End of training

README.md

@@ -0,0 +1,99 @@
+---
+license: other
+base_model: nvidia/mit-b0
+tags:
+- generated_from_trainer
+model-index:
+- name: Aerial-Drone-Image-Segmentation
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# Aerial-Drone-Image-Segmentation
+
+This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.8852
+- Mean Iou: 0.2994
+- Mean Accuracy: 0.3923
+- Overall Accuracy: 0.7774
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 5e-05
+- train_batch_size: 24
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 50
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|
+| 2.7923        | 1.25  | 20   | 2.8338          | 0.0954   | 0.1626        | 0.5529           |
+| 2.219         | 2.5   | 40   | 2.1391          | 0.1036   | 0.1666        | 0.5929           |
+| 1.9451        | 3.75  | 60   | 1.7919          | 0.1154   | 0.1782        | 0.6129           |
+| 1.7558        | 5.0   | 80   | 1.6767          | 0.1300   | 0.1961        | 0.6396           |
+| 1.6381        | 6.25  | 100  | 1.5817          | 0.1383   | 0.2055        | 0.6550           |
+| 1.5338        | 7.5   | 120  | 1.4816          | 0.1464   | 0.2140        | 0.6729           |
+| 1.4478        | 8.75  | 140  | 1.4231          | 0.1529   | 0.2219        | 0.6823           |
+| 1.361         | 10.0  | 160  | 1.3300          | 0.1637   | 0.2315        | 0.6975           |
+| 1.306         | 11.25 | 180  | 1.3034          | 0.1737   | 0.2419        | 0.7060           |
+| 1.2611        | 12.5  | 200  | 1.2692          | 0.1755   | 0.2450        | 0.7093           |
+| 1.2317        | 13.75 | 220  | 1.2190          | 0.1821   | 0.2501        | 0.7145           |
+| 1.1868        | 15.0  | 240  | 1.2063          | 0.1862   | 0.2539        | 0.7188           |
+| 1.1628        | 16.25 | 260  | 1.1832          | 0.1909   | 0.2612        | 0.7234           |
+| 1.1149        | 17.5  | 280  | 1.1368          | 0.2048   | 0.2739        | 0.7317           |
+| 1.1009        | 18.75 | 300  | 1.1117          | 0.2232   | 0.2938        | 0.7387           |
+| 1.0532        | 20.0  | 320  | 1.0923          | 0.2315   | 0.2997        | 0.7414           |
+| 1.0464        | 21.25 | 340  | 1.0821          | 0.2408   | 0.3147        | 0.7480           |
+| 1.0278        | 22.5  | 360  | 1.0541          | 0.2517   | 0.3277        | 0.7530           |
+| 0.9945        | 23.75 | 380  | 1.0352          | 0.2612   | 0.3398        | 0.7573           |
+| 0.9729        | 25.0  | 400  | 1.0207          | 0.2671   | 0.3511        | 0.7609           |
+| 0.9527        | 26.25 | 420  | 1.0067          | 0.2684   | 0.3547        | 0.7609           |
+| 0.9494        | 27.5  | 440  | 0.9870          | 0.2713   | 0.3548        | 0.7627           |
+| 0.9287        | 28.75 | 460  | 0.9729          | 0.2745   | 0.3619        | 0.7640           |
+| 0.9089        | 30.0  | 480  | 0.9561          | 0.2791   | 0.3640        | 0.7680           |
+| 0.9064        | 31.25 | 500  | 0.9500          | 0.2799   | 0.3712        | 0.7672           |
+| 0.8681        | 32.5  | 520  | 0.9397          | 0.2845   | 0.3749        | 0.7696           |
+| 0.8677        | 33.75 | 540  | 0.9340          | 0.2835   | 0.3737        | 0.7692           |
+| 0.8663        | 35.0  | 560  | 0.9243          | 0.2862   | 0.3755        | 0.7716           |
+| 0.8629        | 36.25 | 580  | 0.9173          | 0.2869   | 0.3766        | 0.7719           |
+| 0.8542        | 37.5  | 600  | 0.9112          | 0.2908   | 0.3810        | 0.7740           |
+| 0.8391        | 38.75 | 620  | 0.9050          | 0.2904   | 0.3812        | 0.7734           |
+| 0.8392        | 40.0  | 640  | 0.9027          | 0.2917   | 0.3818        | 0.7734           |
+| 0.8306        | 41.25 | 660  | 0.8949          | 0.2941   | 0.3841        | 0.7755           |
+| 0.8213        | 42.5  | 680  | 0.8936          | 0.2958   | 0.3875        | 0.7760           |
+| 0.8406        | 43.75 | 700  | 0.8910          | 0.2964   | 0.3879        | 0.7763           |
+| 0.8254        | 45.0  | 720  | 0.8889          | 0.2981   | 0.3897        | 0.7764           |
+| 0.8202        | 46.25 | 740  | 0.8880          | 0.2985   | 0.3917        | 0.7767           |
+| 0.8013        | 47.5  | 760  | 0.8891          | 0.2989   | 0.3923        | 0.7767           |
+| 0.8188        | 48.75 | 780  | 0.8861          | 0.2994   | 0.3926        | 0.7772           |
+| 0.8089        | 50.0  | 800  | 0.8852          | 0.2994   | 0.3923        | 0.7774           |
+
+
+### Framework versions
+
+- Transformers 4.38.1
+- Pytorch 2.1.2
+- Datasets 2.1.0
+- Tokenizers 0.15.2

