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"dataset.num_rows\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 249, + "referenced_widgets": [ + "61fe59af243b4d4396826d374d711aab", + "919b9d59496442e6a137d99c2e3dccae", + "aa90c1ef1fce4e02becbb02b1cb888fa", + "ec1ef9a66f514883a93327f8de848b5a", + "cf1364b9c61a42e4a74a4826e40b5e1d", + "b471e82e3d154c23a40abba58c5b4b0f", + "e121b2ec9b25457cb980abe853b787f3", + "229e87605d2e41cc88c88115d4edf6f1", + "da2e0a65fd3648f3be2990ee35420101", + "173d960caeeb4ce2a6a571820d3df690", + "76f2ef2147504e83bae99b3f0b18653b", + "e7c6a516a361467fb39cb035d3b49f2b", + "522e1727ef21435a94400b98d61d7474", + "770e422ae20d48e493a7c62e11709eb0", + "c15193e2164c41f3860b5c0742cb2d53", + "dd1a7a4cbbc246a5bfdf2054108046c2", + "51cddc97a0b44e9794e2b9de146beb73", + "0d266e4e0d6245279ce915aad77c0448", + "ecc7337ee55c428e81615cdba84e568a", + "5f17a276222f42a4a8e7a62490ecf6f5", + "91426c1489a3437a8dc2315c1849f085", + "8f699c570d224a0fb95bb1babe84306f", + 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StepTraining Loss
10000.225900
20000.174000
30000.169100
40000.157100
50000.155600
60000.154300
70000.153900
80000.150700
90000.140500
100000.150600
110000.142600
120000.145900
130000.138400
140000.140400
150000.139100
160000.143500
170000.136600
180000.134700
190000.137600
200000.136000
210000.139200
220000.136700
230000.135900
240000.136600
250000.132500
260000.133900
270000.130200
280000.131500
290000.130100
300000.129600
310000.124500
320000.132600
330000.130100
340000.128000
350000.132600
360000.131200
370000.132700
380000.128200
390000.126200
400000.125500
410000.124300
420000.124300
430000.120100
440000.126100
450000.129400
460000.126100
470000.125800
480000.127600
490000.121200
500000.126200
510000.125300
520000.125200
530000.123500
540000.125400
550000.118500
560000.118500
570000.124000
580000.121800
590000.122400
600000.122100
610000.121700
620000.123100
630000.114200
640000.120400
650000.119200
660000.122200
670000.121900
680000.115500
690000.118200
700000.116100
710000.122700
720000.116300
730000.121400
740000.113000
750000.118000
760000.121900
770000.118100
780000.115200
790000.119500
800000.115700

" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Saving model checkpoint to ./training_output/checkpoint-500\n", + "Configuration saved in ./training_output/checkpoint-500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-1000\n", + "Configuration saved in ./training_output/checkpoint-1000/amazon_polarity/adapter_config.json\n", + "Module weights saved in 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./training_output/checkpoint-67500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-67500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-67500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-67500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-67500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-67500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-68000\n", + "Configuration saved in ./training_output/checkpoint-68000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-68000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-68000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-68000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-68000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-68000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-68500\n", + "Configuration saved in ./training_output/checkpoint-68500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-68500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-68500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-68500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-68500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-68500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-69000\n", + "Configuration saved in ./training_output/checkpoint-69000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-69000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-69000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-69000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-69000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-69000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-69500\n", + "Configuration saved in ./training_output/checkpoint-69500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-69500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-69500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-69500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-69500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-69500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-70000\n", + "Configuration saved in ./training_output/checkpoint-70000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-70000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-70000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-70000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-70000/amazon_polarity/head_config.json\n", + "Module weights saved in 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./training_output/checkpoint-71000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-71000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-71000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-71000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-71000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-71500\n", + "Configuration