{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":128552,"status":"ok","timestamp":1712631991597,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"ZgLFvd9dbCph","outputId":"7eb7b41c-238c-4f41-ec3d-7e7f262c4a54"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting accelerate\n"," Downloading accelerate-0.29.1-py3-none-any.whl (297 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m297.3/297.3 kB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate) (1.25.2)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (24.0)\n","Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from 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nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, accelerate\n","Successfully installed accelerate-0.29.1 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.4.127 nvidia-nvtx-cu12-12.1.105\n","Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.38.2)\n","Collecting transformers\n"," Downloading transformers-4.39.3-py3-none-any.whl (8.8 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.8/8.8 MB\u001b[0m \u001b[31m30.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages 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(2024.2.2)\n","Installing collected packages: transformers\n"," Attempting uninstall: transformers\n"," Found existing installation: transformers 4.38.2\n"," Uninstalling transformers-4.38.2:\n"," Successfully uninstalled transformers-4.38.2\n","Successfully installed transformers-4.39.3\n"]}],"source":["# Transformers installation\n","! pip install -U accelerate\n","! pip install -U transformers\n","# To install from source instead of the last release, comment the command above and uncomment the following one.\n","# ! pip install git+https://github.com/huggingface/transformers.git"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ciWyWJSzcaIP","outputId":"1c0d2fef-bfa2-407e-ca3e-cebafe454859","executionInfo":{"status":"ok","timestamp":1712632027301,"user_tz":360,"elapsed":14160,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting 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requests>=2.19.0->datasets) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (3.6)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->datasets) (2024.2.2)\n","Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2.8.2)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2023.4)\n","Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->datasets) (2024.1)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n","Installing collected packages: xxhash, dill, responses, multiprocess, datasets, evaluate\n","Successfully installed datasets-2.18.0 dill-0.3.8 evaluate-0.4.1 multiprocess-0.70.16 responses-0.18.0 xxhash-3.4.1\n"]}],"source":["!pip install datasets evaluate"]},{"cell_type":"markdown","metadata":{"id":"0h5Wi8AUhtAu"},"source":["## Carga del dataset"]},{"cell_type":"markdown","metadata":{"id":"d-uCw328cfha"},"source":["Login en HuggingFace"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":145,"referenced_widgets":["8f7a3720b249462388bc5eee7e450c4a","eb2aa02924424b8db9d7f646e0ae3ab9","d904aa9832f349baa4f82ba967672f0e","ba987df27420457f9d6bcddec82079ad","eefc4301d7324361939d19688f890224","61a38a80d900411d8dee8af0acdb5b4b","df9612e1ef764a55ab32a9a467f6de78","f69ed9f039e44e6fb4deec95533a8a63","92e7a0594a2c4857bc5de9dc61c9888f","d437b7a5cdb8486fab070101a7988a47","b7cd15af1f174683bd217d0d45fb408c","97589f71f30e4043a5717820cf9322b0","019511fb9f214a2180b254bddb46ab08","f4040e6271fa49b483994872e66f7c37","191b56f93067494ea23dbb611553b64c","4a172bebdb494cd59a5fa7b855f4498c","538aac15569c4ad484645a5a6cf449bc","a7bba132f27d425486c8d01039a8cac6","5c810a59b66e41b881793bd20077dd49","63629073d79c49bf95b0dbf12e32ad3f","a830e97bdac34416b64b32859e29d66b","bb537cb25eba4e11ade1ceae35f68884","c9b8b2c32a174272861cc6b3e4fdd45c","2f8fed5bf771423295ecb4201b834990","402ebc96dc8f434683084e3f3d018a5f","88f0d083ce9743d2aac61e9ba32162af","d1b5f817b45247b3b3e3029b498da7e3","ce5164bf5d6947409eeb3dde8abe2486","b584595c80b8483386be6eaeec46e6da","a99e87b62f334e54b5ddca621a3be605","5f09903b26c9429dbb2d287d304d214a","adf89228039d448c879c5578209ba48c"]},"executionInfo":{"elapsed":321,"status":"ok","timestamp":1712632056491,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"7YGHssw4chsw","outputId":"99316d28-64af-46cb-f5d3-24631e22bd99"},"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HTML(value='
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(12.1.0.106)\n","Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.19.3)\n","Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (12.1.105)\n","Requirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.2.0)\n","Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.10.0->accelerate) (12.4.127)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (2.31.0)\n","Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate) (4.66.2)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.5)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (3.6)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate) (2024.2.2)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n","Collecting git+https://github.com/huggingface/accelerate\n"," Cloning https://github.com/huggingface/accelerate to /tmp/pip-req-build-b_p2h31n\n"," Running command git clone --filter=blob:none --quiet https://github.com/huggingface/accelerate /tmp/pip-req-build-b_p2h31n\n"," Resolved https://github.com/huggingface/accelerate to commit 16488be9a490e97012ccec5f466c8abc365258b1\n"," Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n"," Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n"," Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (1.25.2)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (24.0)\n","Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (5.9.5)\n","Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (6.0.1)\n","Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (2.2.1+cu121)\n","Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (0.20.3)\n","Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from