{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":21096,"status":"ok","timestamp":1681308952917,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"},"user_tz":240},"id":"R93gCP8lkYtG","outputId":"07d389b6-d3be-4237-eff4-484d4b29f9b9"},"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-2.11.0-py3-none-any.whl (468 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m468.7/468.7 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting transformers\n","  Downloading transformers-4.27.4-py3-none-any.whl (6.8 MB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.8/6.8 MB\u001b[0m \u001b[31m74.0 MB/s\u001b[0m eta 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idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests>=2.19.0->datasets) (3.4)\n","Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas->datasets) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas->datasets) (2022.7.1)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.9/dist-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.16.0)\n","Installing collected packages: tokenizers, xxhash, multidict, frozenlist, dill, async-timeout, yarl, responses, multiprocess, huggingface-hub, aiosignal, transformers, aiohttp, datasets\n","Successfully installed aiohttp-3.8.4 aiosignal-1.3.1 async-timeout-4.0.2 datasets-2.11.0 dill-0.3.6 frozenlist-1.3.3 huggingface-hub-0.13.4 multidict-6.0.4 multiprocess-0.70.14 responses-0.18.0 tokenizers-0.13.3 transformers-4.27.4 xxhash-3.2.0 yarl-1.8.2\n"]}],"source":["!pip install datasets transformers\n"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":22235,"status":"ok","timestamp":1681308990140,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"},"user_tz":240},"id":"27pJTckgagHs","outputId":"e00009fc-16d3-4e74-f2f2-43a2d2fc95ab"},"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m21.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.2/199.2 kB\u001b[0m \u001b[31m11.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m184.3/184.3 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m6.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n","\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"]}],"source":["!pip install -q wandb\n","import wandb\n","!wandb login --relogin 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split: 0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bc9dd64c1b6b433881228900dae69441"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Generating validation split: 0 examples [00:00, ? examples/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f5e8ad061d814064bac364f977ebc67c"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Dataset imagefolder downloaded and prepared to /root/.cache/huggingface/datasets/sgul12___imagefolder/sgul12--car_detection-a2cc59a0ddea52d4/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f. Subsequent calls will reuse this data.\n"]},{"output_type":"display_data","data":{"text/plain":["  0%|          | 0/3 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b0dfa9679d414f558cc41aab44868f10"}},"metadata":{}}],"source":["from datasets import load_dataset\n","\n","ds = load_dataset(\"sgul12/car_detection\")\n","\n","#ds = load_dataset(\"sgul12/car_detection\", use_auth_token= \"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\")\n","#ds = load_dataset('GratedRacer08/dataset')\n","#ds"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":105,"referenced_widgets":["f3b54ea7c9a94288a960761598727bd7","0feabe3be7704d2b9ec94203433327a3","0a70cd6998484c748fe27fd0f9831b49","a177cbbdbc204f20a9a544b3874ebb4a","6338a14c9f8046ed9ac1c41ae9ee86db","bef37781adea444b88cf9994eb76f6ef","27d4bd282fe24a0e8a4f3680d1f47c53","7a13f45cfc5e4d99af2cb9bb8c4be191","40bb45fe7bb64af688bb684b00f5930d","62f0ef9ee09f472691a6f694bf9b5d51","6e087f2cad304507b44a9d79f59e4446"]},"executionInfo":{"elapsed":10579,"status":"ok","timestamp":1681309467931,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"},"user_tz":240},"id":"Gic6ECX3lEeH","outputId":"892afbb6-b147-4273-ac3d-7702acef52a4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading (…)rocessor_config.json:   0%|          | 0.00/160 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f3b54ea7c9a94288a960761598727bd7"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.9/dist-packages/transformers/models/vit/feature_extraction_vit.py:28: FutureWarning: The class ViTFeatureExtractor is deprecated and will be removed in version 5 of Transformers. Please use ViTImageProcessor instead.