config.json

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+{
+  "_name_or_path": "nvidia/mit-b0",
+  "architectures": [
+    "SegformerForSemanticSegmentation"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "classifier_dropout_prob": 0.1,
+  "decoder_hidden_size": 256,
+  "depths": [
+    2,
+    2,
+    2,
+    2
+  ],
+  "downsampling_rates": [
+    1,
+    4,
+    8,
+    16
+  ],
+  "drop_path_rate": 0.1,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_sizes": [
+    32,
+    64,
+    160,
+    256
+  ],
+  "id2label": {
+    "0": "unlabeled",
+    "1": "paved-area",
+    "2": "dirt",
+    "3": "grass",
+    "4": "gravel",
+    "5": "water",
+    "6": "rocks",
+    "7": "pool",
+    "8": "vegetation",
+    "9": "roof",
+    "10": "wall",
+    "11": "window",
+    "12": "door",
+    "13": "fence",
+    "14": "fence-pole",
+    "15": "person",
+    "16": "dog",
+    "17": "car",
+    "18": "bicycle",
+    "19": "tree",
+    "20": "bald-tree",
+    "21": "ar-marker",
+    "22": "obstacle",
+    "23": "conflicting"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "label2id": {
+    "ar-marker": 21,
+    "bald-tree": 20,
+    "bicycle": 18,
+    "car": 17,
+    "conflicting": 23,
+    "dirt": 2,
+    "dog": 16,
+    "door": 12,
+    "fence": 13,
+    "fence-pole": 14,
+    "grass": 3,
+    "gravel": 4,
+    "obstacle": 22,
+    "paved-area": 1,
+    "person": 15,
+    "pool": 7,
+    "rocks": 6,
+    "roof": 9,
+    "tree": 19,
+    "unlabeled": 0,
+    "vegetation": 8,
+    "wall": 10,
+    "water": 5,
+    "window": 11
+  },
+  "layer_norm_eps": 1e-06,
+  "mlp_ratios": [
+    4,
+    4,
+    4,
+    4
+  ],
+  "model_type": "segformer",
+  "num_attention_heads": [
+    1,
+    2,
+    5,
+    8
+  ],
+  "num_channels": 3,
+  "num_encoder_blocks": 4,
+  "patch_sizes": [
+    7,
+    3,
+    3,
+    3
+  ],
+  "reshape_last_stage": true,
+  "semantic_loss_ignore_index": 255,
+  "sr_ratios": [
+    8,
+    4,
+    2,
+    1
+  ],
+  "strides": [
+    4,
+    2,
+    2,
+    2
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.1"
+}

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wandb/run-20240325_163210-3h8l4wm4/files/conda-environment.yaml

