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{\n", + " let newScript = document.createElement(\"script\");\n", + " newScript.onerror = reject;\n", + " newScript.onload = resolve;\n", + " document.body.appendChild(newScript);\n", + " newScript.src = url;\n", + " });\n", + " }\n", + " loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n", + " const iframe = document.createElement('iframe')\n", + " iframe.style.cssText = \"width:0;height:0;border:none\"\n", + " document.body.appendChild(iframe)\n", + " const handshake = new Postmate({\n", + " container: iframe,\n", + " url: 'https://wandb.ai/authorize'\n", + " });\n", + " const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n", + " handshake.then(function(child) {\n", + " child.on('authorize', data => {\n", + " clearTimeout(timeout)\n", + " resolve(data)\n", + " });\n", + " });\n", + " })\n", + " });\n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Logging into wandb.ai. (Learn how to deploy a W&B server locally: https://wandb.me/wandb-server)\n", + "\u001b[34m\u001b[1mwandb\u001b[0m: You can find your API key in your browser here: https://wandb.ai/authorize\n", + "wandb: Paste an API key from your profile and hit enter, or press ctrl+c to quit: " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "··········\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0ox1jdfIS1os", + "outputId": "a828c506-aa84-4e25-d082-022f2eb9a407" + }, + "source": [ + "%env WANDB_PROJECT=bart_large_xsum_samsum" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "env: WANDB_PROJECT=bart_large_xsum_samsum\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TkXftRLYwOqc" + }, + "source": [ + "model_checkpoint = \"facebook/bart-large-xsum\"" + ], + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "whPRbBNbIrIl" + }, + "source": [ + "## Loading the dataset" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IreSlFmlIrIm", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 232, + "referenced_widgets": [ + "c013f31331f4414ba93296bc6eac6bd0", + "3bafae27fc6c4931aed19e963435a4ba", + "a2b3f6d9ae344e618d25d1d7d3de5a08", + "e15c2ad3577d4898b5182a0414f45e1b", + "fbcbd783aa8b47bdba1fab383be8c363", + "940e8bc86eb149c781b4fde5f26f08aa", + "b2d5c54b24c24965bc3f5a4efbbaf22e", + "bccd010d2594413781acd14615273fbc", + "e7f74e5a7b304caca8c4b8bf8f68a9bc", + "d22385a67e6848cba5ab073818de74ac", + 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"outputId": "68e6e715-ec35-442c-cca4-ff005c0df57e" + }, + "source": [ + "from datasets import load_dataset, load_metric\n", + "\n", + "raw_datasets = load_dataset(\"samsum\")\n", + "metric = load_metric(\"rouge\")" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading builder script: 0%| | 0.00/1.40k [00:00" + ], + "text/html": [ + "Changes to your `wandb` environment variables will be ignored because your `wandb` session has already started. For more information on how to modify your settings with `wandb.init()` arguments, please refer to the W&B docs." + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mayoola\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Tracking run with wandb version 0.13.1" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Run data is saved locally in /content/wandb/run-20220815_183650-1vg0u8vz" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Syncing run bart-large-xsum-samsum to Weights & Biases (docs)
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EpochTraining LossValidation LossRouge1Rouge2RougelRougelsumGen Len
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20.8555001.47117154.42110029.53610045.11760050.06590030.431500

" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Saving model checkpoint to test-dialogue-summarization/checkpoint-500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-500/special_tokens_map.json\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-1000\n", + "Configuration saved in test-dialogue-summarization/checkpoint-1000/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-1000/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-1000/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-1000/special_tokens_map.json\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-1500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-1500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-1500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-1500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-1500/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-500] due to args.save_total_limit\n", + "The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n", + "***** Running Evaluation *****\n", + " Num examples = 818\n", + " Batch size = 4\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-2000\n", + "Configuration saved in test-dialogue-summarization/checkpoint-2000/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-2000/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-2000/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-2000/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-1000] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-2500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-2500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-2500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-2500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-2500/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-1500] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-3000\n", + "Configuration saved in test-dialogue-summarization/checkpoint-3000/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-3000/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-3000/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-3000/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-2000] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-3500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-3500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-3500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-3500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-3500/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-2500] due to args.save_total_limit\n", + "The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n", + "***** Running Evaluation *****\n", + " Num examples = 818\n", + " Batch size = 4\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-4000\n", + "Configuration saved in test-dialogue-summarization/checkpoint-4000/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-4000/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-4000/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-4000/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-3000] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-4500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-4500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-4500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-4500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-4500/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-3500] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-5000\n", + "Configuration saved in test-dialogue-summarization/checkpoint-5000/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-5000/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-5000/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-5000/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-4000] due to args.save_total_limit\n", + "Saving model checkpoint to test-dialogue-summarization/checkpoint-5500\n", + "Configuration saved in test-dialogue-summarization/checkpoint-5500/config.json\n", + "Model weights saved in test-dialogue-summarization/checkpoint-5500/pytorch_model.bin\n", + "tokenizer config file saved in test-dialogue-summarization/checkpoint-5500/tokenizer_config.json\n", + "Special tokens file saved in test-dialogue-summarization/checkpoint-5500/special_tokens_map.json\n", + "Deleting older checkpoint [test-dialogue-summarization/checkpoint-4500] due to args.save_total_limit\n", + "The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n", + "***** Running Evaluation *****\n", + " Num examples = 818\n", + " Batch size = 4\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=5523, training_loss=1.1176997911189748, metrics={'train_runtime': 4282.7561, 'train_samples_per_second': 10.32, 'train_steps_per_second': 1.29, 'total_flos': 2.609612124409037e+16, 'train_loss': 1.1176997911189748, 'epoch': 3.0})" + ] + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ceEjkJM0b0FS", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "outputId": "029236fd-a28f-4e64-d396-11913936ace5" + }, + "source": [ + "trainer.evaluate()" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n", + "***** Running Evaluation *****\n", + " Num examples = 818\n", + " Batch size = 4\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "

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Run summary:


eval/gen_len30.4315
eval/loss1.47117
eval/rouge154.4211
eval/rouge229.5361
eval/rougeL45.1176
eval/rougeLsum50.0659
eval/runtime238.6829
eval/samples_per_second3.427
eval/steps_per_second0.859
train/epoch3.0
train/global_step5523
train/learning_rate0.0
train/loss0.8555
train/total_flos2.609612124409037e+16
train/train_loss1.1177
train/train_runtime4282.7561
train/train_samples_per_second10.32
train/train_steps_per_second1.29

" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Synced bart-large-xsum-samsum: https://wandb.ai/ayoola/bart_large_xsum_samsum/runs/1vg0u8vz
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Find logs at: ./wandb/run-20220815_183650-1vg0u8vz/logs" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from huggingface_hub import notebook_login" + ], + "metadata": { + "id": "rNHeK_85Hexx" + }, + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "notebook_login()" + ], + "metadata": { + "id": "SqajLxR6He6b", + "outputId": "1f697656-747b-4fbc-8c2a-7d3e742d83d9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 327, + "referenced_widgets": [ + "e8bcdcb3fde44602b14b56bee31640a8", + "ff5fb4f3e88945519acd3ddabbab6fe3", + "01e39f0a1fc5451abacc189f239c62b1", + "1208a58cdf7441ab8c2f37f863c45174", + "2af0897110a248faaf4c8d1531b903cb", + "c5b389df71ac4078855de4d82ffc2905", + "5a46713386054278837116c2bf6a9877", + "de6dd8f1aed145fca0495e4fbc5acb39", + "6602e0387799434ab6349cc169e349b6", + "8f59442ac94f405bbf4b1939e4ef293c", + "a4fca7d79c394ef7ade2a833bde4ed36", + "e29b722358444c75a9e5e895105f203e", + "c02f97f6b7154078a9552497fc451390", + "1a125fda3f0c4c4ea41ba62e4299d6c9" + ] + } + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Login successful\n", + "Your token has been saved to /root/.huggingface/token\n", + "\u001b[1m\u001b[31mAuthenticated through git-credential store but this isn't the helper defined on your machine.\n", + "You might have to re-authenticate when pushing to the Hugging Face Hub. Run the following command in your terminal in case you want to set this credential helper as the default\n", + "\n", + "git config --global credential.helper store\u001b[0m\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.push_to_hub(\"clyde\")" + ], + "metadata": { + "id": "-FgslojBJ0c5", + "outputId": "0f9908ba-4749-4dce-9569-c217a3ffe13d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 404, + "referenced_widgets": [ + "a7cf6106216141b88b20cd1ef7695d11", + "c9b6054279e04ba5866749631b22782f", + "2724838e7f724941854ea149c677cd26", + "6dd8ce3664874c5892aab35df099171a", + "9e2e77dfa6074f62af0b0c1d07ef467f", + "22e028cc89c24f5383b5abcbdc09d119", + "fecb2bd873824af589bffa701c10048e", + "755dd21c708545628d8fa9e048fdaed0", + "de136514cc23460b85eb59c2b1bffe7c", + "190ab6d43a0241bab3b2b80d517e4868", + "bb3cc478330445e4b223d8b38c43b438", + "4bcebaf0444543f4ace87f218b4d94e5", + "ea38305f9ee04bdbaae396d86eaa545d", + "aef9c132cd29404f9c03e747c15805d5", + 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validity, may be slow... \n", + "remote: LFS file scan complete. \n", + "To https://huggingface.co/Ayoola/clyde\n", + " 1cf1d86..7d9a15b main -> main\n", + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'https://huggingface.co/Ayoola/clyde/commit/7d9a15bad003beb24e7c06238c5a4857c505538e'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 43 + } + ] + }, + { + "cell_type": "code", + "source": [ + "" + ], + "metadata": { + "id": "QWy8BsqcIB1x" + }, + "execution_count": 24, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "ecb7fc9d07ac44248c795d95cf949231", + "f25c9782e4fe46368ccb154ba274c1ec", + "b62ea6f0bb3b407f91cec0a6331e7fe4", + "59527de736ed40b0986fce03e5a4bfda", + "cd7572ef160b4b5fbfa2d85b97a77b09", + "0ded7010ea504705ab6e5c9504ec8aed", + "c97be7687f6e4112a41f4e1dfd112080", + "a6ab1267ae074a5b83d5f7e938d28b45", + "1bb48d1406a24252ae8fb7822459475b", + "59aec02001334c419ba620ac4aadab1b", + "7285bc26557a43cc9377db331638e51f", + "7bbdc485cd3849c28a368821325cdbe5", + "86f4deead37547ccbced6089224b29f8", + "cc4e47b701394aa9b7f1c70f98fd8157", + "cfb7f94663ac4124b799a90223563ba2", + "6a050fd4b84e4c119fe6e887ed8c0eb6", + "b096fc4aa1d9428aaa5937f112efa924", + "4ab2bc00ab9b463895fa2b084e0d99c2", + "53bfbfd5a8f74f1c9246022b8363cf0d", + "67b9fb90c100467f9455472b4f81215a", + "6d438bc44c544e708d2b19521be04f24", + "85a0fd0c27f547919426a1c358c0178c", + "b6098cff9a5b431aa82b859082616d37", + "4084228fe2854cafa3d69a2d88e4287b", + "ee80c0d34c9642c08639043c844cdd63", + "44d1a1ab883c4c17a310dc14047cb79b", + "7f48b60e5a5c406d86ef06f2a2b478ba", + "936bf243d8834d0db8cb1e07208c7bce", + "c0d68052f38343df98f26013848588e4", + "e7866bbac2704a6e9b9924a282fc9dbf", + "4e9389fe6d9b49a89e30084bf918cc18", + "bfa3df1dd10f4a2781c48bc49affa4ea", + "14c0035a91384122b47d13ea1b2c1890", + "318676b785f04b1caf87c9cd5b4b2e63", + "b99cec46a1ce4cbd87f0e1fd0cf37f62", + "1dff21769676463ca66920e3b33279a0", + "4c046bf10f6c404ba36f26e106516b26", + "468d382a98b145238a3a3ef064f48fcc", + "74a7e17a1f3d4590a81cf26c40aa678b", + "43632cb67cad4613bfc6a81ab51a02c7", + "eee0dc645376472086c5e8eb55148661", + "7613573a4d7645eeaad8124149a7b6be", + "a200630b98b44eb7b4d3cab51f0d9d45", + "51072b54beb44e51941a52a9075fa455" + ] + }, + "id": "JPEM-oeaq6Ka", + "outputId": "24afe383-1669-4910-ca96-e004b3fa3978" + }, + "source": [ + "from transformers import pipeline\n", + "\n", + "summarizer = pipeline(\"summarization\", model=\"Ayoola/clyde\")\n", + "conversation = '''che: Hey, have you built the model?\n", + "Ayo: Lemme check\n", + "Ayo: Sorry, i have not.\n", + "Ayo: I will tomorrow\n", + "Ayo: i think we need more data\n", + "Ayo: but i may be wrong\n", + "Ayo: it is just an hypothesis\n", + "che: If you say so..\n", + "che: i am working converting the transcriptions to the right format\n", + "Ayo: Awesome 🙂\n", + "che: see you soon\n", + "che: Bye\n", + "Ayo: Bye bye \n", + "'''\n", + "summarizer(conversation)" + ], + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "loading configuration file https://huggingface.co/Ayoola/clyde/resolve/main/config.json from cache at /root/.cache/huggingface/transformers/3925684a81d704d784ffab4bdb4097fcb08c20930badd3337c07782d0eb5d666.9b8c0031ba05106ba501a98678111e6eb1447b983b16dfba9960cba29742333d\n", + "Model config BartConfig {\n", + " \"_name_or_path\": \"Ayoola/clyde\",\n", + " \"_num_labels\": 3,\n", + " \"activation_dropout\": 0.0,\n", + " \"activation_function\": \"gelu\",\n", + " \"add_bias_logits\": false,\n", + " \"add_final_layer_norm\": false,\n", + " \"architectures\": [\n", + " \"BartForConditionalGeneration\"\n", + " ],\n", + " \"attention_dropout\": 0.0,\n", + " \"bos_token_id\": 0,\n", + " \"classif_dropout\": 0.0,\n", + " \"classifier_dropout\": 0.0,\n", + " \"d_model\": 1024,\n", + " \"decoder_attention_heads\": 16,\n", + " \"decoder_ffn_dim\": 4096,\n", + " \"decoder_layerdrop\": 0.0,\n", + " \"decoder_layers\": 12,\n", + " \"decoder_start_token_id\": 2,\n", + " \"dropout\": 0.1,\n", + " \"early_stopping\": true,\n", + " \"encoder_attention_heads\": 16,\n", + " \"encoder_ffn_dim\": 4096,\n", + " \"encoder_layerdrop\": 0.0,\n", + " \"encoder_layers\": 12,\n", + " \"eos_token_id\": 2,\n", + " \"eos_token_ids\": [\n", + " 2\n", + " ],\n", + " \"forced_eos_token_id\": 2,\n", + " \"gradient_checkpointing\": false,\n", + " \"id2label\": {\n", + " \"0\": \"LABEL_0\",\n", + " \"1\": \"LABEL_1\",\n", + " \"2\": \"LABEL_2\"\n", + " },\n", + " \"init_std\": 0.02,\n", + " \"is_encoder_decoder\": true,\n", + " \"label2id\": {\n", + " \"LABEL_0\": 0,\n", + " \"LABEL_1\": 1,\n", + " \"LABEL_2\": 2\n", + " },\n", + " \"max_length\": 