\n","  warnings.warn(\n"]}],"source":["from transformers import ViTFeatureExtractor\n","\n","model_name_or_path = 'google/vit-base-patch16-224-in21k'\n","feature_extractor = ViTFeatureExtractor.from_pretrained(model_name_or_path)"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"6Jjc-5QllPpL","executionInfo":{"status":"ok","timestamp":1681309478086,"user_tz":240,"elapsed":250,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"}}},"outputs":[],"source":["import os\n","def transform(example_batch):\n","    # Take a list of PIL images and turn them to pixel values\n","    inputs = feature_extractor([x for x in example_batch['image']], return_tensors='pt')\n","\n","    # Don't forget to include the labels!\n","    inputs['label'] = example_batch['label']\n","    return inputs\n","\n","prepared_ds = ds.with_transform(transform)\n","os.environ[\"WANDB_PROJECT\"]=\"train\"\n","\n","# save your trained model checkpoint to wandb\n","os.environ[\"WANDB_LOG_MODEL\"]=\"true\"\n"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":614,"referenced_widgets":["96526df4369a412399c2a0f337d528cf","0932f75b15704682bd47af1d6a0c26a9","fdd86e61017941309c8aeae42f4d4dab","9ea6b9932c55447196e7f2b3a6aa3196","fb891a245b3e4543a38a2dcdfd7b6719","25d9e796c775466eb4c4416c0237f0c5","3f8f4a210daf44adb15155a1d1984f91","d1ce59d5349a4c75864d5d730e3eb471","fb4011bde26147b5a19c1336ebd42c08","80205f79ac704a31a0d4517d5b8b2e33","ebe40f7c75c54c809d2066512c9cf4b6","5d891e3817354c7b877b04a7912dccd2","32867826fb9b4d4da5348d3a5ae1e25d","d897e29cb3c8471e92f0d92aa5587178","347f924973db4ce2aac306f5a8023da1","827e15b0fa934eb583e6812d3dc54d38","6d31dd6874154275b9b13e4903c6fa2b","40e6d9876c744575bb76fa28b324fe8a","d8f3dd0147e24c7db482067d71865a51","0995121dc05f4b71a427422902b04eb6","55c5610f57104b5ba6feb0137ff00c77","811f48b8fb3a49e58478db8e9b64805a","55b7e8655c1f432cae84d411fc8b5b47","d7a78199b3954a489bf0077bd1fe79a5","80b614267329491380021a44945f75e7","9c40a4aa3e6f49319aad902223f89e6c","13af87c92f1d467eb7bda4ac5d1e23fe","68eb081240f04b37aaf07ee8169b1324","12264b68e64b446a860cbc13653d4049","d08c8b3fab1847cbbff14178b944d7fb","41d6bd4c99574398837616aae586dbb4","9b7e89c54f66475ba6925d056249343f","31d71b3283554151977cc6c2e935fc51"]},"id":"yh8_NbValpAD","outputId":"9a80715a-de4d-4d5f-9ff6-9f7969dacd20","executionInfo":{"status":"ok","timestamp":1681311379596,"user_tz":240,"elapsed":1868396,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"}}},"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-6-709144c77e54>:7: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate\n","  metric = load_metric(\"accuracy\")\n"]},{"output_type":"display_data","data":{"text/plain":["Downloading builder script:   0%|          | 0.00/1.65k [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"96526df4369a412399c2a0f337d528cf"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading (…)lve/main/config.json:   0%|          | 0.00/502 [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5d891e3817354c7b877b04a7912dccd2"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Downloading pytorch_model.bin:   0%|          | 0.00/346M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"55b7e8655c1f432cae84d411fc8b5b47"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Some weights of the model checkpoint at google/vit-base-patch16-224-in21k were not used when initializing ViTForImageClassification: ['pooler.dense.weight', 'pooler.dense.bias']\n","- This IS expected if you are initializing ViTForImageClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n","- This IS NOT expected if you are initializing ViTForImageClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n","Some weights of ViTForImageClassification were not initialized from the model checkpoint at google/vit-base-patch16-224-in21k and are newly initialized: ['classifier.weight', 'classifier.bias']\n","You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n","/usr/local/lib/python3.9/dist-packages/transformers/optimization.py:391: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n","  warnings.warn(\n","\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33msgulkc\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Tracking run with wandb version 0.14.2"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Run data is saved locally in <code>/content/wandb/run-20230412_142526-0fmex05o</code>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["Syncing run <strong><a href='https://wandb.ai/sgulkc/train/runs/0fmex05o' target=\"_blank\">spring-dew-1</a></strong> to <a href='https://wandb.ai/sgulkc/train' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/run' target=\"_blank\">docs</a>)<br/>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View project at <a href='https://wandb.ai/sgulkc/train' target=\"_blank\">https://wandb.ai/sgulkc/train</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[" View run at <a href='https://wandb.ai/sgulkc/train/runs/0fmex05o' target=\"_blank\">https://wandb.ai/sgulkc/train/runs/0fmex05o</a>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      \n","      <progress value='56' max='56' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      [56/56 30:11, Epoch 4/4]\n","    </div>\n","    <table border=\"1\" class=\"dataframe\">\n","  <thead>\n"," <tr style=\"text-align: left;\">\n","      <th>Step</th>\n","      <th>Training Loss</th>\n","      <th>Validation Loss</th>\n","      <th>Accuracy</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>40</td>\n","      <td>0.042500</td>\n","      <td>0.399207</td>\n","      <td>0.833333</td>\n","    </tr>\n","  </tbody>\n","</table><p>"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["***** train metrics *****\n","  epoch                    =        4.0\n","  total_flos               = 61200193GF\n","  train_loss               =     0.1623\n","  train_runtime            = 0:30:53.53\n","  train_samples_per_second =      0.458\n","  train_steps_per_second   =       0.03\n"]}],"source":["import torch\n","import numpy as np\n","from datasets import load_metric\n","from transformers import TrainingArguments\n","from transformers import Trainer\n","\n","metric = load_metric(\"accuracy\")\n","\n","def compute_metrics(p):\n","    return metric.compute(predictions=np.argmax(p.predictions, axis=1), references=p.label_ids)\n","\n","def collate_fn(batch):\n","    return {\n","        'pixel_values': torch.stack([x['pixel_values'] for x in batch]),\n","        'labels': torch.tensor([x['label'] for x in batch])\n","    }\n","\n","from transformers import ViTForImageClassification\n","\n","labels = ds['train'].features['label'].names\n","\n","model = ViTForImageClassification.from_pretrained(\n","    model_name_or_path,\n","    num_labels=len(labels),\n","    id2label={str(i): c for i, c in enumerate(labels)},\n","    label2id={c: str(i) for i, c in enumerate(labels)}\n",")\n","\n","training_args = TrainingArguments(\n","  output_dir=\"./vit-base-beans\",\n","  per_device_train_batch_size=16,\n","  evaluation_strategy=\"steps\",\n","  num_train_epochs=4,\n","  report_to=\"wandb\",\n","  fp16=False,\n","  save_steps=40,\n","  eval_steps=40,\n","  logging_steps=10,\n","  learning_rate=2e-4,\n","  save_total_limit=2,\n","  remove_unused_columns=False,\n","  push_to_hub=False,\n","  load_best_model_at_end=True\n",")\n","\n","trainer = Trainer(\n","    model=model,\n","    args=training_args,\n","    data_collator=collate_fn,\n","    compute_metrics=compute_metrics,\n","    train_dataset=prepared_ds[\"train\"],\n","    eval_dataset=prepared_ds[\"validation\"],\n","    tokenizer=feature_extractor,\n",")\n","\n","train_results = trainer.train()\n","trainer.save_model()\n","trainer.log_metrics(\"train\", train_results.metrics)\n","trainer.save_metrics(\"train\", train_results.metrics)\n","trainer.save_state()"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"qp3tUhocYV-C","colab":{"base_uri":"https://localhost:8080/","height":331,"referenced_widgets":["2c556f62f44940179171b39df0b417df","1ccd3746d4314a6d893eb115e0ad99f8","5dbf304c014c465d99aab83a62018177","8b701e1f98fc45a09cca43ec5fdb9468","b3e830e742184c9c88a46963804d48a2","f718e9639e6f440fa2e7d745e081f228","c33cff11ab2640c2a7b7a447dc8e909a","83947a84c25348fdb377d0ac363155a8","b45eb04f86c04160bc9c2f2def813b87","6860d50c46294597bdb768eb8ed5a74b","fa7fdb0f8a83411284e418cef1df7ee5","c6f6d1da7cd84c67bd8df9ed967ba846","5738b808ff734553a92e753f95e6818d","3a9317959e8f4e4f879c4da7a0c2e0d5","55c3f87c283e4a1cb8bd6ddf4f435aa0","a6d616e93507433c8f7566ce348f7e44","acc00cb9686048d8a63255793e38f9d6"]},"executionInfo":{"status":"ok","timestamp":1681311393548,"user_tz":240,"elapsed":236,"user":{"displayName":"Sami Gul","userId":"12254863474050959553"}},"outputId":"e1471587-6995-4a07-e4ae-da81612586af"},"outputs":[{"output_type":"stream","name":"stdout","text":["Token is valid.\n","Your token has been saved in your configured git credential helpers (store).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n"]}],"source":["from huggingface_hub import notebook_login\n","\n","notebook_login()"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"i0l5oCWWYnCs","colab":{"base_uri":"https://localhost:8080/","height":227,"referenced_widgets":["45208ee111264edda33ae77ab55cf672","286acc7b7aa944c39b81813a7190a173","80407671d0234b68905789eec2b3c2b5","9040cce2e81246ceac39776eef2faf38","f5183f0f318447e897bb2b369cf43499","0b5d12d29b7542f9a828150352e9748a","aa5ef04a7e3c48a9aead48cf080d8828","c2ba454cb9da4ad1b9b3526fa77019ef","19815421902b403482324e4245bd3861","aa0862e583b14febb3485f6921334037","52d41ca3b05a4e71b0ebe1821fd9b70a","e331c0596a1e49afbac1a9c692cc2901","148ad1260b24490d99df07e422c7ef17","90a9117bd60d4fe987cb1ada748cefc5","b67c50b20e7441c19c31866caf22ff51","fa36c7ddd833479ba600554a170f90e3","9c5f5e0659ca40f5ab33a960bfeb1b25","07781977160c4b0eb41d1348a09c7e6e","aabd989409ac4bc4abea4662c387bf1c","9a03f22da101471e835e22f7d51b59e1","cc9625ba5cb74d319862d616b3a6fd8b","f766b3db48f94091828e6ba3905e7855","8e04c4e26d50432ab0308845f5d8177d","0ee4eecfa8e846f8b88d8285e695b404","5a6c073889fc484aa3ab6f2eed917916","45c930e89cf84c178c6afec8b44dad27","7afd5dc04e8b4f6c85cc1d53f0cd736c","7735f98694794abd98cfe0a896e2f395","04666774ecf1433b8d380c07864f6d9d","8a1fa1d0189a48e1992eee0b08969b16","81b2df7c52cd4d129551590428b06d1c","29ceb44dddfd4160a3a73f9fb17bdf49","6b50bfbbc503486aaaae906c96cda956","324883f8b1bf41469f3a3c838d697fe4","05da3078238a493184a8d5554624ec8f","2e483f557de04390aecf50119bd88b03","d853320766f1466d95692bbfb924f09f","5eb08192be074db7b419d02cf7e2104e","acb98465fbfa4aac883c4b476401f545","976f4962694544b1b917738a085d4ed4","b4613709b80145f887435d84144256aa","bc4962328e0c4ea7a5ee82bb9f973f07","ac99c00437a1497b93da69366f1df365","86a235a4b9d44b3383125c8b513087bd","80ce0abdeca7418784b09fd842c21538","11f59ae5c3b849cfb011dc033eca5115","cdd6aa89f6aa4c388531dfa19d5af509","ba8afbbf1378457ea9351a4e869aa641","0c8623930ebe4548a9d52fa716b253e2","e983f1dedd414a97875b402604d9f26d","1fe4b9c2878b481cbff0d3bf83bbc267","9d481bb402d041aaa4fe5ec399d21c07","320dbb65d3d2441cb9b6d8bf7c609ce7","2caa975c69bd4b69b4cea285eab35b2a","5b5eb81eecb34db59aad38b223388c1b","e2eb8c1fb86841e5ab5ce00fda4716da","95534141c3d64268821a3c7cfa8b301a","ae2e9217a83d4ba6ba9d352cfa54e4e4","5ecb4f777dec4c158852a0a61aed089b","949bb4a355a1473dba78fdfefebef555","39a37b4d00554f8d83b2101520566f82","5285a028d306405f8b8774b6ef1d6cc0","9cb3783ba2ef42ee92b83b0992394448","b33f6e5ebe36444bbb44466de450a6e1","3006c096945e4d048685d9fa8d28346a","c47a253ea32840659701928b1ee1d0ed"]},"executionInfo":{"status":"ok","timestamp":1681311631860,"user_tz":240,"elapsed":34969,"user":{"displayName":"Sami 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  folder_path=\"/content/vit-base-beans/checkpoint-40\",\n","    path_in_repo = \".\",\n","    repo_id= \"sgul12/car_det_model\",\n","    repo_type=\"model\",\n","    create_pr=1)"]}],"metadata":{"colab":{"provenance":[{"file_id":"1Kj9-q_BBYGnrn8n7OFYq1bUZOG8im0BO","timestamp":1681071647492},{"file_id":"1K0PwH4uAmU6uRwexK6WkfKn5hAI1xuCR","timestamp":1678570909397}]},"kernelspec":{"display_name":"Python 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