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+  - rapidsai
+  - nvidia
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+  - xorg-libxt=1.3.0=hd590300_1
+  - xorg-renderproto=0.11.1=h7f98852_1002
+  - xorg-xextproto=7.3.0=h0b41bf4_1003
+  - xorg-xproto=7.0.31=h7f98852_1007
+  - xyzservices=2023.10.1=pyhd8ed1ab_0
+  - xz=5.2.6=h166bdaf_0
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+  - yaml-cpp=0.7.0=h59595ed_3
+  - zeromq=4.3.5=h59595ed_0
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+  - zstd=1.5.5=hfc55251_0
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+      - albumentations==1.4.0
+      - alembic==1.13.1
+      - altair==5.2.0
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+      - apache-beam==2.46.0
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+      - async-lru==2.0.4
+      - audioread==3.0.1
+      - autopep8==2.0.4
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+      - docker==7.0.0
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+      - explainable-ai-sdk==1.3.3
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+      - flatbuffers==23.5.26
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+      - gensim==4.3.2
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+      - gitdb==4.0.11
+      - gitpython==3.1.41
+      - google-ai-generativelanguage==0.4.0
+      - google-api-core==2.17.1
+      - google-api-python-client==2.118.0
+      - google-apitools==0.5.31
+      - google-auth-httplib2==0.1.1
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+      - google-cloud-aiplatform==0.6.0a1
+      - google-cloud-artifact-registry==1.10.0
+      - google-cloud-automl==1.0.1
+      - google-cloud-bigquery==2.34.4
+      - google-cloud-bigtable==1.7.3
+      - google-cloud-dlp==3.14.0
+      - google-cloud-jupyter-config==0.0.5
+      - google-cloud-language==2.13.1
+      - google-cloud-monitoring==2.18.0
+      - google-cloud-pubsub==2.19.0
+      - google-cloud-pubsublite==1.9.0
+      - google-cloud-recommendations-ai==0.7.1
+      - google-cloud-resource-manager==1.11.0
+      - google-cloud-spanner==3.40.1
+      - google-cloud-storage==1.44.0
+      - google-cloud-translate==3.12.1
+      - google-cloud-videointelligence==2.13.1
+      - google-cloud-vision==2.8.0
+      - google-crc32c==1.5.0
+      - google-generativeai==0.3.2
+      - google-pasta==0.2.0
+      - google-resumable-media==2.7.0
+      - gplearn==0.4.2
+      - gpustat==1.0.0
+      - gpxpy==1.6.2
+      - greenlet==3.0.3
+      - grpc-google-iam-v1==0.12.7
+      - grpcio==1.60.0
+      - grpcio-status==1.48.2
+      - gviz-api==1.10.0
+      - gym==0.26.2
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+      - h11==0.14.0
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+      - hijri-converter==2.3.1
+      - hmmlearn==0.3.0
+      - holidays==0.24
+      - holoviews==1.18.3
+      - hpsklearn==0.1.0
+      - html5lib==1.1
+      - htmlmin==0.1.12
+      - httpcore==1.0.4
+      - httplib2==0.21.0
+      - httptools==0.6.1
+      - httpx==0.27.0
+      - huggingface-hub==0.20.3
+      - humanize==4.9.0
+      - hunspell==0.5.5
+      - husl==4.0.3
+      - hydra-slayer==0.5.0
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+      - igraph==0.11.4
+      - imagecodecs==2024.1.1
+      - imagehash==4.3.1
+      - imageio==2.33.1
+      - imbalanced-learn==0.12.0
+      - imgaug==0.4.0
+      - importlib-metadata==6.11.0
+      - inequality==1.0.1
+      - iniconfig==2.0.0
+      - ipydatawidgets==4.3.5
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+      - ipython-genutils==0.2.0
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+      - isodate==0.6.1
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+      - isoweek==1.3.3
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+      - janome==0.5.0
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+      - kaggle==1.6.6
+      - kaggle-environments==1.14.3
+      - kagglehub==0.1.9
+      - keras==3.0.5
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+      - kernels-mixer==0.0.7
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+      - keyrings-google-artifactregistry-auth==1.1.2
+      - kfp==2.5.0
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+      - kmapper==2.0.1
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+      - korean-lunar-calendar==0.3.1
+      - kornia==0.7.1
+      - kt-legacy==1.0.5
+      - kubernetes==26.1.0
+      - langid==1.1.6
+      - language-tags==1.2.0
+      - lazy-loader==0.3
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+      - libclang==16.0.6
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+      - llvmlite==0.41.1
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+      - lxml==5.1.0
+      - mako==1.3.2
+      - mapclassify==2.6.1
+      - marisa-trie==1.1.0
+      - markdown==3.5.2
+      - markovify==0.9.4
+      - markupsafe==2.1.5
+      - marshmallow==3.20.2
+      - matplotlib==3.7.5
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+      - mgwr==2.2.1
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+      - mizani==0.11.0
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+      - mock==5.1.0
+      - momepy==0.7.0
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+      - multimethod==1.10
+      - multipledispatch==1.0.0
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+      - nbdime==3.2.0
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+      - networkx==3.2.1
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+      - nilearn==0.10.3
