{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":75636,"status":"ok","timestamp":1715443328512,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"ZgLFvd9dbCph","outputId":"77673955-2819-4dd2-c611-dbfbeaa4da44"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting accelerate\n"," Downloading accelerate-0.30.1-py3-none-any.whl (302 kB)\n","\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/302.6 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m \u001b[32m297.0/302.6 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.6/302.6 kB\u001b[0m \u001b[31m7.3 MB/s\u001b[0m eta 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/usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n","Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, 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-0.30.1 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 (4.40.2)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) 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(2024.2.2)\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":"620923f8-3679-4f43-ef77-f89d3b9c1750","executionInfo":{"status":"ok","timestamp":1715443456579,"user_tz":360,"elapsed":9203,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting datasets\n"," Downloading datasets-2.19.1-py3-none-any.whl (542 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m542.0/542.0 kB\u001b[0m \u001b[31m8.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting evaluate\n"," 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Successfully uninstalled huggingface-hub-0.20.3\n","Successfully installed datasets-2.19.1 dill-0.3.8 evaluate-0.4.2 huggingface-hub-0.23.0 multiprocess-0.70.16 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":["08371b69367e4b319365a559d24b3128","6b3b69a5bb9a48b49bd4c9a579e3e0f9","cc1e485dcd1943108abca4b83a0c8142","3cc84ae475c148708de666a2b16b640e","781aa8f0d8c34414aa1b0cd63f284a12","313d19f17ef64845a45cffec98958ac6","1febfd6bae4d4c1bbb3cdac72eb5dc93","40da863f7d954436b84380cf6adeb548","f1d21394af68473bb70b81be488edb24","d05d3845eb7849dc950e16915c488512","4de793074e444858bf36725b3d904ba8","fa1e355b4d704f6e8bf1ef8314836e02","4d473804e30145d4a939787b65cd0d8b","818963ae74e94fc58e4ab0865d1871b0","56017780d54f4fe294abb8512b9e1ea1","4d963db2ddc64c18aa1b775e625b2df6","adee957740b140749f0fd240438ec34c","05cd3876ee6c4e7790ac99a1f7317ac9","5249e304cde14f879ed6341a5f604d7e","e5b04c3071bc44b18cba73144fe6f074","e62d32ba8ecf4e5fb17eb013a6c9d007","1b3a84268d02486bb5dd6bfde9c195d0","f2518c3725e443b08a3fd725da10e001","0004c86b800d450dba8f1da443110026","7aef79dccc654164a16f7e9aa46f427b","42a0d5131e7643259a7f4465b668a94d","14f0a7e8635747169f07ddbe51c376e8","be0e43f2286f431daf7cd4060d642baf","0289fd38a53a4dbc90af919cf57d48f7","f123d51b28e44adeae65fd33fe491347","eafff51efb254512af5689d08509b4d6","0eb5400bcf9343ffba54ff3046c515d2"]},"executionInfo":{"elapsed":530,"status":"ok","timestamp":1715443463520,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"7YGHssw4chsw","outputId":"22c31824-796f-40f2-b153-a8b107b8649e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["VBox(children=(HTML(value='
=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 accelerate) (5.9.5)\n","Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from accelerate) (6.0.1)\n","Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.2.1+cu121)\n","Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.10/dist-packages (from accelerate) (0.23.0)\n","Requirement already satisfied: safetensors>=0.3.1 in /usr/local/lib/python3.10/dist-packages (from accelerate) (0.4.3)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.14.0)\n","Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (4.11.0)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (1.12)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.3)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (3.1.4)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (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) (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) (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) (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) (8.9.2.26)\n","Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (12.1.3.1)\n","Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (11.0.2.54)\n","Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (10.3.2.106)\n","Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (11.4.5.107)\n","Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (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) (4.66.4)\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) (3.7)\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"]}],"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":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":83718,"status":"ok","timestamp":1715443735739,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"sYMtr6JOu13_","outputId":"dfc72d3e-5971-409f-c950-6f276d9b7888"},"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","Would you like to enable numa efficiency? (Currently only supported on NVIDIA hardware). [yes/NO]: NO\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":27,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":230,"status":"ok","timestamp":1715444115569,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"X-G0gjLywJrc","outputId":"da256c77-67ca-4a95-84a5-2c513a520dbe"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'0.30.1'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":27}],"source":["import accelerate\n","\n","accelerate.__version__"]},{"cell_type":"code","execution_count":28,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"executionInfo":{"elapsed":25500,"status":"ok","timestamp":1715444624947,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"Q-MQw06G8Ke_","outputId":"6b2299f1-c9b0-49f1-820a-6bd07cae1edf"},"outputs":[{"data":{"text/html":["\n","
\n"," \n"," \n"," [364/364 07:56, Epoch 2/2]\n","
\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EpochTraining LossValidation LossAccuracy
1No log0.1010590.965385

\n","