62,\n", + " \"max_position_embeddings\": 1024,\n", + " \"min_length\": 11,\n", + " \"model_type\": \"bart\",\n", + " \"no_repeat_ngram_size\": 3,\n", + " \"normalize_before\": false,\n", + " \"normalize_embedding\": true,\n", + " \"num_beams\": 6,\n", + " \"num_hidden_layers\": 12,\n", + " \"output_past\": true,\n", + " \"pad_token_id\": 1,\n", + " \"prefix\": \" \",\n", + " \"replacing_rate\": 0,\n", + " \"scale_embedding\": false,\n", + " \"static_position_embeddings\": false,\n", + " \"student_decoder_layers\": null,\n", + " \"student_encoder_layers\": null,\n", + " \"task_specific_params\": {},\n", + " \"torch_dtype\": \"float32\",\n", + " \"transformers_version\": \"4.21.1\",\n", + " \"use_cache\": true,\n", + " \"vocab_size\": 50264\n", + "}\n", + "\n", + "loading configuration file https://huggingface.co/Ayoola/clyde/resolve/main/config.json from cache at /root/.cache/huggingface/transformers/3925684a81d704d784ffab4bdb4097fcb08c20930badd3337c07782d0eb5d666.9b8c0031ba05106ba501a98678111e6eb1447b983b16dfba9960cba29742333d\n", + "Model config BartConfig {\n", + " \"_name_or_path\": \"Ayoola/clyde\",\n", + " \"_num_labels\": 3,\n", + " \"activation_dropout\": 0.0,\n", + " \"activation_function\": \"gelu\",\n", + " \"add_bias_logits\": false,\n", + " \"add_final_layer_norm\": false,\n", + " \"architectures\": [\n", + " \"BartForConditionalGeneration\"\n", + " ],\n", + " \"attention_dropout\": 0.0,\n", + " \"bos_token_id\": 0,\n", + " \"classif_dropout\": 0.0,\n", + " \"classifier_dropout\": 0.0,\n", + " \"d_model\": 1024,\n", + " \"decoder_attention_heads\": 16,\n", + " \"decoder_ffn_dim\": 4096,\n", + " \"decoder_layerdrop\": 0.0,\n", + " \"decoder_layers\": 12,\n", + " \"decoder_start_token_id\": 2,\n", + " \"dropout\": 0.1,\n", + " \"early_stopping\": true,\n", + " \"encoder_attention_heads\": 16,\n", + " \"encoder_ffn_dim\": 4096,\n", + " \"encoder_layerdrop\": 0.0,\n", + " \"encoder_layers\": 12,\n", + " \"eos_token_id\": 2,\n", + " \"eos_token_ids\": [\n", + " 2\n", + " ],\n", + " \"forced_eos_token_id\": 2,\n", + " \"gradient_checkpointing\": false,\n", + " \"id2label\": {\n", + " \"0\": \"LABEL_0\",\n", + " \"1\": \"LABEL_1\",\n", + " \"2\": \"LABEL_2\"\n", + " },\n", + " \"init_std\": 0.02,\n", + " \"is_encoder_decoder\": true,\n", + " \"label2id\": {\n", + " \"LABEL_0\": 0,\n", + " \"LABEL_1\": 1,\n", + " \"LABEL_2\": 2\n", + " },\n", + " \"max_length\": 62,\n", + " \"max_position_embeddings\": 1024,\n", + " \"min_length\": 11,\n", + " \"model_type\": \"bart\",\n", + " \"no_repeat_ngram_size\": 3,\n", + " \"normalize_before\": false,\n", + " \"normalize_embedding\": true,\n", + " \"num_beams\": 6,\n", + " \"num_hidden_layers\": 12,\n", + " \"output_past\": true,\n", + " \"pad_token_id\": 1,\n", + " \"prefix\": \" \",\n", + " \"replacing_rate\": 0,\n", + " \"scale_embedding\": false,\n", + " \"static_position_embeddings\": false,\n", + " \"student_decoder_layers\": null,\n", + " \"student_encoder_layers\": null,\n", + " \"task_specific_params\": {},\n", + " \"torch_dtype\": \"float32\",\n", + " \"transformers_version\": \"4.21.1\",\n", + " \"use_cache\": true,\n", + " \"vocab_size\": 50264\n", + "}\n", + "\n", + "loading weights file https://huggingface.co/Ayoola/clyde/resolve/main/pytorch_model.bin from cache at /root/.cache/huggingface/transformers/6974d0c32a3900e59ce81fe93488da86351c060548f66b355dfce8572b0616e3.d4e32efdf3309375c2f467e1288a2d31e8e14e1cb021c70a255d59c8dc532c47\n", + "All model checkpoint weights were used when initializing BartForConditionalGeneration.\n", + "\n", + "All the weights of BartForConditionalGeneration were initialized from the model checkpoint at Ayoola/clyde.\n", + "If your task is similar to the task the model of the checkpoint was trained on, you can already use BartForConditionalGeneration for predictions without further training.\n", + "https://huggingface.co/Ayoola/clyde/resolve/main/tokenizer_config.json not found in cache or force_download set to True, downloading to /root/.cache/huggingface/transformers/tmpt4776gsd\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading tokenizer_config.json: 0%| | 0.00/390 [00:00