diff --git "a/data2right.ipynb" "b/data2right.ipynb" new file mode 100644--- /dev/null +++ "b/data2right.ipynb" @@ -0,0 +1,1990 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru']\n" + ] + } + ], + "source": [ + "from transformers import AutoModelForImageClassification, AutoImageProcessor\n", + "from transformers import pipeline\n", + "from glob import glob\n", + "import os\n", + "from PIL import Image\n", + "checkpoint = glob('*kiru*/*kiru*')\n", + "print(checkpoint)\n", + "\n", + "checkpoint = checkpoint[0]\n", + "image_processor = AutoImageProcessor.from_pretrained(checkpoint,do_normalize=False)\n", + "model = AutoModelForImageClassification.from_pretrained(checkpoint)\n", + "pipe = pipeline(\"image-classification\", \n", + " model=model,\n", + " feature_extractor=image_processor,device=0)\n", + "# pipe.to_device('cuda')\n", + "def input_image(path):\n", + " img = Image.open(path)\n", + " return pipe(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'classification_right_false_data'...\n", + "remote: Enumerating objects: 4, done.\u001b[K\n", + "remote: Total 4 (delta 0), reused 0 (delta 0), pack-reused 4\u001b[K\n", + "Unpacking objects: 100% (4/4), 486 bytes | 486.00 KiB/s, done.\n" + ] + } + ], + "source": [ + "! git clone https://huggingface.co/kiru1998/classification_right_false_data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m\u001b[01;34mclassification_right_false_data\u001b[0m/\n", + "data2right.ipynb\n", + "\u001b[01;34mswin-tiny-patch4-window7-224-finetuned-kiru\u001b[0m/\n", + "swin-tiny-patch4-window7-224-finetuned-kiru.zip\n", + "\u001b[01;34mtrue_false_data\u001b[0m/\n" + ] + } + ], + "source": [ + "ls" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/home/kiru/pipeline/2.Data2right_image/classification_right_false_data\n" + ] + } + ], + "source": [ + "cd classification_right_false_data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "kiru1998\n" + ] + } + ], + "source": [ + "! huggingface-cli whoami" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Local repo set up for largefiles\n" + ] + } + ], + "source": [ + "! huggingface-cli lfs-enable-largefiles ." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "! git add *" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[main 6bfb238] classification model\n", + " 586 files changed, 4857 insertions(+)\n", + " create mode 100644 data2right.ipynb\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru.zip\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/all_results.json\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/config.json\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/model.safetensors\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/optimizer.pt\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/preprocessor_config.json\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/rng_state.pth\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/scheduler.pt\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/trainer_state.json\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-297/training_args.bin\n", + " create mode 100644 swin-tiny-patch4-window7-224-finetuned-kiru/swin-tiny-patch4-window7-224-finetuned-kiru/checkpoint-300/config.json\n", 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create mode 100644 train/true/image_91.jpg\n", + " create mode 100644 train/true/image_92 (2).jpg\n", + " create mode 100644 train/true/image_92.jpg\n", + " create mode 100644 train/true/image_93 (2).jpg\n", + " create mode 100644 train/true/image_93 (3).jpg\n", + " create mode 100644 train/true/image_93 (4).jpg\n", + " create mode 100644 train/true/image_93.jpg\n", + " create mode 100644 train/true/image_94 (2).jpg\n", + " create mode 100644 train/true/image_94 (3).jpg\n", + " create mode 100644 train/true/image_94 (4).jpg\n", + " create mode 100644 train/true/image_94.jpg\n", + " create mode 100644 train/true/image_95 (2).jpg\n", + " create mode 100644 train/true/image_95.jpg\n", + " create mode 100644 train/true/image_96 (2).jpg\n", + " create mode 100644 train/true/image_96.jpg\n", + " create mode 100644 train/true/image_97 (2).jpg\n", + " create mode 100644 train/true/image_97 (3).jpg\n", + " create mode 100644 train/true/image_97.jpg\n", + " create mode 100644 train/true/image_98 (2).jpg\n", + " create mode 100644 train/true/image_98.jpg\n", + " create mode 100644 train/true/image_99 (2).jpg\n", + " create mode 100644 train/true/image_99 (3).jpg\n", + " create mode 100644 train/true/image_99.jpg\n" + ] + } + ], + "source": [ + "! git commit -m \"classification model\" " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Username for 'https://huggingface.co': ^C\n" + ] + } + ], + "source": [ + "! git push" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cuda', index=0)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pipe.device" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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Tear Troughs/image_165.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_162.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_226.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_74.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_206.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_158.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_128.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_270.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_230.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_73.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_200.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_12.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_237.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_115.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_262.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_96.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_277.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_39.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_18.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_29.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_41.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_291.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_244.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_140.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_155.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_141.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_171.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_68.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_84.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_192.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_285.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_196.jpg',\n", + " '../data/Face Filler _ in Tear Troughs/image_169.jpg',\n", + " ...]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from glob import glob\n", + "import os\n", + "from PIL import Image\n", + "import shutil\n", + "from tqdm.auto import tqdm\n", + "path =glob('../data/*/*.jpg')\n", + "path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('../data/Face Thread Lifting _ in Mid-Face Lift', 'image_51.jpg')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filepath, filename = \"/\".join(path[0].split('/')[:-1]),path[0].split('/')[-1]\n", + "filepath,filename" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_real_image(node):\n", + " for node in tqdm(path):\n", + " filepath, filename = \"/\".join(node.split('/')[:-1]),node.split('/')[-1]\n", + " if not os.path.exists(os.path.join(filepath,'true')):\n", + " os.mkdir(os.path.join(filepath,'true'))\n", + " check = input_image(node)\n", + " if check[0]['label']=='false' and check[0]['score']>=0.6 :\n", + " shutil.copyfile(node,os.path.join(filepath,'true',filename))\n", + " print(\"FINISHED\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n = len(path)//8\n", + "all_len = len(path)\n", + "nodelist = [path[x:x+n] for x in range(0,all_len,n)]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import shutil\n", + "from threading import Thread\n", + "for path in nodelist:\n", + " p1 = Thread(target=get_real_image,args=(path))\n", + " p1.start()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "000e3d7fa70048e6997eede77d2d614a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/8254 [00:00=0.6 :\n", + " shutil.copyfile(node,os.path.join(filepath,'true',filename))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}