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Tulsyan","userId":"14552357153811248538"}},"outputId":"c5c842d5-4501-4ff4-d344-6143d053b247"},"outputs":[{"output_type":"stream","name":"stdout","text":["fatal: destination path 'texture' already exists and is not an empty directory.\n"]}],"source":["!git clone https://github.com/DarkLord0206/texture.git"]},{"cell_type":"code","source":["!pip install datasets transformers"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u3ewpFvbNUo1","executionInfo":{"status":"ok","timestamp":1657873169012,"user_tz":-330,"elapsed":18975,"user":{"displayName":"Parth Tulsyan","userId":"14552357153811248538"}},"outputId":"ff53ed06-7234-4bc9-ebe2-e933254dce6b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting datasets\n"," Downloading datasets-2.3.2-py3-none-any.whl (362 kB)\n","\u001b[K |████████████████████████████████| 362 kB 33.5 MB/s \n","\u001b[?25hCollecting transformers\n"," Downloading transformers-4.20.1-py3-none-any.whl (4.4 MB)\n","\u001b[K |████████████████████████████████| 4.4 MB 56.7 MB/s \n","\u001b[?25hRequirement already satisfied: dill<0.3.6 in /usr/local/lib/python3.7/dist-packages (from datasets) (0.3.5.1)\n","Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from datasets) (4.12.0)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from datasets) (1.3.5)\n","Collecting fsspec[http]>=2021.05.0\n"," Downloading fsspec-2022.5.0-py3-none-any.whl (140 kB)\n","\u001b[K |████████████████████████████████| 140 kB 75.9 MB/s \n","\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from datasets) (21.3)\n","Collecting xxhash\n"," Downloading xxhash-3.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n","\u001b[K |████████████████████████████████| 212 kB 71.3 MB/s \n","\u001b[?25hCollecting aiohttp\n"," Downloading aiohttp-3.8.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.1 MB)\n","\u001b[K |████████████████████████████████| 1.1 MB 59.9 MB/s \n","\u001b[?25hRequirement already satisfied: pyarrow>=6.0.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (6.0.1)\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from datasets) (1.21.6)\n","Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (2.23.0)\n","Collecting huggingface-hub<1.0.0,>=0.1.0\n"," Downloading huggingface_hub-0.8.1-py3-none-any.whl (101 kB)\n","\u001b[K |████████████████████████████████| 101 kB 9.0 MB/s \n","\u001b[?25hRequirement already satisfied: multiprocess in /usr/local/lib/python3.7/dist-packages (from datasets) (0.70.13)\n","Collecting responses<0.19\n"," Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n","Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.7/dist-packages (from datasets) (4.64.0)\n","Collecting pyyaml>=5.1\n"," Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n","\u001b[K |████████████████████████████████| 596 kB 62.1 MB/s \n","\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets) (3.7.1)\n","Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets) (4.1.1)\n","Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->datasets) (3.0.9)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (3.0.4)\n","Requirement already satisfied: certifi>=2017.4.17 in 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frozenlist-1.3.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (144 kB)\n","\u001b[K |████████████████████████████████| 144 kB 76.3 MB/s \n","\u001b[?25hRequirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->datasets) (3.8.0)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2022.1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2.8.