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datasets) (3.9.5)\n", "Requirement already satisfied: absl-py in /usr/local/lib/python3.10/dist-packages (from rouge_score) (1.4.0)\n", "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (from rouge_score) (3.8.1)\n", "Requirement already satisfied: six>=1.14.0 in /usr/local/lib/python3.10/dist-packages (from rouge_score) (1.16.0)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate) (5.9.5)\n", "Requirement already satisfied: torch>=1.10.0 in /usr/local/lib/python3.10/dist-packages (from accelerate) (2.3.0+cu121)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (23.2.0)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n", 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(from torch>=1.10.0->accelerate) (2.20.5)\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==2.3.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.10.0->accelerate) (2.3.0)\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) (12.5.40)\n", "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk->rouge_score) (8.1.7)\n", "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk->rouge_score) (1.4.2)\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: 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: mpmath<1.4.0,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n" ] } ], "source": [ "!pip install transformers datasets evaluate rouge_score accelerate" ] }, { "cell_type": "code", "source": [ "from huggingface_hub import notebook_login\n", "\n", "notebook_login()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "3e76dac8c62a4bb79bb7cc825b0d7308", "40679f08e9a04b40aadf0bb32d5f69fb", "330fcad752b441dab3b4e284d0431474", "53a882f9935c41f88df74e514ba90dec", "e25908e953eb4009b70461813a9d5e72", "85e21f2dcaa94ed4a8324dca1e77b0a8", "51674165061d45309447c321dd66f973", 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EpochTraining LossValidation LossRouge1Rouge2RougelRougelsumGen Len
1No log0.8748400.6166000.3827000.5058000.50550077.658300
2No log0.8774070.6307000.4064000.5302000.53100077.511100
30.6761000.9063770.6350000.4052000.5309000.53110076.283300
40.6761001.0385860.6329000.4038000.5261000.52620078.488900
50.6761001.0992720.6285000.4016000.5239000.52460077.008300
60.2016001.2024530.6351000.4126000.5351000.53560076.072200
70.2016001.2398930.6356000.4108000.5362000.53680078.536100
80.2016001.2637630.6376000.4143000.5380000.53870076.841700

" ] }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co./docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n", "Non-default generation parameters: {'max_length': 142, 'min_length': 56, 'early_stopping': True, 'num_beams': 4, 'length_penalty': 2.0, 'no_repeat_ngram_size': 3, 'forced_bos_token_id': 0, 'forced_eos_token_id': 2}\n", "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co./docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n", "Non-default generation parameters: {'max_length': 142, 'min_length': 56, 'early_stopping': True, 'num_beams': 4, 'length_penalty': 2.0, 'no_repeat_ngram_size': 3, 'forced_bos_token_id': 0, 'forced_eos_token_id': 2}\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "TrainOutput(global_step=1440, training_loss=0.32941916783650715, metrics={'train_runtime': 2574.9157, 'train_samples_per_second': 4.471, 'train_steps_per_second': 0.559, 'total_flos': 7806107593924608.0, 'train_loss': 0.32941916783650715, 'epoch': 8.0})" ] }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "code", "source": [ "trainer.push_to_hub()" ], "metadata": { "id": "5OgdT1JkKOp9", "colab": { "base_uri": "https://localhost:8080/", "height": 202, "referenced_widgets": [ "310b7a68909849bea6409d745fb94843", "2f40e27f15484ffeae83a57c74e34301", "6a912852eecc47ae845ab0ddff36c346", "ae7cf0194e2b4ad1a0035a2dfa7b408f", "f8c2f325ba544f2aa3722c434e61bbef", "b58787b6bbc440f3a9efb245788a791d", "120c952742094fa5b62eed4b40c56087", "5301dea789ac4b739a9192c242823cfc", "ad962689440f4b96a3389e5400c56a14", "66e2c16f658a463daad8ca8a2ba8e4f9", "e74e83b3e87e4fda96d23c66f8599a8f", "92202c99a959409384922775071d3afc", "f8bec101128d4c159becdba32d56c0ac", "db2071df44d34e9fb1178f87bb160e65", "421d86212c4a42969fce51bc62a9520f", "3f8c0c75001c4f38bcbfa77c6b2239d5", "be10e83695144d3082618b49f8ba7d5a", "86cfd6a246e249af935d81bac307826b", "63d87698d53c4a518dceb265c96364c7", "041a45d016f8460193471e2af1e7a134", "1e365511bd93413eb8e6d7593b44bb7e", "d6d65661120f44b9b0482023d3244ab5", "dba0c55bcc4b4c7182bda14c9a5538a7", "025d28cac01c4708ae05abb353969e9b", "35e2abaf5ec54769b5b556065d64e3e5", "1adb838bac074e7abb2e0312e5a43b19", "b2f6d5811f2a46f89d1613d56a7cbe03", "8100a3a4d6a7449fbf07ea05fdf3581f", "8b8f747cd35648848e23254672ebb921", "c75bf857d55a4883b856675544c2ee19", "ca6059d75da2435792121a493b298dd8", "0260d9c200884151a00aa972794febe4", "c4662f9a8af349f7a2c6a6940a6468db" ] }, "outputId": "c623f049-69fc-402d-9c49-b5140276428d" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Some non-default generation parameters are set in the model config. These should go into a GenerationConfig file (https://huggingface.co./docs/transformers/generation_strategies#save-a-custom-decoding-strategy-with-your-model) instead. This warning will be raised to an exception in v4.41.\n", "Non-default generation parameters: {'max_length': 142, 'min_length': 56, 'early_stopping': True, 'num_beams': 4, 'length_penalty': 2.0, 'no_repeat_ngram_size': 3, 'forced_bos_token_id': 0, 'forced_eos_token_id': 2}\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Upload 2 LFS files: 0%| | 0/2 [00:00