diff --git "a/test/dataset_test.ipynb" "b/test/dataset_test.ipynb" new file mode 100644--- /dev/null +++ "b/test/dataset_test.ipynb" @@ -0,0 +1,307 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from datasets import load_dataset\n", + "from transformers import AutoTokenizer" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from transformers.models.bart import BartForConditionalGeneration\n", + "model = BartForConditionalGeneration.from_pretrained('facebook/bart-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "basepath = \"/data/jyk/aac_dataset/clotho/encodec/\"\n", + "tokenizer = AutoTokenizer.from_pretrained('facebook/bart-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "basepath = \"/data/jyk/aac_dataset/clotho/encodec/\"\n", + "tokenizer = AutoTokenizer.from_pretrained('facebook/bart-large')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data_files = {\"train\": \"csv/train_short.csv\", \"validation\": \"csv/valid_short.csv\"}" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Found cached dataset csv (/root/.cache/huggingface/datasets/csv/default-8533483370f473b7/0.0.0/eea64c71ca8b46dd3f537ed218fc9bf495d5707789152eb2764f5c78fa66d59d)\n", + "100%|██████████| 2/2 [00:00<00:00, 637.77it/s]\n" + ] + } + ], + "source": [ + "raw_dataset = load_dataset(\"csv\", data_files=data_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Dataset({\n", + " features: ['file_path', 'caption'],\n", + " num_rows: 19175\n", + "})" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_dataset['train']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import torch\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def preprocessing(example):\n", + " path = example['file_path']\n", + " encodec = np.load(os.path.join(basepath, path))\n", + " \n", + " target_text = tokenizer(text_target=example['caption'])\n", + " labels = target_text['input_ids']\n", + "\n", + " #print('encodec',type(encodec))\n", + " # print('labels', type(labels))\n", + " model_input = {'input_ids': encodec , 'labels': labels}\n", + " # print(type(model_input['input_ids']))\n", + " return model_input\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading cached processed dataset at /root/.cache/huggingface/datasets/csv/default-8533483370f473b7/0.0.0/eea64c71ca8b46dd3f537ed218fc9bf495d5707789152eb2764f5c78fa66d59d/cache-e2f7646d8ef1d40a_*_of_00016.arrow\n" + ] + } + ], + "source": [ + "train_dataset = raw_dataset['train'].map(preprocessing, num_proc=16, )\n", + "train_dataset.set_format(\"pt\", columns=['input_ids', 'labels'])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'input_ids': tensor([[206, 596, 996, ..., 715, 571, 627],\n", + " [ 16, 62, 178, ..., 395, 723, 125],\n", + " [ 16, 865, 297, ..., 586, 568, 156],\n", + " ...,\n", + " [ 16, 54, 930, ..., 529, 595, 877],\n", + " [659, 858, 111, ..., 375, 843, 364],\n", + " [ 63, 204, 601, ..., 918, 52, 329]]),\n", + " 'labels': tensor([ 0, 250, 475, 23521, 6496, 9, 3187, 4238, 9, 5,\n", + " 1012, 2])}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_dataset[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Loading cached processed dataset at /root/.cache/huggingface/datasets/csv/default-8533483370f473b7/0.0.0/eea64c71ca8b46dd3f537ed218fc9bf495d5707789152eb2764f5c78fa66d59d/cache-cb1bf448f3e38c57_*_of_00016.arrow\n" + ] + } + ], + "source": [ + "valid_dataset = raw_dataset['validation'].map(preprocessing, num_proc=16)\n", + "valid_dataset.set_format('pt', columns=['input_ids', 'labels'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import DataCollatorForSeq2Seq\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer=tokenizer, model=model, return_tensors=\"pt\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.utils.data import DataLoader\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'input_ids': tensor([[206, 596, 996, ..., 715, 571, 627],\n", + " [ 16, 62, 178, ..., 395, 723, 125],\n", + " [ 16, 865, 297, ..., 586, 568, 156],\n", + " ...,\n", + " [ 16, 54, 930, ..., 529, 595, 877],\n", + " [659, 858, 111, ..., 375, 843, 364],\n", + " [ 63, 204, 