+      - ninja==1.11.1.1
+      - nltk==3.2.4
+      - nose==1.3.7
+      - notebook==6.5.6
+      - notebook-executor==0.2
+      - numba==0.58.1
+      - numexpr==2.9.0
+      - nvidia-ml-py==11.495.46
+      - oauth2client==4.1.3
+      - oauthlib==3.2.2
+      - objsize==0.6.1
+      - odfpy==1.4.1
+      - olefile==0.47
+      - onnx==1.15.0
+      - opencensus==0.11.4
+      - opencensus-context==0.1.3
+      - opencv-contrib-python==4.9.0.80
+      - opencv-python==4.9.0.80
+      - opencv-python-headless==4.9.0.80
+      - openpyxl==3.1.2
+      - openslide-python==1.3.1
+      - opentelemetry-api==1.22.0
+      - opentelemetry-exporter-otlp==1.22.0
+      - opentelemetry-exporter-otlp-proto-common==1.22.0
+      - opentelemetry-exporter-otlp-proto-grpc==1.22.0
+      - opentelemetry-exporter-otlp-proto-http==1.22.0
+      - opentelemetry-proto==1.22.0
+      - opentelemetry-sdk==1.22.0
+      - opentelemetry-semantic-conventions==0.43b0
+      - opt-einsum==3.3.0
+      - optax==0.1.9
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+      - orbax-checkpoint==0.5.3
+      - ordered-set==4.1.0
+      - orderedmultidict==1.0.1
+      - orjson==3.9.10
+      - ortools==9.4.1874
+      - osmnx==1.9.1
+      - packaging==21.3
+      - pandas==2.1.4
+      - pandas-datareader==0.10.0
+      - pandas-profiling==3.6.6
+      - pandas-summary==0.2.0
+      - pandasql==0.7.3
+      - panel==1.3.8
+      - papermill==2.5.0
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+      - path==16.10.0
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+      - patsy==0.5.6
+      - pdf2image==1.17.0
+      - pettingzoo==1.24.0
+      - pexpect==4.9.0
+      - phik==0.12.4
+      - pillow==9.5.0
+      - platformdirs==4.2.0
+      - plotly==5.18.0
+      - plotly-express==0.4.1
+      - plotnine==0.13.0
+      - pointpats==2.4.0
+      - polars==0.20.10
+      - polyglot==16.7.4
+      - pooch==1.8.1
+      - pox==0.3.4
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+      - preprocessing==0.1.13
+      - prettytable==3.9.0
+      - progressbar2==4.3.2
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+      - prophet==1.1.1
+      - protobuf==3.20.3
+      - psutil==5.9.3
+      - pudb==2024.1
+      - pulp==2.8.0
+      - py-cpuinfo==9.0.0
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+      - pyastronomy==0.20.0
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+      - pycryptodome==3.20.0
+      - pyct==0.5.0
+      - pycuda==2024.1
+      - pydantic==2.5.3
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+      - pydegensac==0.1.2
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+      - pypdf==4.0.2
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+      - python-utils==3.8.2
+      - pythreejs==2.4.2
+      - pytoolconfig==1.3.1
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+      - segment-anything==1.0
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+      - simplejson==3.19.2
+      - six==1.16.0
+      - sklearn-pandas==2.2.0
+      - slicer==0.0.7
+      - smhasher==0.150.1
+      - smmap==5.0.1
+      - snowballstemmer==2.2.0
+      - snuggs==1.4.7
+      - soundfile==0.12.1
+      - soxr==0.3.7
+      - spaghetti==1.7.5.post1
+      - spectral==0.23.1
+      - spglm==1.1.0
+      - sphinx-rtd-theme==0.2.4
+      - spint==1.0.7
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+      - sqlparse==0.4.4
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+      - statsmodels==0.14.1
+      - stemming==1.0.1
+      - stop-words==2018.7.23
+      - stopit==1.1.2
+      - stumpy==1.12.0
+      - sympy==1.12
+      - tables==3.9.2
+      - tabulate==0.9.0
+      - tangled-up-in-unicode==0.2.0
+      - tbb==2021.11.0
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+      - tensorboard-data-server==0.7.2
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+      - tensorflow-io-gcs-filesystem==0.35.0
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+      - tensorflow-probability==0.23.0
+      - tensorflow-serving-api==2.14.1
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+      - torchinfo==1.8.0
+      - torchmetrics==1.3.1
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+      - tpot==0.12.1
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+      - traittypes==0.2.1
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+      - treelite-runtime==3.2.0
+      - trueskill==0.4.5
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+      - uvicorn==0.25.0
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+      - vaex==4.17.0
+      - vaex-astro==0.9.3
+      - vaex-core==4.17.1
+      - vaex-hdf5==0.14.1
+      - vaex-jupyter==0.8.2
+      - vaex-ml==0.18.3
+      - vaex-server==0.9.0
+      - vaex-viz==0.5.4
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+      - virtualenv==20.21.0
+      - visions==0.7.5
+      - vowpalwabbit==9.9.0
+      - vtk==9.3.0
+      - wand==0.6.13
+      - wandb==0.16.3
+      - watchfiles==0.21.0
+      - wavio==0.0.8
+      - websockets==12.0
+      - werkzeug==3.0.1
+      - wfdb==4.1.2
+      - whatthepatch==1.0.5
+      - widgetsnbextension==3.6.6
+      - witwidget==1.8.1
+      - woodwork==0.28.0
+      - wordcloud==1.9.3
+      - wordsegment==1.3.1
+      - wrapt==1.14.1
+      - xarray==2024.2.0
+      - xarray-einstats==0.7.0
+      - xgboost==2.0.3
+      - xvfbwrapper==0.2.9
+      - xxhash==3.4.1
+      - y-py==0.6.2
+      - yapf==0.40.2
+      - yarl==1.9.4
+      - ydata-profiling==4.6.4
+      - yellowbrick==1.5
+      - ypy-websocket==0.8.4
+prefix: /opt/conda