\n"," \n"," \n"," [ 4/49 00:01 < 00:21, 2.09 it/s]\n","
\n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"output_type":"display_data","data":{"text/plain":[""],"text/html":["\n","
\n"," \n"," \n"," [364/364 08:24, Epoch 2/2]\n","
\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EpochTraining LossValidation LossAccuracy
1No log0.1010590.965385
2No log0.1170860.970513

"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["TrainOutput(global_step=364, training_loss=0.2180901621724223, metrics={'train_runtime': 506.3435, 'train_samples_per_second': 11.455, 'train_steps_per_second': 0.719, 'total_flos': 1432162807647360.0, 'train_loss': 0.2180901621724223, 'epoch': 2.0})"]},"metadata":{},"execution_count":28}],"source":["training_args = TrainingArguments(\n"," output_dir=\"bertin_base_climate_detection_spa_v2\",\n"," learning_rate=2e-5,\n"," per_device_train_batch_size=16,\n"," per_device_eval_batch_size=16,\n"," num_train_epochs=2,\n"," weight_decay=0.01,\n"," evaluation_strategy=\"epoch\",\n"," save_strategy=\"epoch\",\n"," load_best_model_at_end=True,\n",")\n","\n","trainer = Trainer(\n"," model=model,\n"," args=training_args,\n"," train_dataset=tokenized_climate_train,\n"," eval_dataset=tokenized_climate_test,\n"," tokenizer=tokenizer,\n"," data_collator=data_collator,\n"," compute_metrics=compute_metrics,\n",")\n","\n","trainer.train()"]},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":229,"referenced_widgets":["3ae88c87255d402091a6831f465d4e2b","d4a4841377914408b6405573e7dc6540","c133b10746544e629ee9cec09084e708","e9af6df3e21e48d4815a7d94f7390899","04b8bdc749f5418ebfabb200e73de700","3c2cf3c84efa406ca713260bccab97ca","3f16502c35d147f7b96d55b0882cd41b","8c855c7aa6ca4b3fa728a5a80e8ba0bf","a9c119a9523a48a89fd0842aa2b7140d","0c94a8e70f0e496e99aa2c107478cc5a","1f5cfcc7850c4163bc38b47a8bbd17ff","1a9470a15bb4403692da3e46b7570672","40100f8c439941acabaf084e26bd4985","02110be123554e94b5fe8160b6295921","12227f5af4974d2aa2f105c8283c4e1a","00765c4879dd4452bb5eb3805be5829b","2dfdeca41f8e48b4bb9b1f58af2040c0","7874fa177e7f4a9e8b8043073d3f1a08","898e6ff1c48d491e8aacabef99b26cf0","2a5f1a9b6e1248299529397268ddfe90","c315bdc15a834dab8eb28bd3bb758f13","93e8c34144da4b0ead90fabc6358649a","40e9fb0e1cc74ae1a10cdd572707c734","81c71587579945c6a9c4bc696a4b8c8a","dc2bd41679cc43b5936c0f4f86ad2528","9e3f938678f34edd81afbde60fd3094b","e7716dd971094439ad1be9aa19ba6b26","7be72bfc6843499293ec55193992bf1a","a056542faccb41c1b102e6d29c78efd1","7fe9ec5d808c445da8fc7b2adfc4b788","09b1967ae4b1426a8c6645e6b7f519de","7f8a471471a446c2a8d61674f8daee95","5d1b1c0b161e4eba98307755481f0f36","7cee536e9de3408d9be9f790debf98b3","b7db0cedc53a4ff19d1d5a09ce72c386","c9161ffda38f4fc6b93f80601e0ff8ca","e5e67d513fca4a4f902ac2708920d303","eb7f3c83d6054666a3c2c89abaf41839","0f581f9792134230a4b81aae44cf0e71","c75139ef07dd450289b62f30d4147f12","2e985364a1e94b04862a6fc608c764c2","834841caed2346a8baa5fdd320601ab4","d0ccb473b4454a70b740c6c8a78c7e12","6ff43ef88d0e459182bbdee49ad75cb8","8badde82752649f7b867684f9b157337","3708beae13dd41279fb939f72c45b69a","2a28b1f9a2a0425c91d1fd0e8b614da4","85a605f29bc542ad8bbde2048a641a12","4551b7ecf3c944da9dab940123c1bf26","e89ffb0965ec46d5ac673ade45d4da73","cf12c61913654e3898ab61bd81bf1d49","9ef217457836483aa19678b6998cd701","3ed7f037b9684ffcaf6d6f0023738d36","c3b595fc9f604d1bbd7d46a0d719d65d","036332957dfc4a35884e97648dc25040"]},"executionInfo":{"elapsed":28101,"status":"ok","timestamp":1715445128615,"user":{"displayName":"Gerardo Huerta Robles","userId":"02757167623948619572"},"user_tz":360},"id":"S_EosZA9h0Lj","outputId":"f02f7234-54f5-4322-be70-ca48314d30de"},"outputs":[{"output_type":"display_data","data":{"text/plain":["events.out.tfevents.1715443744.cabd175de39c.462.0: 0%| | 0.00/4.92k [00:00
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