{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vYugrQ3hwtwO", "outputId": "042d4f95-3a82-4329-a7ab-1ca411d88ad8" }, "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-2.8.0-py3-none-any.whl (452 kB)\n", "\u001b[K |████████████████████████████████| 452 kB 27.4 MB/s \n", "\u001b[?25hCollecting evaluate\n", " Downloading evaluate-0.4.0-py3-none-any.whl (81 kB)\n", "\u001b[K |████████████████████████████████| 81 kB 10.3 MB/s \n", "\u001b[?25hCollecting transformers[sentencepiece]\n", " Downloading transformers-4.25.1-py3-none-any.whl (5.8 MB)\n", "\u001b[K |████████████████████████████████| 5.8 MB 81.8 MB/s \n", "\u001b[?25hRequirement already satisfied: pyarrow>=6.0.0 in /usr/local/lib/python3.8/dist-packages (from datasets) (9.0.0)\n", 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"\u001b[?25hInstalling collected packages: urllib3, xxhash, tokenizers, responses, multiprocess, huggingface-hub, transformers, sentencepiece, datasets, evaluate\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", "Successfully installed datasets-2.8.0 evaluate-0.4.0 huggingface-hub-0.11.1 multiprocess-0.70.14 responses-0.18.0 sentencepiece-0.1.97 tokenizers-0.13.2 transformers-4.25.1 urllib3-1.25.11 xxhash-3.1.0\n" ] } ], "source": [ "!pip install datasets evaluate transformers[sentencepiece]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 458, "referenced_widgets": [ "e5afe30e83a34c489d1ce4a374df36cc", "fccf27ec498a4f46be1476009c7344c9", "40ba6b3395304ff3931c90cfa6554d72", "3599f708e12d43d1818b88040b6b2222", "6a280c4748ac40c3b2538ff39830a22a", "7787ef59bc624ecab9277231332108dd", "265d75ef860b4f7c9840cf72f7d888c3", "8c9dfef9110842ce81cd90609aec7c0a", "b809b2886e3e49e89fe5162e0179fdbf", "d59e713ef0104dec9a6705183c273d7c", "4099218259bb4952b5ad632f6ffeec4d", "10af763529394eef8df7eee9698a8634", "52ada7f04d3e4e98b7e817698b730311", "1d03089c5e4a40fab1c9243337429fca", "01a1290048984883a7add3862fb4a41f", "7124975716444402b554b26688562d67", "0d50d3a7a4e04e6bad55c73e26ccd717", "5a3b596d792e42dd97ad48daa4fb6bc6", "85b477aaa1bc4a9fb61694004e3acf94", "f6c775315ee94717ba9f8af682de2e11", "3de2d71e06544575a1a6780a61bdda86", "1d223e4278e14586b1dfa078c0fd0021", "be1512521a3649b4af2a9c6f700e4f31", "c4cfdefafc1b4c6e8b0e43ea7d916ae4", "4a476a3cd80a4dec9f8e301e6ff0a404", "cf8d67b589e44f3483c17ac93e7c0019", "aa8ac18f16ac424ca381934ed385b14b", "c88a1dacc33a4a03b3bb05dea75cb19c", "a320c73ff0474a7a8b92d2e2e52df974", "0eea418ba6d84014bd29f828beae8944", "6f4c0d12fdec48a4b6bd7964c44cafdb", "f44870699fc5480c8e1baf1881fc7a82", "0115f64a96144e2e973b08cfe753a0ef", "152b8b541e2c4dd7ab5dec3796323fde", "3d064250662642d5ac95caefbe6726f4", "43ce3b8814f843e98496ea41f9c1fdfb", "8f47606519134001a2757a42d4eda660", "3e63093b7213485eb3317e3865a4ff03", "00c698a430024551ba58e7c571cc9619", "b24e26f43bfb4aed9681f19359819b44", "24475dd2b6cd464297f822a47cbe9d30", "629d3326379e4e5480e315e1b36b2ed7", "0f1bd62cc61c4186a51a2ea57ccb57f3", "a62e0ed12afc4eadab034bad786021b1", "1e41ba3bca1f44a891c0ce5fad4e8eff", "bac90618ae414ab4a5420833d8b5bd37", "54d5b89350b443088409eaa93b81bf9e", "9a17d9ce926546a8a9ea2e47a4fa596f", "58806b4b263549048c5a400c710b2e45", "abe91c96fa4b4759912184e8668c1ea7", "b9bb7fe3f5714ee88c2297e9043010c9", "cd811adc4dbc484a857f81077f1e892b", "242ad5ec56434642b6391efdd7e49dbb", "2d9762ff57d44c31aefa0016aba75447", "7ec7f7bf475448e7b59f996693ce2a04", "c6fd62ddf6df4e118139fce5803a31de", "8161bb3bdd4e4ad9bfdde48f49e2f4df", "a5b2fb8580174fb5b72620567220d551", "9e0b251d596a44dfa344f1e4cc367462", "a6c2db8db9d34b4d9746937d3af77ff3", "fa50fd6927f64ef2ba5f37c0351be649", "c4957a34745f4a0b8b20212a1fa39c3d", "f85d2fe9c1af4399b5e3c62e6a33d853", "131970aea41445daa88fd21b0429ee33", "e1718f3eec7c4d7caf441ed7d3c63137", "b91027f3360a4