601, ..., 918, 52, 329]]), 'labels': tensor([ 0, 250, 475, 23521, 6496, 9, 3187, 4238, 9, 5,\n", + " 1012, 2])}\n" + ] + } + ], + "source": [ + "print(train_dataset[0])\n", + "train_dataloader = DataLoader(\n", + " train_dataset, shuffle=True, collate_fn=data_collator, batch_size=8)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input_ids\n", + "[[[106, 928, 710, 360, 862, 19, 406, 1012], [257, 937, 653, 859, 680, 19, 491, 472], [855, 371, 653, 364, 537, 692, 772, 818], [257, 937, 618, 866, 680, 982, 866, 42], [904, 544, 819, 739, 685, 931, 628, 989], [855, 928, 937, 1018, 977, 634, 799, 835], [904, 363, 212, 493, 882, 763, 847, 237], [855, 841, 653, 889, 407, 634, 748, 237], [904, 741, 752, 859, 862, 430, 526, 975], [257, 404, 982, 830, 977, 239, 628, 42], [257, 363, 618, 780, 111, 185, 786, 534], [855, 302, 752, 215, 953, 887, 528, 989], [904, 937, 829, 889, 190, 494, 782, 343], [430, 928, 821, 215, 862, 634, 550, 558], [257, 859, 856, 956, 977, 19, 78, 393], [855, 424, 653, 558, 378, 461, 547, 322], [855, 841, 653, 919, 190, 634, 628, 472], [855, 974, 752, 866, 271, 982, 764, 989], [904, 133, 618, 1014, 683, 956, 114, 467], [855, 974, 1000, 255, 271, 634, 977, 701], [904, 974, 1000, 1022, 683, 887, 905, 237], [25, 144, 601, 815, 378, 461, 755, 617], [25, 870, 626, 1018, 701, 634, 905, 940], [25, 809, 842, 866, 38, 742, 887, 617], [904, 519, 730, 364, 701, 763, 764, 878], [779, 928, 618, 993, 981, 634, 550, 832], [779, 404, 612, 36, 712, 692, 887, 383], [855, 302, 842, 1018, 407, 1005, 786, 583], [430, 859, 653, 962, 652, 851, 453, 937], [257, 544, 842, 721, 646, 487, 453, 472], [855, 424, 821, 865, 446, 505, 406, 989], [1019, 937, 653, 962, 454, 982, 453, 948], [855, 544, 819, 714, 804, 461, 453, 1019], [855, 937, 832, 889, 375, 982, 887, 818], [1019, 928, 982, 838, 336, 929, 908, 628], [106, 518, 678, 1022, 448, 903, 562, 701], [106, 424, 653, 1018, 448, 41, 628, 628], [876, 928, 819, 838, 862, 929, 1002, 975], [855, 544, 786, 866, 884, 412, 667, 947], [855, 841, 710, 838, 804, 825, 993, 1012], [855, 518, 618, 838, 884, 939, 628, 701], [1017, 841, 1000, 741, 712, 41, 772, 931], [855, 404, 829, 1022, 884, 412, 977, 948], [106, 363, 982, 956, 712, 986, 562, 701], [1017, 913, 653, 793, 882, 41, 860, 948], [855, 765, 786, 919, 190, 435, 562, 647], [855, 765, 1015, 830, 375, 986, 526, 472], [106, 363, 653, 1018, 111, 929, 977, 42], [106, 424, 982, 1018, 804, 1011, 291, 937], [257, 859, 678, 734, 712, 929, 1015, 947], [1017, 913, 989, 1018, 190, 632, 291, 383], [106, 424, 832, 956, 862, 881, 860, 937], [106, 937, 821, 919, 882, 881, 782, 975], [1019, 913, 821, 1022, 862, 982, 908, 628], [106, 937, 821, 859, 448, 505, 860, 975], [876, 841, 653, 866, 882, 692, 1015, 475], [1019, 544, 832, 74, 528, 851, 570, 475], [106, 424, 937, 956, 884, 435, 1015, 558], [1019, 544, 653, 74, 622, 929, 900, 828], [876, 928, 937, 956, 804, 881, 570, 1012], [106, 363, 982, 956, 528, 430, 1002, 518], [106, 518, 710, 215, 448, 881, 485, 628], [855, 544, 36, 1018, 804, 435, 667, 516], [1017, 841, 752, 919, 622, 881, 485, 628], [1019, 913, 653, 1022, 190, 929, 782, 931], [1017, 913, 36, 1022, 622, 632, 570, 475], [1019, 928, 819, 1022, 190, 701, 1015, 701], [835, 740, 786, 866, 190, 1005, 562, 948], [855, 859, 710, 838, 622, 881, 782, 1019], [106, 544, 678, 1018, 712, 881, 977, 701], [1017, 740, 821, 673, 712, 986, 860, 518], [106, 424, 678, 741, 375, 632, 755, 931], [1019, 928, 819, 493, 190, 632, 977, 948], [106, 937, 819, 741, 190, 881, 908, 937], [106, 302, 678, 838, 622, 632, 1002, 975], [738, 424, 1000, 74, 448, 903, 977, 931], [106, 424, 786, 793, 448, 903, 562, 975], [876, 302, 653, 1014, 407, 41, 1002, 701], [106, 544, 678, 493, 646, 881, 900, 989], [887, 646, 821, 739, 446, 982, 772, 948], [257, 544, 915, 673, 446, 430, 772, 383], [475, 937, 989, 215, 884, 41, 1015, 237], [106, 424, 821, 741, 407, 881, 900, 948], [855, 363, 821, 933, 407, 632, 887, 975], [1017, 544, 1000, 673, 804, 334, 528, 948], [1019, 544, 821, 956, 622, 929, 772, 558], [106, 544, 786, 741, 622, 435, 570, 832], [106, 937, 653, 215, 375, 435, 1002, 