saved in ./training_output/checkpoint-71500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-71500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-71500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-71500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-71500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-71500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-72000\n", + "Configuration saved in ./training_output/checkpoint-72000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-72000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-72000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-72000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-72000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-72000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-72500\n", + "Configuration saved in ./training_output/checkpoint-72500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-72500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-72500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-72500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-72500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-72500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-73000\n", + "Configuration saved in ./training_output/checkpoint-73000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-73000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-73000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-73000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-73000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-73000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-73500\n", + "Configuration saved in ./training_output/checkpoint-73500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-73500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-73500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-73500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-73500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-73500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-74000\n", + "Configuration saved in ./training_output/checkpoint-74000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-74000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-74000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-74000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-74000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-74000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-74500\n", + "Configuration saved in ./training_output/checkpoint-74500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-74500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-74500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-74500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-74500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-74500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-75000\n", + "Configuration saved in ./training_output/checkpoint-75000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-75000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-75000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-75000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-75000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-75000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-75500\n", + "Configuration saved in ./training_output/checkpoint-75500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-75500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-75500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-75500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-75500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-75500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-76000\n", + "Configuration saved in ./training_output/checkpoint-76000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-76000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-76000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-76000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-76000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-76000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-76500\n", + "Configuration saved in ./training_output/checkpoint-76500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-76500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-76500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-76500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-76500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-76500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-77000\n", + "Configuration saved in ./training_output/checkpoint-77000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-77000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-77000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-77000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-77000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-77000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-77500\n", + "Configuration saved in ./training_output/checkpoint-77500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-77500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-77500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-77500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-77500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-77500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-78000\n", + "Configuration saved in ./training_output/checkpoint-78000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-78000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-78000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-78000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-78000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-78000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-78500\n", + "Configuration saved in ./training_output/checkpoint-78500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-78500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-78500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-78500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-78500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-78500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-79000\n", + "Configuration saved in ./training_output/checkpoint-79000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-79000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-79000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-79000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-79000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-79000/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-79500\n", + "Configuration saved in ./training_output/checkpoint-79500/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-79500/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-79500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-79500/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-79500/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-79500/amazon_polarity/pytorch_model_head.bin\n", + "Saving model checkpoint to ./training_output/checkpoint-80000\n", + "Configuration saved in ./training_output/checkpoint-80000/amazon_polarity/adapter_config.json\n", + "Module weights saved in ./training_output/checkpoint-80000/amazon_polarity/pytorch_adapter.bin\n", + "Configuration saved in ./training_output/checkpoint-80000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-80000/amazon_polarity/pytorch_model_head.bin\n", + "Configuration saved in ./training_output/checkpoint-80000/amazon_polarity/head_config.json\n", + "Module weights saved in ./training_output/checkpoint-80000/amazon_polarity/pytorch_model_head.bin\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=80000, training_loss=0.13133217878341674, metrics={'train_runtime': 7884.1676, 'train_samples_per_second': 324.701, 'train_steps_per_second': 10.147, 'total_flos': 1.33836672e+17, 'train_loss': 0.13133217878341674, 'epoch': 0.71})" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "source": [ + "trainer.evaluate()" + ], + "metadata": { + "id": "zvNFeo9d2jLT", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 193 + }, + "outputId": "514faf96-b7a5-49c5-b831-52b8419f414f" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "***** Running Evaluation *****\n", + " Num examples = 400000\n", + " Batch size = 32\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "

\n", + " \n", + " \n", + " [12500/12500 09:18]\n", + "
\n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'eval_loss': 0.1150890588760376,\n", + " 'eval_acc': 0.95941,\n", + " 'eval_runtime': 559.0469,\n", + " 'eval_samples_per_second': 715.503,\n", + " 'eval_steps_per_second': 22.359,\n", + " 'epoch': 0.71}" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from transformers import TextClassificationPipeline\n", + "\n", + "classifier = TextClassificationPipeline(model=model, tokenizer=tokenizer, device=training_args.device.index)\n", + "\n", + "classifier(\"I came across a lot of reviews stating that it is the best book out there.\")" + ], + "metadata": { + "id": "xMy_GD9v2rcj", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "ecc36d5b-d261-493a-db1b-cfdce6ab18bb" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "The model 'RobertaModelWithHeads' is not supported for . Supported models are ['AlbertForSequenceClassification', 'BartForSequenceClassification', 'BertForSequenceClassification', 'BigBirdForSequenceClassification', 'BigBirdPegasusForSequenceClassification', 'BloomForSequenceClassification', 'CamembertForSequenceClassification', 'CanineForSequenceClassification', 'ConvBertForSequenceClassification', 'CTRLForSequenceClassification', 'Data2VecTextForSequenceClassification', 'DebertaForSequenceClassification', 'DebertaV2ForSequenceClassification', 'DistilBertForSequenceClassification', 'ElectraForSequenceClassification', 'ErnieForSequenceClassification', 'EsmForSequenceClassification', 'FlaubertForSequenceClassification', 'FNetForSequenceClassification', 'FunnelForSequenceClassification', 'GPT2ForSequenceClassification', 'GPT2ForSequenceClassification', 'GPTNeoForSequenceClassification', 'GPTJForSequenceClassification', 'IBertForSequenceClassification', 'LayoutLMForSequenceClassification', 'LayoutLMv2ForSequenceClassification', 'LayoutLMv3ForSequenceClassification', 'LEDForSequenceClassification', 'LiltForSequenceClassification', 'LongformerForSequenceClassification', 'LukeForSequenceClassification', 