d72895c0c942c063f55", "0a875f627b494cf4ba07444f01179e28", "0dd25ead71f74ea1a494b6c8c6333ed7", "45c86fd8d09644ccb7ea38450b150876", "c1e4e48bf25641d3bb260f592c48244b", "e906e6b56b244ecea3e2579675671a7a", "f4cb8d493e58429e9af2bbd344f88037", "ff53770a732c43208b3bcd415272709e", "f7328c73dcbb42aebb222cc6ce4cda19", "8fc224cd6d7e41e888e7c64b6313dd1c", "f6e3730dfba046d788f447ae77f3bc1d", "297eef5ab59a4b7890973ad53aa4e3e6", "274ab867c54d406799f4bfd6a6428579", "61ec251420854b9e982a69f0d3397486", "fb71fc1ce494456eb11fda3171adeb99", "a431f031062a4aea94fc4dd7f9ef9cb8", "883024b4743246c6a9a50483747ca6cc", "28c3789bf4684d3f9052e92794ce308d", "850fda7832e04ef297abf0a8cd2ebe8a", "66d69d49701f42a79c6452ab84d8c704", "563cbc988a0243b08f7c93c5ebe55da6", "dffacfce4d4b4d76a4b23ce9d302bc3c", "dc5964845b9c4d3b9a9589c934ac4892", "0eec15510c244706850ae74f70ed5c59", "363f786f4f274518964fec8dc682407b", "5e16415597be454ea1f91ffe2ef69179", "38451a7a181a41799456abb119a47271", "6d008786c07c4bc5a8838f20f497fcfa", "ceac1812f9054363a39b5317b7fd3a07", "b3318ed482a349a7994ef3757f734e53", "41e41b825f2b40308f4ecea0f0f18e67", "2a8168934966420cb9e585ca37d8bd8e", "8dda77388c0f48d98c533a7aad087b6d", "9204ea7196b8498882a8b60e846487ea", "79dcdb6b7e624de496a278f7ea8b5d88", "1a380e9a67cc49b4ada315e6b5c3fd6c", "492eefce06264f2a86a0f9ea4de94d17", "5c3e95f7915a4e66adb05f7f4ed7aec0", "614edef53e28449fa891376252b7c892", "cd20e27166b14810845c2bce862d5093", "f533c13f57a1482988f364acdaff8a91", "35cb6cc3b9614d12b0f383446671b427", "fe96909299c848f8a38327d42b6c0941", "b9dbd2c2a52c4acf8d9a36aa37150ebc", "a47ea24a604f4cab94eccca796aba191", "257f328e622444f0be47969c48555a4f", "e16ed722186c4d67ab2df9e18a8a4d40", "c3137b00e8e54f5ba2d6593801f8ccff", "ef6b1efada0045ce82691a85c2ba6bae", "0a8499db601f42b7811fa021bb6b14ad", "d5c6df1a69324b289a4f7e4a4fc69f01", "d2bb37153e2042cb82396fcbd314e256", "121a9906a04644d1b0cf75c580d84982", "cdd6bef0f41643429fcfccbbaecb4ec0", "a6682de51bbe47f09378fda5c12a80cb", "62bab420966f4d6b9b94886241b1430d", "d76f616bf7804179b635781545166f22", "ff660c24a60245a483a3ee5f93101a6e", "4b1e8cf1b45d4053b45a927248b0e02e", "4ccd8ef6cb4e4b858686eb633b473939", "cdbda20eb5bf452a8a5337e310638cd0", "d2e89844e786404996d743d0d9a4939e", "967745c15635439896e3e498e7bc41d6", "a4f2b19df79c462c9a21237c1dd180bf", "49fbc301e1aa4806abb2b71807b8ae01", "3bc052fbc3f24ee4bda188915c15b624", "320b9a4833994a6b9f34601d2369e0ad" ] }, "id": "mLYb9B7F0Q2I", "outputId": "64a5fee9-f283-4334-f543-96b2eaa79955" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "WARNING:datasets.builder:Using custom data configuration aashay96--indic-gpt-da3c02d4222f9683\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Downloading and preparing dataset parquet/aashay96--indic-gpt to /root/.cache/huggingface/datasets/aashay96___parquet/aashay96--indic-gpt-da3c02d4222f9683/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading data files: 0%| | 0/1 [00:00\"])\n", "tokenizer.train_from_iterator(indic_dataset['train']['text'], trainer=trainer)" ], "metadata": { "id": "kZVa0-PttUWR" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "tokenizer.post_processor = processors.ByteLevel(trim_offsets=False)" ], "metadata": { "id": "74A69WxCIQMB" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "encoding = tokenizer.encode(\"জায়গামতো পৌঁছানো গেছে মনে করে মনে মনে হাঁফ ছাড়ে বরকত আলী।\")\n", "print(encoding.tokens)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ckfJ6rlhs-3a", "outputId": "32fa3304-5780-4a0e-884c-4e99fc995426" }, "execution_count": 36, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['à¦ľ', 'া', 'à§Łà¦Ĺ', 'া', 'মত', 'à§ĭ', 'Ġপ', 'à§ĩà§Ĺà¦ģ', 'à¦Ľ', 'া', 'ন', 'à§ĭ', 'Ġà¦Ĺ', 'à§ĩ', 'à¦Ľ', 'à§ĩ', 'Ġমন', 'à§ĩ', 'Ġà¦ķর', 'à§ĩ', 'Ġমন', 'à§ĩ', 'Ġমন', 'à§ĩ', 'Ġহ', 'াà¦ģ', 'ফ', 'Ġà¦Ľ', 'া', 'à§ľ', 'à§ĩ', 'Ġবরà¦ķত', 'Ġà¦Ĩল', 'à§Ģ।']