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->datasets) (1.15.0)\n","Installing collected packages: multidict, frozenlist, yarl, urllib3, asynctest, async-timeout, aiosignal, pyyaml, fsspec, aiohttp, xxhash, tokenizers, responses, huggingface-hub, transformers, datasets\n"," Attempting uninstall: urllib3\n"," Found existing installation: urllib3 1.24.3\n"," Uninstalling urllib3-1.24.3:\n"," Successfully uninstalled urllib3-1.24.3\n"," Attempting uninstall: pyyaml\n"," Found existing installation: PyYAML 3.13\n"," Uninstalling PyYAML-3.13:\n"," Successfully uninstalled PyYAML-3.13\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n","Successfully installed aiohttp-3.8.1 aiosignal-1.2.0 async-timeout-4.0.2 asynctest-0.13.0 datasets-2.3.2 frozenlist-1.3.0 fsspec-2022.5.0 huggingface-hub-0.8.1 multidict-6.0.2 pyyaml-6.0 responses-0.18.0 tokenizers-0.12.1 transformers-4.20.1 urllib3-1.25.11 xxhash-3.0.0 yarl-1.7.2\n"]}]},{"cell_type":"code","source":["from datasets import load_dataset,DatasetDict,Dataset,load_metric\n","import numpy as np\n","from transformers import AutoFeatureExtractor\n","from torchvision.transforms import RandomResizedCrop, Compose, Normalize, ToTensor"],"metadata":{"id":"ShmnPnt6M5OP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["dataset = load_dataset(\"imagefolder\", 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Tulsyan","userId":"14552357153811248538"}},"outputId":"0222b913-0363-44b5-dbfc-cfdad73bdbf1"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Resolving data files: 0%| | 0/4335 [00:00 of the transform datasets.arrow_dataset.Dataset.set_format couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and caching to work. If you reuse this transform, the caching mechanism will consider it to be different from the previous calls and recompute everything. This warning is only showed once. Subsequent hashing failures won't be showed.\n"]}]},{"cell_type":"code","source":["from transformers import AutoModelForImageClassification, TrainingArguments, Trainer\n","\n","model = AutoModelForImageClassification.from_pretrained(\n"," \"google/vit-base-patch16-224-in21k\",\n"," num_labels=len(labels),\n"," id2label=id2label,\n"," label2id=label2id,\n"," ignore_mismatched_sizes=True\n",")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":156,"referenced_widgets":["7e36c9564b6c41ae837f9585bc20d464","5ad68e3b30574dd1a591a422582f6895","75336fe5ba984e0ea07a322002498842","303f0085d6e647f9a77a6291d21eb3ee","d487d1f1121347088e1e434fe2c88903","4aa4b26fa17b475aa80d8d3abd73f3af","a515e127936f49ea9d406ee4899bf1e0","d6efd5e01b344690a0cd97251beea39a","ec39b83add5b4e8498e34688ebafdac6","a94dbccb352349b6b73cc6c6c3355178","0c10a90405414eb1894d3df92ef18df9"]},"id":"WeQygjGrOqgX","executionInfo":{"status":"ok","timestamp":1657873199185,"user_tz":-330,"elapsed":11492,"user":{"displayName":"Parth Tulsyan","userId":"14552357153811248538"}},"outputId":"caa91a59-af59-4e8f-c1a1-d22dfa8e5173"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading: 0%| | 0.00/330M [00:00"],"text/html":["\n","
\n"," \n"," \n"," [1005/1005 41:51, Epoch 14/15]\n","
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EpochTraining LossValidation LossAccuracy
00.2859000.2180250.978417
10.2930000.3308340.918465
20.1444000.1532110.956835
30.0833000.0515480.985612
40.1007000.0294870.990408
50.0372000.0574190.980815
60.0919000.0537250.988010
70.0135000.0116520.995204
80.0472000.0074751.000000
90.0151000.0047591.000000
100.0052000.0073090.997602
110.0109000.0198020.995204
120.0033000.0065690.997602
130.0110000.0066850.997602
140.0032000.0060320.997602

"]},"metadata":{}},{"output_type":"stream","name":"stderr","text":["***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-67\n","Configuration saved in ViTFineTuned/checkpoint-67/config.json\n","Model weights saved in ViTFineTuned/checkpoint-67/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-67/preprocessor_config.json\n","Feature extractor saved in ViTFineTuned/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-134\n","Configuration saved in ViTFineTuned/checkpoint-134/config.json\n","Model weights saved in ViTFineTuned/checkpoint-134/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-134/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-201\n","Configuration saved in ViTFineTuned/checkpoint-201/config.json\n","Model weights saved in ViTFineTuned/checkpoint-201/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-201/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-268\n","Configuration saved in