'MarkupLMForSequenceClassification', 'MBartForSequenceClassification', 'MegatronBertForSequenceClassification', 'MobileBertForSequenceClassification', 'MPNetForSequenceClassification', 'MvpForSequenceClassification', 'NezhaForSequenceClassification', 'NystromformerForSequenceClassification', 'OpenAIGPTForSequenceClassification', 'OPTForSequenceClassification', 'PerceiverForSequenceClassification', 'PLBartForSequenceClassification', 'QDQBertForSequenceClassification', 'ReformerForSequenceClassification', 'RemBertForSequenceClassification', 'RobertaForSequenceClassification', 'RobertaPreLayerNormForSequenceClassification', 'RoCBertForSequenceClassification', 'RoFormerForSequenceClassification', 'SqueezeBertForSequenceClassification', 'TapasForSequenceClassification', 'TransfoXLForSequenceClassification', 'XLMForSequenceClassification', 'XLMRobertaForSequenceClassification', 'XLMRobertaXLForSequenceClassification', 'XLNetForSequenceClassification', 'YosoForSequenceClassification', 'XLMRobertaAdapterModel', 'RobertaAdapterModel', 'AlbertAdapterModel', 'BeitAdapterModel', 'BertAdapterModel', 'BertGenerationAdapterModel', 'DistilBertAdapterModel', 'DebertaV2AdapterModel', 'DebertaAdapterModel', 'BartAdapterModel', 'MBartAdapterModel', 'GPT2AdapterModel', 'GPTJAdapterModel', 'T5AdapterModel', 'ViTAdapterModel'].\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[{'label': 'positive', 'score': 0.5589291453361511}]" + ] + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.save_adapter(\"./final_adapter\", \"amazon_polarity\")\n", + "\n" + ], + "metadata": { + "id": "5HfcCYKQ2-C1", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3883ab42-b6e6-401f-e588-5132bf2e0e45" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Configuration saved in ./final_adapter/adapter_config.json\n", + "Module weights saved in ./final_adapter/pytorch_adapter.bin\n", + "Configuration saved in ./final_adapter/head_config.json\n", + "Module weights saved in ./final_adapter/pytorch_model_head.bin\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!ls -lh final_adapter" + ], + "metadata": { + "id": "yvhgzENR3IFB", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "28db21cd-3765-4fd7-821a-998c7e676db0" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "total 5.7M\n", + "-rw-r--r-- 1 root root 1.1K Mar 12 19:38 adapter_config.json\n", + "-rw-r--r-- 1 root root 411 Mar 12 19:38 head_config.json\n", + "-rw-r--r-- 1 root root 3.5M Mar 12 19:38 pytorch_adapter.bin\n", + "-rw-r--r-- 1 root root 2.3M Mar 12 19:38 pytorch_model_head.bin\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from huggingface_hub import notebook_login\n", + "notebook_login()" + ], + "metadata": { + "id": "wxYn3clr3Ipj", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 331, + "referenced_widgets": [ + "61c2452c737d415c85d10dd3ed17aa4c", + "c4fc5b13518d4a6eae0cccd81a3caf36", + "5b144483be46445b980808056ff57910", + "0cd7f3092e5948939f30e57eb2f91abb", + "790a4a83933944e1857efb80bed6ad23", + "cc6f32c858c74585a162e96793ac73d7", + "ac75abf8ecf445128bc56e10631adea9", + "bcbd473b51f3405e80bbf486df642b74", + "fb6e2f77d271457a8c095ccdfc2bfe91", + "bbff9566e7db4204b1c16553162607c7", + "37efa5fe164b4f6aac80e5784b52a892", + "fdf254c007244453a4b24e1901e54267", + "eac346836b0949dcb014ce78246c28c2", + "0493945bc8bd49319523f205bc0d9b74", + "64027562228a4f66809d47cea1fbdb0a", + "e4da69271ef742efa6d4ae29e36f44ff", + "cbffc25d940341c0abcd72754d3d0ba5" + ] + }, + "outputId": "9374e8d5-a2f4-4aa2-8325-1c59c42f2cd4" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Token is valid.\n", + "Your token has been saved in your configured git credential helpers (store).\n", + "Your token has been saved to /root/.cache/huggingface/token\n", + "Login successful\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "model.push_to_hub(\"my-awesome-model\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 185, + "referenced_widgets": [ + "12e9d13081414c849c0fb9e8490ae3e0", + "890b801ff5d24b41ae92123c30c1767f", + "b242bac86ce84e0cbf79612e361969cb", + "a095d4aa78e644228c53aaa5f021e756", + "524acefdb3e04eb9b9df09163d0a2129", + "af2a62c9e6df459e849888c810d5947e", + "27f460481f454998b6d21a9292b17067", + "49f1cdd66ad5401b886d81a280be43d7", + "da8c09fdf42c4d0e97785a54038f55f0", + "1ffd406b618340a9b1b45fbe34f53086", + "30375e39a0c04dd6908a348c2b594cf7", + "68698109d01b4b198ec9330903a66beb", + "40c385706e98444780136633dc77628f", + "f4fef1e0480646e29e8e47b719e3d66f", + "a6029a0ad491459abdb510ec26a4b3e0", + "bcfae8bf2c4a47a9b8b5e9cf284424ba", + "6616c5bc7ec644e9bb99fc28450ec5c7", + "4538fde10ec54ecb9d9993524466a221", + "bf9d4e65350044baa0067ab0a20bfdca", + "30b4c745960c4e89bd0b68f091a0a360", + "05574f32bf784c05b0baa7b4d30cde4c", + "fde674d39b344b9f849b3338d1b1c814" + ] + }, + "id": "sW_hBu32RSPX", + "outputId": "3aac29c6-9c84-4c8f-d642-f4cf0b890f4f" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Configuration saved in /tmp/tmp2jblmuy6/config.json\n", + "Configuration saved in /tmp/tmp2jblmuy6/generation_config.json\n", + "Model weights saved in /tmp/tmp2jblmuy6/pytorch_model.bin\n", + "Uploading the following files to DrishtiSharma/my-awesome-model: generation_config.json,pytorch_model.bin,config.json\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Upload 1 LFS files: 0%| | 0/1 [00:00