\n" ] } ] }, { "cell_type": "code", "source": [ "sentence = \"জায়গামতো পৌঁছানো গেছে মনে করে মনে মনে হাঁফ ছাড়ে বরকত আলী।\"\n", "encoding = tokenizer.encode(sentence)\n", "start, end = encoding.offsets[4]\n", "sentence[start:end]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "sc1XouMbw9qM", "outputId": "8ac335af-df6f-49d8-81d6-8488f752b436" }, "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'মত'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [ "tokenizer.decoder = decoders.ByteLevel()\n", "\n", "tokenizer.decode(encoding.ids)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "Guo8FnyrxmgV", "outputId": "22d06867-400a-46e9-a33a-a6d8e0f2039f" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'জায়গামতো পৌঁছানো গেছে মনে করে মনে মনে হাঁফ ছাড়ে বরকত আলী।'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "CQFzW2zmwHWM" }, "outputs": [], "source": [ "from transformers import PreTrainedTokenizerFast\n", "\n", "fast_tokenizer = PreTrainedTokenizerFast(tokenizer_object=tokenizer,bos_token=\"<|endoftext|>\",\n", " eos_token=\"<|endoftext|>\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 255, "referenced_widgets": [ "6d0c3415b05b4e408ed7bb625dbd621c", "0dd9795ac947460c8edcc34f4f82fe98", "9e30a6b923d14e499183618010be3226", "174db6232915474eae943967f87f5760", "de5d58aaf7e54e13944afa44f99ea8de", "8a03d48dac694200ad2a0fa4599da042", "9644b33b697d48d197656218f59c3f81", "5f0df69f9b084a27909fe32b9ec16518", "aa04aecfbe1844f7b4c9151dd034eea8", "40d2a97cd9df469380ccc649e7fe6635", "ed8d06bcf10c4bd7ad88be1c1910fa37", "3c6c6afdb5a840c6b5d9fddd1449adff", "45b0461c4e744a31ae0e75033559415c", "6e70557596344909af976dd9f5ee53b6", "45e9b90936a04156aeb62ad7450250bd", "2a34ce5e440a4a40a7da354e90d4f2b8", "d4a424f666a8459a9612b9c7af87c690", "61461bb1686348c1af439d5c87dfbc8d", "e54f5b3d78bd4c529f97d71d7ac71d44", "94356cc56bb54f119034ef225f1aabe0", "1d8d0e58ea9c42ddb1331d67b0c4bd7c", "288ca13cddd041b4a5a9382637430b55" ] }, "id": "mMrRdRDYupzo", "outputId": "286d4f70-3cdf-4937-cdca-e3acaebdd2ad" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " 0%| | 0/11455 [00:00" ], "text/html": [ "\n", "
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StepTraining LossValidation Loss
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10002.2079002.040107
15002.0396001.948157

" ] }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "Saving model checkpoint to indic-gpt/checkpoint-200\n", "Configuration saved in indic-gpt/checkpoint-200/config.json\n", "Model weights saved in indic-gpt/checkpoint-200/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-200/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-200/special_tokens_map.json\n", "tokenizer config file saved in indic-gpt/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/special_tokens_map.json\n", "Several commits (3) will be pushed upstream.\n", "WARNING:huggingface_hub.repository:Several commits (3) will be pushed upstream.\n", "Saving model checkpoint to indic-gpt/checkpoint-400\n", "Configuration saved in indic-gpt/checkpoint-400/config.json\n", "Model weights saved in indic-gpt/checkpoint-400/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-400/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-400/special_tokens_map.json\n", "***** Running Evaluation *****\n", " Num examples = 187231\n", " Batch size = 128\n", "Saving model checkpoint to indic-gpt/checkpoint-600\n", "Configuration saved in indic-gpt/checkpoint-600/config.json\n", "Model weights saved in indic-gpt/checkpoint-600/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-600/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-600/special_tokens_map.json\n", "Saving model checkpoint