ViTFineTuned/checkpoint-268/config.json\n","Model weights saved in ViTFineTuned/checkpoint-268/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-268/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-335\n","Configuration saved in ViTFineTuned/checkpoint-335/config.json\n","Model weights saved in ViTFineTuned/checkpoint-335/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-335/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-402\n","Configuration saved in ViTFineTuned/checkpoint-402/config.json\n","Model weights saved in ViTFineTuned/checkpoint-402/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-402/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-469\n","Configuration saved in ViTFineTuned/checkpoint-469/config.json\n","Model weights saved in ViTFineTuned/checkpoint-469/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-469/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-536\n","Configuration saved in ViTFineTuned/checkpoint-536/config.json\n","Model weights saved in ViTFineTuned/checkpoint-536/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-536/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-603\n","Configuration saved in ViTFineTuned/checkpoint-603/config.json\n","Model weights saved in ViTFineTuned/checkpoint-603/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-603/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-670\n","Configuration saved in ViTFineTuned/checkpoint-670/config.json\n","Model weights saved in ViTFineTuned/checkpoint-670/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-670/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-737\n","Configuration saved in ViTFineTuned/checkpoint-737/config.json\n","Model weights saved in ViTFineTuned/checkpoint-737/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-737/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-804\n","Configuration saved in ViTFineTuned/checkpoint-804/config.json\n","Model weights saved in ViTFineTuned/checkpoint-804/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-804/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-871\n","Configuration saved in ViTFineTuned/checkpoint-871/config.json\n","Model weights saved in ViTFineTuned/checkpoint-871/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-871/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-938\n","Configuration saved in ViTFineTuned/checkpoint-938/config.json\n","Model weights saved in ViTFineTuned/checkpoint-938/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-938/preprocessor_config.json\n","***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n","Saving model checkpoint to ViTFineTuned/checkpoint-1005\n","Configuration saved in ViTFineTuned/checkpoint-1005/config.json\n","Model weights saved in ViTFineTuned/checkpoint-1005/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/checkpoint-1005/preprocessor_config.json\n","\n","\n","Training completed. Do not forget to share your model on huggingface.co/models =)\n","\n","\n","Loading best model from ViTFineTuned/checkpoint-603 (score: 1.0).\n","Saving model checkpoint to ViTFineTuned\n","Configuration saved in ViTFineTuned/config.json\n","Model weights saved in ViTFineTuned/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/preprocessor_config.json\n","Saving model checkpoint to ViTFineTuned\n","Configuration saved in ViTFineTuned/config.json\n","Model weights saved in ViTFineTuned/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/preprocessor_config.json\n","Several commits (2) will be pushed upstream.\n","The progress bars may be unreliable.