Z"},"trusted":true},"execution_count":23,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTclError\u001b[0m Traceback (most recent call last)","Cell \u001b[0;32mIn[23], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtkinter\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m messagebox\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mthreading\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m root \u001b[38;5;241m=\u001b[39m \u001b[43mTk\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;66;03m# Create the root window\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m#root = tk.Tk()\u001b[39;00m\n\u001b[1;32m 10\u001b[0m root\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUNSAM Image Processing\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n","File \u001b[0;32m/opt/conda/lib/python3.10/tkinter/__init__.py:2299\u001b[0m, in \u001b[0;36mTk.__init__\u001b[0;34m(self, screenName, baseName, className, useTk, sync, use)\u001b[0m\n\u001b[1;32m 2297\u001b[0m baseName \u001b[38;5;241m=\u001b[39m baseName \u001b[38;5;241m+\u001b[39m ext\n\u001b[1;32m 2298\u001b[0m interactive \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m-> 2299\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtk \u001b[38;5;241m=\u001b[39m \u001b[43m_tkinter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mscreenName\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbaseName\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mclassName\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minteractive\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwantobjects\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43museTk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msync\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43muse\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2300\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m useTk:\n\u001b[1;32m 2301\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_loadtk()\n","\u001b[0;31mTclError\u001b[0m: no display name and no $DISPLAY environment variable"],"ename":"TclError","evalue":"no display name and no $DISPLAY environment variable","output_type":"error"}]},{"cell_type":"markdown","source":"# **Streamlit**","metadata":{}},{"cell_type":"code","source":"!pip install streamlit\n","metadata":{"execution":{"iopub.status.busy":"2024-08-16T11:48:20.172662Z","iopub.execute_input":"2024-08-16T11:48:20.173774Z","iopub.status.idle":"2024-08-16T11:48:34.314901Z","shell.execute_reply.started":"2024-08-16T11:48:20.173737Z","shell.execute_reply":"2024-08-16T11:48:34.313663Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"Collecting streamlit\n Downloading streamlit-1.37.1-py2.py3-none-any.whl.metadata (8.5 kB)\nRequirement already satisfied: altair<6,>=4.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (5.3.0)\nRequirement already satisfied: blinker<2,>=1.0.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (1.8.2)\nRequirement already satisfied: cachetools<6,>=4.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (4.2.4)\nRequirement already satisfied: click<9,>=7.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (8.1.7)\nRequirement already satisfied: numpy<3,>=1.20 in /opt/conda/lib/python3.10/site-packages (from streamlit) (1.26.4)\nRequirement already satisfied: packaging<25,>=20 in /opt/conda/lib/python3.10/site-packages (from streamlit) (21.3)\nRequirement already satisfied: pandas<3,>=1.3.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (2.2.2)\nRequirement already satisfied: pillow<11,>=7.1.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (9.5.0)\nRequirement already satisfied: protobuf<6,>=3.20 in /opt/conda/lib/python3.10/site-packages (from streamlit) (3.20.3)\nRequirement already satisfied: pyarrow>=7.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (16.1.0)\nRequirement already satisfied: requests<3,>=2.27 in /opt/conda/lib/python3.10/site-packages (from streamlit) (2.32.3)\nRequirement already satisfied: rich<14,>=10.14.