wandb/run-20240325_163210-3h8l4wm4/files/config.yaml

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+wandb_version: 1
+
+_wandb:
+  desc: null
+  value:
+    python_version: 3.10.13
+    cli_version: 0.16.3
+    framework: huggingface
+    huggingface_version: 4.38.1
+    is_jupyter_run: true
+    is_kaggle_kernel: true
+    start_time: 1711384330.06634
+    t:
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+      3:
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+      5: 0.16.3
+      6: 4.38.1
+      8:
+      - 1
+      - 2
+      - 5
+      13: linux-x86_64

wandb/run-20240325_163210-3h8l4wm4/files/wandb-metadata.json

@@ -0,0 +1,62 @@
+{
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+    "python": "3.10.13",
+    "heartbeatAt": "2024-03-25T16:32:11.153948",
+    "startedAt": "2024-03-25T16:32:10.059008",
+    "docker": null,
+    "cuda": null,
+    "args": [],
+    "state": "running",
+    "program": "kaggle.ipynb",
+    "codePathLocal": null,
+    "root": "/kaggle/working",
+    "host": "a0cda30bfe48",
+    "username": "root",
+    "executable": "/opt/conda/bin/python3.10",
+    "cpu_count": 2,
+    "cpu_count_logical": 4,
+    "cpu_freq": {
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+        {
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+        {
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+            "min": 0.0,
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+    "disk": {
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+            "used": 5519.710636138916
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+    },
+    "gpu": "Tesla P100-PCIE-16GB",
+    "gpu_count": 1,
+    "gpu_devices": [
+        {
+            "name": "Tesla P100-PCIE-16GB",
+            "memory_total": 17179869184
+        }
+    ],
+    "memory": {
+        "total": 31.357559204101562
+    }
+}