701], [738, 544, 653, 956, 622, 929, 485, 475], [106, 544, 36, 215, 448, 939, 570, 975], [1017, 544, 36, 1018, 528, 435, 772, 975], [106, 424, 821, 866, 882, 412, 1002, 701], [747, 984, 618, 686, 314, 27, 743, 838], [935, 1002, 480, 1019, 537, 205, 755, 2], [73, 414, 732, 993, 984, 373, 794, 845], [887, 741, 816, 780, 505, 826, 793, 1009], [887, 969, 513, 675, 742, 4, 291, 608], [887, 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462, 823], [65, 860, 775, 435, 837, 900, 420, 217], [951, 291, 1002, 46, 46, 250, 937, 939], [16, 387, 46, 307, 180, 462, 842, 191], [16, 304, 173, 695, 814, 53, 72, 491], [172, 275, 182, 498, 34, 898, 702, 191], [247, 53, 334, 989, 660, 379, 649, 727], [87, 229, 748, 900, 816, 811, 685, 423], [172, 511, 926, 475, 761, 199, 970, 535], [230, 297, 511, 489, 811, 40, 620, 163], [172, 701, 106, 319, 239, 396, 676, 939], [222, 292, 849, 98, 805, 836, 13, 272], [951, 41, 178, 498, 819, 48, 901, 338], [172, 89, 151, 864, 929, 242, 904, 111], [172, 205, 394, 325, 538, 470, 1004, 477], [335, 684, 415, 1023, 63, 574, 315, 205], [951, 858, 300, 884, 493, 160, 359, 920], [951, 520, 389, 238, 259, 707, 566, 164], [951, 634, 239, 981, 767, 138, 720, 422], [372, 960, 141, 237, 311, 360, 766, 298], [694, 682, 616, 46, 267, 463, 989, 987], [233, 652, 941, 664, 303, 199, 213, 491], [372, 833, 239, 88, 525, 893, 847, 346], [747, 222, 809, 1, 411, 996, 678, 597], [747, 41, 179, 257, 208, 392, 191, 384], 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])])\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Unable to create tensor, you should probably activate truncation and/or padding with 'padding=True' 'truncation=True' to have batched tensors with the same length. Perhaps your features (`input_ids` in this case) have excessive nesting (inputs type `list` where type `int` is expected).", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/transformers/tokenization_utils_base.py:731\u001b[0m, in \u001b[0;36mBatchEncoding.convert_to_tensors\u001b[0;34m(self, tensor_type, prepend_batch_axis)\u001b[0m\n\u001b[1;32m 730\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_tensor(value):\n\u001b[0;32m--> 731\u001b[0m tensor \u001b[39m=\u001b[39m as_tensor(value)\n\u001b[1;32m 733\u001b[0m \u001b[39m# Removing this for now in favor of controlling the shape with `prepend_batch_axis`\u001b[39;00m\n\u001b[1;32m 734\u001b[0m \u001b[39m# # at-least2d\u001b[39;00m\n\u001b[1;32m 735\u001b[0m \u001b[39m# if tensor.ndim > 2:\u001b[39;00m\n\u001b[1;32m 736\u001b[0m \u001b[39m# tensor = tensor.squeeze(0)\u001b[39;00m\n\u001b[1;32m 737\u001b[0m \u001b[39m# elif tensor.ndim < 2:\u001b[39;00m\n\u001b[1;32m 738\u001b[0m \u001b[39m# tensor = tensor[None, :]\u001b[39;00m\n", + "\u001b[0;31mTypeError\u001b[0m: not a sequence", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/workspace/audiobart/dataset_test.ipynb Cell 16\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mfor\u001b[39;00m batch \u001b[39min\u001b[39;00m train_dataloader:\n\u001b[1;32m 2\u001b[0m \u001b[39mprint\u001b[39m(batch)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/torch/utils/data/dataloader.py:628\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 625\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_sampler_iter \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 626\u001b[0m \u001b[39m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m 627\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_reset() \u001b[39m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 628\u001b[0m data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_next_data()\n\u001b[1;32m 629\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_yielded \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m1\u001b[39m\n\u001b[1;32m 630\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dataset_kind \u001b[39m==\u001b[39m _DatasetKind\u001b[39m.