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (13.7.0)\nRequirement already satisfied: tenacity<9,>=8.1.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (8.2.3)\nRequirement already satisfied: toml<2,>=0.10.1 in /opt/conda/lib/python3.10/site-packages (from streamlit) (0.10.2)\nRequirement already satisfied: typing-extensions<5,>=4.3.0 in /opt/conda/lib/python3.10/site-packages (from streamlit) (4.9.0)\nRequirement already satisfied: gitpython!=3.1.19,<4,>=3.0.7 in /opt/conda/lib/python3.10/site-packages (from streamlit) (3.1.41)\nCollecting pydeck<1,>=0.8.0b4 (from streamlit)\n Downloading pydeck-0.9.1-py2.py3-none-any.whl.metadata (4.1 kB)\nRequirement already satisfied: tornado<7,>=6.0.3 in /opt/conda/lib/python3.10/site-packages (from streamlit) (6.3.3)\nCollecting watchdog<5,>=2.1.5 (from streamlit)\n Downloading watchdog-4.0.2-py3-none-manylinux2014_x86_64.whl.metadata (38 kB)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from altair<6,>=4.0->streamlit) (3.1.2)\nRequirement already satisfied: jsonschema>=3.0 in /opt/conda/lib/python3.10/site-packages (from altair<6,>=4.0->streamlit) (4.20.0)\nRequirement already satisfied: toolz in /opt/conda/lib/python3.10/site-packages (from altair<6,>=4.0->streamlit) (0.12.1)\nRequirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.10/site-packages (from gitpython!=3.1.19,<4,>=3.0.7->streamlit) (4.0.11)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging<25,>=20->streamlit) (3.1.1)\nRequirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.10/site-packages (from pandas<3,>=1.3.0->streamlit) (2.9.0.post0)\nRequirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.10/site-packages (from pandas<3,>=1.3.0->streamlit) (2023.3.post1)\nRequirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.10/site-packages (from pandas<3,>=1.3.0->streamlit) (2023.4)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.27->streamlit) (3.3.2)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.27->streamlit) (3.6)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.27->streamlit) (1.26.18)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests<3,>=2.27->streamlit) (2024.7.4)\nRequirement already satisfied: markdown-it-py>=2.2.0 in /opt/conda/lib/python3.10/site-packages (from rich<14,>=10.14.0->streamlit) (3.0.0)\nRequirement already satisfied: pygments<3.0.0,>=2.13.0 in /opt/conda/lib/python3.10/site-packages (from rich<14,>=10.14.0->streamlit) (2.17.2)\nRequirement already satisfied: smmap<6,>=3.0.1 in /opt/conda/lib/python3.10/site-packages (from gitdb<5,>=4.0.1->gitpython!=3.1.19,<4,>=3.0.7->streamlit) (5.0.1)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->altair<6,>=4.0->streamlit) (2.1.3)\nRequirement already satisfied: attrs>=22.2.0 in /opt/conda/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (23.2.0)\nRequirement already satisfied: jsonschema-specifications>=2023.03.6 in /opt/conda/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (2023.12.1)\nRequirement already satisfied: referencing>=0.28.4 in /opt/conda/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (0.32.1)\nRequirement already satisfied: rpds-py>=0.7.1 in /opt/conda/lib/python3.10/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (0.16.2)\nRequirement already satisfied: mdurl~=0.1 in /opt/conda/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich<14,>=10.14.0->streamlit) (0.1.2)\nRequirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas<3,>=1.3.0->streamlit) (1.16.0)\nDownloading streamlit-1.37.1-py2.py3-none-any.whl (8.7 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.7/8.7 MB\u001b[0m \u001b[31m71.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hDownloading pydeck-0.9.1-py2.py3-none-any.whl (6.9 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.9/6.9 MB\u001b[0m \u001b[31m92.