wandb/run-20240325_163210-3h8l4wm4/logs/debug.log

@@ -0,0 +1,81 @@
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+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_setup.py:_flush():76] Loading settings from /kaggle/working/wandb/settings
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_setup.py:_flush():76] Loading settings from environment variables: {}
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program': '<python with no main file>'}
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_setup.py:_flush():76] Applying login settings: {'api_key': '***REDACTED***'}
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_init.py:_log_setup():526] Logging user logs to /kaggle/working/wandb/run-20240325_163210-3h8l4wm4/logs/debug.log
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_init.py:_log_setup():527] Logging internal logs to /kaggle/working/wandb/run-20240325_163210-3h8l4wm4/logs/debug-internal.log
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_init.py:_jupyter_setup():472] configuring jupyter hooks <wandb.sdk.wandb_init._WandbInit object at 0x7fc9c40c1a50>
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_init.py:init():566] calling init triggers
+2024-03-25 16:32:10,061 INFO    MainThread:34 [wandb_init.py:init():573] wandb.init called with sweep_config: {}
+config: {}
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+2024-03-25 16:32:11,061 INFO    MainThread:34 [wandb_run.py:_on_init():2262] communicating current version
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+
+2024-03-25 16:32:11,124 INFO    MainThread:34 [wandb_init.py:init():804] starting run threads in backend
+2024-03-25 16:32:17,070 ERROR   MainThread:34 [wandb_init.py:init():1204] error
+Traceback (most recent call last):
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/wandb_init.py", line 1176, in init
+    run = wi.init()
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/wandb_init.py", line 817, in init
+    run_start_result = run_start_handle.wait(timeout=30)
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/lib/mailbox.py", line 283, in wait
+    found, abandoned = self._slot._get_and_clear(timeout=wait_timeout)
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/lib/mailbox.py", line 130, in _get_and_clear
+    if self._wait(timeout=timeout):
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/lib/mailbox.py", line 126, in _wait
+    return self._event.wait(timeout=timeout)
+  File "/opt/conda/lib/python3.10/threading.py", line 607, in wait
+    signaled = self._cond.wait(timeout)
+  File "/opt/conda/lib/python3.10/threading.py", line 324, in wait
+    gotit = waiter.acquire(True, timeout)
+KeyboardInterrupt
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/wandb_init.py", line 1184, in init
+    getcaller()
+  File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/wandb_init.py", line 854, in getcaller
+    src, line, func, stack = logger.findCaller(stack_info=True)
+  File "/root/.local/lib/python3.10/site-packages/log.py", line 45, in findCaller
+    traceback.print_stack(f, file=sio)
+NameError: name 'traceback' is not defined
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+2024-03-25 16:38:05,377 INFO    MainThread:34 [wandb_init.py:_log_setup():527] Logging internal logs to /kaggle/working/wandb/run-20240325_163805-af3v50r7/logs/debug-internal.log
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+2024-03-25 16:38:05,377 INFO    MainThread:34 [wandb_init.py:init():573] wandb.init called with sweep_config: {}
+config: {}
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+2024-03-25 16:38:05,393 INFO    MainThread:34 [wandb_run.py:_label_probe_notebook():1295] probe notebook
+2024-03-25 16:38:06,176 INFO    MainThread:34 [wandb_init.py:init():720] updated telemetry
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+2024-03-25 16:38:06,413 INFO    MainThread:34 [wandb_run.py:_on_init():2262] communicating current version
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+2024-03-25 16:39:06,453 INFO    MainThread:34 [wandb_run.py:_redirect():2161] Wrapping output streams.
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+2024-03-25 16:39:06,455 INFO    MainThread:34 [wandb_init.py:init():847] run started, returning control to user process
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'per_device_train_batch_size': 24, 'per_device_eval_batch_size': 8, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'learning_rate': 5e-05, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 50, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': '/kaggle/working/runs/Mar25_16-38-00_a0cda30bfe48', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 20, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 500, 'save_total_limit': 4, 'save_safetensors': True, 'save_on_each_node': False, 'save_only_model': False, 'no_cuda': False, 'use_cpu': False, 'use_mps_device': False, 'seed': 42, 'data_seed': None, 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'label_smoothing_factor': 0.0, 'optim': 'adamw_torch', 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['tensorboard', 'wandb'], 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'dataloader_pin_memory': False, 'dataloader_persistent_workers': False, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': False, 'resume_from_checkpoint': None, 'hub_model_id': 'Thalirajesh/Aerial-Drone-Image-Segmentation', 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': False, 'hub_always_push': False, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'fp16_backend': 'auto', 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None}