\n"]},{"output_type":"display_data","data":{"text/plain":["Upload file pytorch_model.bin: 0%| | 3.34k/327M [00:00 main\n","\n","To https://huggingface.co/pthpth/ViTFineTuned\n"," ceb6e7d..fe3f66e main -> main\n","\n"]},{"output_type":"stream","name":"stdout","text":["***** train metrics *****\n"," epoch = 14.99\n"," total_flos = 4689843084GF\n"," train_loss = 0.1305\n"," train_runtime = 0:42:00.45\n"," train_samples_per_second = 25.799\n"," train_steps_per_second = 0.399\n"]}]},{"cell_type":"code","source":["metrics = trainer.evaluate()\n","# some nice to haves:\n","trainer.log_metrics(\"eval\", metrics)\n","trainer.save_metrics(\"eval\", metrics)"],"metadata":{"id":"bYwr7jI8RVtq","colab":{"base_uri":"https://localhost:8080/","height":211},"executionInfo":{"status":"ok","timestamp":1657876223266,"user_tz":-330,"elapsed":6670,"user":{"displayName":"Parth Tulsyan","userId":"14552357153811248538"}},"outputId":"fa03cfb0-af8a-48d8-b360-11695569e5ee"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["***** Running Evaluation *****\n"," Num examples = 417\n"," Batch size = 16\n"]},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","

\n"," \n"," \n"," [27/27 00:06]\n","
\n"," "]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["***** eval metrics *****\n"," epoch = 14.99\n"," eval_accuracy = 1.0\n"," eval_loss = 0.0075\n"," eval_runtime = 0:00:06.68\n"," eval_samples_per_second = 62.341\n"," eval_steps_per_second = 4.036\n"]}]},{"cell_type":"code","source":["trainer.push_to_hub()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":241,"referenced_widgets":["31e19192e5a747dd928e9b5fb752b7f6","40612b78c92843c5aa7521fb3e55de4f","8b30cc38b0fb4c629e9c011262006d57","1836db8f41fe486d864f7bd9e227fb88","21f590dee0fa4c4ea7044cb9619f5f7e","731e979d5d5f4e248d98457491c1ce45","84c7ee716601401182cf0859f8be03ba","56f4b929e3bb40d78f3849a12f465ab4","5505c247f36847819b9c23c91121e02d","b2a6afc8127b472cb17e05ba03c67d59","0b6582b5627e407f9adc24e972d22cb3"]},"id":"Le84TbFNn7_K","executionInfo":{"status":"ok","timestamp":1657876287008,"user_tz":-330,"elapsed":53617,"user":{"displayName":"Parth Tulsyan","userId":"14552357153811248538"}},"outputId":"aa3917ee-8db6-4e99-d148-13824108ed95"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["Saving model checkpoint to ViTFineTuned\n","Configuration saved in ViTFineTuned/config.json\n","Model weights saved in ViTFineTuned/pytorch_model.bin\n","Feature extractor saved in ViTFineTuned/preprocessor_config.json\n"]},{"output_type":"display_data","data":{"text/plain":["Upload file runs/Jul15_08-20-36_69b1e7626d29/events.out.tfevents.1657876260.69b1e7626d29.72.2: 100%|##########…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"31e19192e5a747dd928e9b5fb752b7f6"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["To https://huggingface.co/pthpth/ViTFineTuned\n"," fe3f66e..84ee137 main -> main\n","\n","To https://huggingface.co/pthpth/ViTFineTuned\n"," 84ee137..4353a35 main -> main\n","\n"]},{"output_type":"execute_result","data":{"text/plain":["'https://huggingface.co/pthpth/ViTFineTuned/commit/84ee1375ba810a816ec995c09c1cb2b11632eb39'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":[""],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":411,"referenced_widgets":["ae306b15689048df8c352ad59aaaf67d","01730671ddca42949656ecf5801c59e3","d436241ede3e43a2b9f0f78708ec229b","2f05a8909ae340b19afdb9442e4f8222","8fe01bc1a7fb4e8db554c57dbd61a810","18a6a7cf688b46c19492a6adfc32fe6e","6d985db96d1b468dad336fdd954016ee","417d16c01b77464a800842ff9dda7b7f","b47fbb26045c4226a268ab5e237873fc","b5822bbc0f154091a1f25e0c1189ca09","6be66a591c0e4b46bfc30525f8d9b1a2","1df23fb29ea649ce98e62117e693d63a","2304478d658d4cf783310829b47523b0","382bb2595c264415945158328696d93c"]},"id":"CtRViXHln_jF","executionInfo":{"status":"ok","timestamp":1657873264689,"user_tz":-330,"elapsed":11,"user":{"displayName":"Parth Tulsyan","userId":"14552357153811248538"}},"outputId":"aa4daaf7-d00d-4786-e6bc-8e61b475513f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Login successful\n","Your token has been saved to /root/.huggingface/token\n","\u001b[1m\u001b[31mAuthenticated through git-credential store but this isn't the helper defined on your machine.\n","You might have to re-authenticate when pushing to the Hugging Face Hub. Run the following command in your terminal in case you want to set this credential helper as the default\n","\n","git config --global credential.helper store\u001b[0m\n"]}]},{"cell_type":"code","source":[""],"metadata":{"id":"yiHoy5cKoDZx"},"execution_count":null,"outputs":[]}]}