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n\u001b[?25hDownloading watchdog-4.0.2-py3-none-manylinux2014_x86_64.whl (82 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m82.9/82.9 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hInstalling collected packages: watchdog, pydeck, streamlit\nSuccessfully installed pydeck-0.9.1 streamlit-1.37.1 watchdog-4.0.2\n","output_type":"stream"}]},{"cell_type":"code","source":"import streamlit as st\nfrom PIL import Image\nimport cv2\nimport numpy as np\n\n# Function to load an image\ndef load_image(image_file):\n img = Image.open(image_file)\n return img\n\n# Function to process the image using UNSAM+ and UNSAM models\ndef process_image(image):\n image_cv = np.array(image.convert('RGB')) # Convert PIL image to OpenCV format\n image_cv = cv2.cvtColor(image_cv, cv2.COLOR_RGB2BGR)\n \n # Process with UNSAM+\n unsam_plus_masks = pred_unsam_plus(image_cv)\n unsam_plus_output = visualize_masks(image_cv, unsam_plus_masks)\n\n # Process with UNSAM\n unsam_masks = pred_unsam(image_cv)\n unsam_output = visualize_masks(image_cv, unsam_masks)\n\n return unsam_plus_output, unsam_output\n\n# Function to visualize masks on the image\ndef visualize_masks(image, masks):\n output_image = np.copy(image)\n for mask in masks:\n color = np.random.randint(0, 255, size=(3,), dtype=int).tolist()\n output_image[mask > 0.5] = (np.array(color) * 0.5 + output_image[mask > 0.5] * 0.5).astype(np.uint8)\n return output_image\n\n# Function to predict using UNSAM+\ndef pred_unsam_plus(image):\n outputs = pred_unsam_plus(image)['instances']\n masks = [mask.cpu().numpy() for score, mask in zip(outputs.scores, outputs.pred_masks) if score >= 0.5]\n return sorted(masks, key=lambda m: np.sum(m), reverse=True)\n\n# Function to predict using UNSAM\ndef pred_unsam(image):\n outputs = pred_unsam(image)['instances']\n masks = [mask.cpu().numpy() for score, mask in zip(outputs.scores, outputs.pred_masks) if score >= 0.5]\n return sorted(masks, key=lambda m: np.sum(m), reverse=True)\n\n# Streamlit app\nst.title(\"UNSAM Image Processing\")\n\n# File uploader\nimage_file = st.file_uploader(\"Upload an Image\", type=[\"png\", \"jpg\", \"jpeg\"])\n\nif image_file is not None:\n st.image(load_image(image_file), caption=\"Original Image\", use_column_width=True)\n \n # Process the image\n unsam_plus_output, unsam_output = process_image(load_image(image_file))\n\n # Display the results\n st.image(unsam_plus_output, caption=\"UNSAM+ Output\", use_column_width=True)\n st.image(unsam_output, caption=\"UNSAM Output\", use_column_width=True)\n","metadata":{"execution":{"iopub.status.busy":"2024-08-16T11:49:03.735466Z","iopub.execute_input":"2024-08-16T11:49:03.736467Z","iopub.status.idle":"2024-08-16T11:49:04.423962Z","shell.execute_reply.started":"2024-08-16T11:49:03.736428Z","shell.execute_reply":"2024-08-16T11:49:04.423181Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stderr","text":"2024-08-16 11:49:04.419 \n \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n command:\n\n streamlit run /opt/conda/lib/python3.10/site-packages/ipykernel_launcher.py [ARGUMENTS]\n","output_type":"stream"}]},{"cell_type":"code","source":"!streamlit run /opt/conda/lib/python3.10/site-packages/ipykernel_launcher.py","metadata":{"execution":{"iopub.status.busy":"2024-08-16T11:49:50.064632Z","iopub.execute_input":"2024-08-16T11:49:50.065377Z","iopub.status.idle":"2024-08-16T11:53:08.312001Z","shell.execute_reply.started":"2024-08-16T11:49:50.065344Z","shell.execute_reply":"2024-08-16T11:53:08.311009Z"},"trusted":true},"execution_count":28,"outputs":[{"name":"stdout","text":"\nCollecting usage statistics. To deactivate, set browser.gatherUsageStats to false.\n\u001b[0m\n\u001b[0m\n\u001b[34m\u001b[1m You can now view your Streamlit app in your browser.\u001b[0m\n\u001b[0m\n\u001b[34m Local URL: \u001b[0m\u001b[1mhttp://localhost:8501\u001b[0m\n\u001b[34m Network URL: \u001b[0m\u001b[1mhttp://172.19.2.2:8501\u001b[0m\n\u001b[34m External URL: \u001b[0m\u001b[1mhttp://34.82.117.182:8501\u001b[0m\n\u001b[0m\n^C\n\u001b[34m Stopping...\u001b[0m\n","output_type":"stream"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}