wandb/run-20240325_163805-af3v50r7/files/conda-environment.yaml

@@ -0,0 +1,1081 @@
+name: base
+channels:
+  - pytorch
+  - file:///tmp/conda
+  - rapidsai
+  - nvidia
+  - conda-forge
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=conda_forge
+  - _openmp_mutex=4.5=2_gnu
+  - aiohttp=3.9.1=py310h2372a71_0
+  - aiosignal=1.3.1=pyhd8ed1ab_0
+  - annotated-types=0.6.0=pyhd8ed1ab_0
+  - anyio=4.2.0=pyhd8ed1ab_0
+  - archspec=0.2.2=pyhd8ed1ab_0
+  - argon2-cffi=23.1.0=pyhd8ed1ab_0
+  - argon2-cffi-bindings=21.2.0=py310h2372a71_4
+  - arrow=1.3.0=pyhd8ed1ab_0
+  - arrow-cpp=11.0.0=ha770c72_9_cpu
+  - asttokens=2.4.1=pyhd8ed1ab_0
+  - async-timeout=4.0.3=pyhd8ed1ab_0
+  - atk-1.0=2.38.0=hd4edc92_1
+  - attrs=23.2.0=pyh71513ae_0
+  - aws-c-auth=0.6.26=h987a71b_2
+  - aws-c-cal=0.5.21=h48707d8_2
+  - aws-c-common=0.8.14=h0b41bf4_0
+  - aws-c-compression=0.2.16=h03acc5a_5
+  - aws-c-event-stream=0.2.20=h00877a2_4
+  - aws-c-http=0.7.6=hf342b9f_0
+  - aws-c-io=0.13.19=h5b20300_3
+  - aws-c-mqtt=0.8.6=hc4349f7_12
+  - aws-c-s3=0.2.7=h909e904_1
+  - aws-c-sdkutils=0.1.9=h03acc5a_0
+  - aws-checksums=0.1.14=h03acc5a_5
+  - aws-crt-cpp=0.19.8=hf7fbfca_12
+  - aws-sdk-cpp=1.10.57=h17c43bd_8
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+  - cuda-cudart=12.3.101=0
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+  - gmp=6.3.0=h59595ed_0
+  - google-api-core-grpc=2.11.1=hd8ed1ab_0
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+  - google-cloud-core=2.4.1=pyhd8ed1ab_0
+  - google-cloud-datastore=2.19.0=pyhd8ed1ab_0
+  - googleapis-common-protos=1.62.0=pyhd8ed1ab_0
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+  - importlib_metadata=7.0.1=hd8ed1ab_0
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+  - libgoogle-cloud=2.8.0=h3c06191_0
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+      - google-cloud-bigquery==2.34.4
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+      - google-cloud-monitoring==2.18.0
+      - google-cloud-pubsub==2.19.0
+      - google-cloud-pubsublite==1.9.0
+      - google-cloud-recommendations-ai==0.7.1
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+      - google-cloud-spanner==3.40.1
+      - google-cloud-storage==1.44.0
+      - google-cloud-translate==3.12.1
+      - google-cloud-videointelligence==2.13.1
+      - google-cloud-vision==2.8.0
+      - google-crc32c==1.5.0
+      - google-generativeai==0.3.2
+      - google-pasta==0.2.0
+      - google-resumable-media==2.7.0
+      - gplearn==0.4.2
+      - gpustat==1.0.0
+      - gpxpy==1.6.2
+      - greenlet==3.0.3
+      - grpc-google-iam-v1==0.12.7
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+      - grpcio-status==1.48.2
+      - gviz-api==1.10.0
+      - gym==0.26.2
+      - gym-notices==0.0.8
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+      - hijri-converter==2.3.1
+      - hmmlearn==0.3.0
+      - holidays==0.24
+      - holoviews==1.18.3
+      - hpsklearn==0.1.0
+      - html5lib==1.1
+      - htmlmin==0.1.12
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+      - httpx==0.27.0
+      - huggingface-hub==0.20.3
+      - humanize==4.9.0
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+      - igraph==0.11.4
+      - imagecodecs==2024.1.1
+      - imagehash==4.3.1
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+      - imbalanced-learn==0.12.0
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+      - importlib-metadata==6.11.0
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+      - iniconfig==2.0.0
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+      - ipywebrtc==0.6.0
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+      - isodate==0.6.1
+      - isort==5.13.2
+      - isoweek==1.3.3
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+      - janome==0.5.0
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+      - jupyterlab-widgets==3.0.9
+      - jupytext==1.16.0
+      - kaggle==1.6.6
+      - kaggle-environments==1.14.3
+      - kagglehub==0.1.9
+      - keras==3.0.5
+      - keras-cv==0.8.2
+      - keras-nlp==0.8.1
+      - keras-tuner==1.4.6
+      - kernels-mixer==0.0.7
+      - keyring==24.3.0
+      - keyrings-google-artifactregistry-auth==1.1.2
+      - kfp==2.5.0
+      - kfp-pipeline-spec==0.2.2
+      - kfp-server-api==2.0.5
+      - kmapper==2.0.1
+      - kmodes==0.12.2
+      - korean-lunar-calendar==0.3.1
+      - kornia==0.7.1
+      - kt-legacy==1.0.5