to indic-gpt/checkpoint-800\n", "Configuration saved in indic-gpt/checkpoint-800/config.json\n", "Model weights saved in indic-gpt/checkpoint-800/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-800/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-800/special_tokens_map.json\n", "***** Running Evaluation *****\n", " Num examples = 187231\n", " Batch size = 128\n", "Saving model checkpoint to indic-gpt/checkpoint-1000\n", "Configuration saved in indic-gpt/checkpoint-1000/config.json\n", "Model weights saved in indic-gpt/checkpoint-1000/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-1000/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-1000/special_tokens_map.json\n", "Saving model checkpoint to indic-gpt/checkpoint-1200\n", "Configuration saved in indic-gpt/checkpoint-1200/config.json\n", "Model weights saved in indic-gpt/checkpoint-1200/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-1200/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-1200/special_tokens_map.json\n", "Saving model checkpoint to indic-gpt/checkpoint-1400\n", "Configuration saved in indic-gpt/checkpoint-1400/config.json\n", "Model weights saved in indic-gpt/checkpoint-1400/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-1400/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-1400/special_tokens_map.json\n", "***** Running Evaluation *****\n", " Num examples = 187231\n", " Batch size = 128\n", "Saving model checkpoint to indic-gpt/checkpoint-1600\n", "Configuration saved in indic-gpt/checkpoint-1600/config.json\n", "Model weights saved in indic-gpt/checkpoint-1600/pytorch_model.bin\n", "tokenizer config file saved in indic-gpt/checkpoint-1600/tokenizer_config.json\n", "Special tokens file saved in indic-gpt/checkpoint-1600/special_tokens_map.json\n", "\n", "\n", "Training completed. Do not forget to share your model on huggingface.co/models =)\n", "\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "TrainOutput(global_step=1642, training_loss=2.491443406359432, metrics={'train_runtime': 4251.4905, 'train_samples_per_second': 395.53, 'train_steps_per_second': 0.386, 'total_flos': 1.09834628235264e+17, 'train_loss': 2.491443406359432, 'epoch': 1.0})" ] }, "metadata": {}, "execution_count": 38 } ], "source": [ "trainer.train()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "0UZfCkGbAl6p", "colab": { "base_uri": "https://localhost:8080/", "height": 689, "referenced_widgets": [ "8240e04f54f141d381dc851e28da18e1", "7b8a069a2f0245e39b6cc3c76ac34a00", "8ad15b4a4e194f81b873f0714cb7afed", "e8a947c6250e429faf2b4beb0ecec129", "2e7e64c32208464698b19716d90ee148", "104fc28b97da4f1e986fd7e49a7d44d7", "07c36fa275274596970f14b2fb81b2da", "98005d372e0e4e10a009c7a4800b8798", "59c19d331b554c0b8d068a77ca251e5f", 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upstream.\n", "The progress bars may be unreliable.\n", "WARNING:huggingface_hub.repository:The progress bars may be unreliable.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Upload file pytorch_model.bin: 0%| | 3.30k/515M [00:00 main\n", "\n", "WARNING:huggingface_hub.repository:remote: Scanning LFS files for validity, may be slow... \n", "remote: LFS file scan complete. \n", "To https://huggingface.co/aashay96/indic-gpt\n", " 8dab26e..6693b9d main -> main\n", "\n", "Dropping the following result as it does not have all the necessary fields:\n", "{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}\n", "To https://huggingface.co/aashay96/indic-gpt\n", " 6693b9d..07e4411 main -> main\n", "\n", "WARNING:huggingface_hub.repository:To https://huggingface.co/aashay96/indic-gpt\n", " 6693b9d..07e4411 main -> main\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ 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