accelerate==0.30.0.dev0) (0.4.2)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (3.13.3)\n","Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (4.10.0)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (1.12)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (3.2.1)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (3.1.3)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (2023.6.0)\n","Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (12.1.105)\n","Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (12.1.105)\n","Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (12.1.105)\n","Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (8.9.2.26)\n","Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from 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torch>=1.10.0->accelerate==0.30.0.dev0) (12.1.105)\n","Requirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate==0.30.0.dev0) (2.2.0)\n","Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.10.0->accelerate==0.30.0.dev0) (12.4.127)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate==0.30.0.dev0) (2.31.0)\n","Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub->accelerate==0.30.0.dev0) (4.66.2)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate==0.30.0.dev0) (2.1.5)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate==0.30.0.dev0) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate==0.30.0.dev0) (3.6)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate==0.30.0.dev0) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub->accelerate==0.30.0.dev0) (2024.2.2)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate==0.30.0.dev0) (1.3.0)\n","Building wheels for collected packages: accelerate\n"," Building wheel for accelerate (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for accelerate: filename=accelerate-0.30.0.dev0-py3-none-any.whl size=297391 sha256=c8efde1829c23f4c8ab743c8a739d2be761eb969e693f33c68975530a9b3325d\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-c5x79bls/wheels/f6/c7/9d/1b8a5ca8353d9307733bc719107acb67acdc95063bba749f26\n","Successfully built accelerate\n","Installing collected packages: accelerate\n"," Attempting uninstall: accelerate\n"," Found existing installation: accelerate 0.29.1\n"," Uninstalling accelerate-0.29.1:\n"," Successfully uninstalled accelerate-0.29.1\n","Successfully installed accelerate-0.30.0.dev0\n"]}],"source":["#!pip install transformers[torch]\n","!python -m pip install accelerate -U\n","!python -m pip install git+https://github.com/huggingface/accelerate"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":63039,"status":"ok","timestamp":1712505916905,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"sYMtr6JOu13_","outputId":"e4d70f1c-8f22-40d7-a1fb-59cd160156dc"},"outputs":[{"output_type":"stream","name":"stdout","text":["\r----------------------------------------------------------------------------------------------------In which compute environment are you running?\n","Please input a choice index (starting from 0), and press enter\n"," ➔ \u001b[32mThis machine\u001b[0m\r\n"," AWS (Amazon SageMaker)\n","\u001b[2A\u001b[?25l0\n","\u001b[32mThis machine\u001b[0m\n","----------------------------------------------------------------------------------------------------Which type of machine are you using?\n","Please input a choice index (starting from 0), and press enter\n"," ➔ \u001b[32mNo distributed training\u001b[0m\n"," multi-CPU\n"," multi-XPU\n"," multi-GPU\n"," multi-NPU\n"," multi-MLU\n"," TPU\n","\u001b[7A\u001b[?25l0\n","\u001b[32mNo distributed training\u001b[0m\n","\u001b[?25hDo you want to run your training on CPU only (even if a GPU / Apple Silicon / Ascend NPU device is available)? [yes/NO]:NO\n","Do you wish to optimize your script with torch dynamo?[yes/NO]:NO\n","Do you want to use DeepSpeed? [yes/NO]: NO\n","What GPU(s) (by id) should be used for training on this machine as a comma-seperated list? [all]:all\n","----------------------------------------------------------------------------------------------------Do you wish to use FP16 or BF16 (mixed precision)?\n","Please input a choice index (starting from 0), and press enter\n"," ➔ \u001b[32mno\u001b[0m\n"," fp16\n"," bf16\n"," fp8\n","\u001b[4A\u001b[?25lno\n","\u001b[32mno\u001b[0m\n","\u001b[?25haccelerate configuration saved at /root/.cache/huggingface/accelerate/default_config.yaml\n"]}],"source":["!accelerate config"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":206,"status":"ok","timestamp":1712508042719,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"X-G0gjLywJrc","outputId":"7bc48f10-6132-42b7-cd94-9ef3d65ee9e5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'0.29.1'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":33}],"source":["import accelerate\n","\n","accelerate.__version__"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":245},"executionInfo":{"elapsed":537975,"status":"ok","timestamp":1712508584589,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"Q-MQw06G8Ke_","outputId":"ef5671ef-19d6-4ac6-fe66-85f7ca62f49e"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/accelerate/accelerator.py:436: FutureWarning: Passing the following arguments to `Accelerator` is deprecated and will be removed in version 1.0 of Accelerate: dict_keys(['dispatch_batches', 'split_batches', 'even_batches', 'use_seedable_sampler']). Please pass an `accelerate.DataLoaderConfiguration` instead: \n","dataloader_config = DataLoaderConfiguration(dispatch_batches=None, split_batches=False, even_batches=True, use_seedable_sampler=True)\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","
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EpochTraining LossValidation LossAccuracy
1No log0.1963930.955128
2No log0.1591970.970513

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