+      - kubernetes==26.1.0
+      - langid==1.1.6
+      - language-tags==1.2.0
+      - lazy-loader==0.3
+      - learntools==0.3.4
+      - leven==1.0.4
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+      - libclang==16.0.6
+      - libpysal==4.9.2
+      - librosa==0.10.1
+      - lightgbm==4.2.0
+      - lightning-utilities==0.10.1
+      - lime==0.2.0.1
+      - line-profiler==4.1.2
+      - linkify-it-py==2.0.3
+      - llvmlite==0.41.1
+      - lml==0.1.0
+      - loguru==0.7.2
+      - lunarcalendar==0.0.9
+      - lxml==5.1.0
+      - mako==1.3.2
+      - mapclassify==2.6.1
+      - marisa-trie==1.1.0
+      - markdown==3.5.2
+      - markovify==0.9.4
+      - markupsafe==2.1.5
+      - marshmallow==3.20.2
+      - matplotlib==3.7.5
+      - matplotlib-venn==0.11.10
+      - mccabe==0.7.0
+      - mdit-py-plugins==0.4.0
+      - memory-profiler==0.61.0
+      - mercantile==1.2.1
+      - mgwr==2.2.1
+      - missingno==0.5.2
+      - mistune==0.8.4
+      - mizani==0.11.0
+      - ml-dtypes==0.2.0
+      - mlcrate==0.2.0
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+      - mlxtend==0.23.1
+      - mmh3==4.1.0
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+      - mnist==0.2.2
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+      - momepy==0.7.0
+      - more-itertools==10.2.0
+      - mpld3==0.5.10
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+      - msgpack-numpy==0.4.8
+      - multimethod==1.10
+      - multipledispatch==1.0.0
+      - multiprocess==0.70.16
+      - mypy-extensions==1.0.0
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+      - nbdime==3.2.0
+      - ndindex==1.8
+      - networkx==3.2.1
+      - nibabel==5.2.0
+      - nilearn==0.10.3
+      - ninja==1.11.1.1
+      - nltk==3.2.4
+      - nose==1.3.7
+      - notebook==6.5.6
+      - notebook-executor==0.2
+      - numba==0.58.1
+      - numexpr==2.9.0
+      - nvidia-ml-py==11.495.46
+      - oauth2client==4.1.3
+      - oauthlib==3.2.2
+      - objsize==0.6.1
+      - odfpy==1.4.1
+      - olefile==0.47
+      - onnx==1.15.0
+      - opencensus==0.11.4
+      - opencensus-context==0.1.3
+      - opencv-contrib-python==4.9.0.80
+      - opencv-python==4.9.0.80
+      - opencv-python-headless==4.9.0.80
+      - openpyxl==3.1.2
+      - openslide-python==1.3.1
+      - opentelemetry-api==1.22.0
+      - opentelemetry-exporter-otlp==1.22.0
+      - opentelemetry-exporter-otlp-proto-common==1.22.0
+      - opentelemetry-exporter-otlp-proto-grpc==1.22.0
+      - opentelemetry-exporter-otlp-proto-http==1.22.0
+      - opentelemetry-proto==1.22.0
+      - opentelemetry-sdk==1.22.0
+      - opentelemetry-semantic-conventions==0.43b0
+      - opt-einsum==3.3.0
+      - optax==0.1.9
+      - optuna==3.5.0
+      - orbax-checkpoint==0.5.3
+      - ordered-set==4.1.0
+      - orderedmultidict==1.0.1
+      - orjson==3.9.10
+      - ortools==9.4.1874
+      - osmnx==1.9.1
+      - packaging==21.3
+      - pandas==2.1.4
+      - pandas-datareader==0.10.0
+      - pandas-profiling==3.6.6
+      - pandas-summary==0.2.0
+      - pandasql==0.7.3
+      - panel==1.3.8
+      - papermill==2.5.0
+      - param==2.0.2
+      - path==16.10.0
+      - path-py==12.5.0
+      - pathos==0.3.2
+      - patsy==0.5.6
+      - pdf2image==1.17.0
+      - pettingzoo==1.24.0
+      - pexpect==4.9.0
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wandb/run-20240325_163805-af3v50r7/files/output.log

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+  acc = total_area_intersect / total_area_label
+/root/.cache/huggingface/modules/evaluate_modules/metrics/evaluate-metric--mean_iou/08bc20f4f895f3caf75fb9e3fada1404bded3c3265243d05327cbb3b9326ffe9/mean_iou.py:259: RuntimeWarning: invalid value encountered in divide
+  iou = total_area_intersect / total_area_union
+/root/.cache/huggingface/modules/evaluate_modules/metrics/evaluate-metric--mean_iou/08bc20f4f895f3caf75fb9e3fada1404bded3c3265243d05327cbb3b9326ffe9/mean_iou.py:259: RuntimeWarning: invalid value encountered in divide
+  iou = total_area_intersect / total_area_union
+/root/.cache/huggingface/modules/evaluate_modules/metrics/evaluate-metric--mean_iou/08bc20f4f895f3caf75fb9e3fada1404bded3c3265243d05327cbb3b9326ffe9/mean_iou.py:260: RuntimeWarning: invalid value encountered in divide

wandb/run-20240325_163805-af3v50r7/files/requirements.txt

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