\u001b[39mIterable \u001b[39mand\u001b[39;00m \\\n\u001b[1;32m 631\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_IterableDataset_len_called \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39mand\u001b[39;00m \\\n\u001b[1;32m 632\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_num_yielded \u001b[39m>\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_IterableDataset_len_called:\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/torch/utils/data/dataloader.py:671\u001b[0m, in \u001b[0;36m_SingleProcessDataLoaderIter._next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 669\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_next_data\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[1;32m 670\u001b[0m index \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_next_index() \u001b[39m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 671\u001b[0m data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_dataset_fetcher\u001b[39m.\u001b[39;49mfetch(index) \u001b[39m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m 672\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_pin_memory:\n\u001b[1;32m 673\u001b[0m data \u001b[39m=\u001b[39m _utils\u001b[39m.\u001b[39mpin_memory\u001b[39m.\u001b[39mpin_memory(data, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_pin_memory_device)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/torch/utils/data/_utils/fetch.py:61\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 59\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdataset[possibly_batched_index]\n\u001b[0;32m---> 61\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcollate_fn(data)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/transformers/data/data_collator.py:586\u001b[0m, in \u001b[0;36mDataCollatorForSeq2Seq.__call__\u001b[0;34m(self, features, return_tensors)\u001b[0m\n\u001b[1;32m 583\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 584\u001b[0m feature[\u001b[39m\"\u001b[39m\u001b[39mlabels\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mconcatenate([remainder, feature[\u001b[39m\"\u001b[39m\u001b[39mlabels\u001b[39m\u001b[39m\"\u001b[39m]])\u001b[39m.\u001b[39mastype(np\u001b[39m.\u001b[39mint64)\n\u001b[0;32m--> 586\u001b[0m features \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtokenizer\u001b[39m.\u001b[39;49mpad(\n\u001b[1;32m 587\u001b[0m features,\n\u001b[1;32m 588\u001b[0m padding\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mpadding,\n\u001b[1;32m 589\u001b[0m max_length\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmax_length,\n\u001b[1;32m 590\u001b[0m pad_to_multiple_of\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mpad_to_multiple_of,\n\u001b[1;32m 591\u001b[0m return_tensors\u001b[39m=\u001b[39;49mreturn_tensors,\n\u001b[1;32m 592\u001b[0m )\n\u001b[1;32m 594\u001b[0m \u001b[39m# prepare decoder_input_ids\u001b[39;00m\n\u001b[1;32m 595\u001b[0m \u001b[39mif\u001b[39;00m (\n\u001b[1;32m 596\u001b[0m labels \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 597\u001b[0m \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmodel \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 598\u001b[0m \u001b[39mand\u001b[39;00m \u001b[39mhasattr\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmodel, \u001b[39m\"\u001b[39m\u001b[39mprepare_decoder_input_ids_from_labels\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 599\u001b[0m ):\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/transformers/tokenization_utils_base.py:3061\u001b[0m, in \u001b[0;36mPreTrainedTokenizerBase.pad\u001b[0;34m(self, encoded_inputs, padding, max_length, pad_to_multiple_of, return_attention_mask, return_tensors, verbose)\u001b[0m\n\u001b[1;32m 3058\u001b[0m batch_outputs[key] \u001b[39m=\u001b[39m []\n\u001b[1;32m 3059\u001b[0m batch_outputs[key]\u001b[39m.\u001b[39mappend(value)\n\u001b[0;32m-> 3061\u001b[0m \u001b[39mreturn\u001b[39;00m BatchEncoding(batch_outputs, tensor_type\u001b[39m=\u001b[39;49mreturn_tensors)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/transformers/tokenization_utils_base.py:211\u001b[0m, in \u001b[0;36mBatchEncoding.__init__\u001b[0;34m(self, data, encoding, tensor_type, prepend_batch_axis, n_sequences)\u001b[0m\n\u001b[1;32m 207\u001b[0m n_sequences \u001b[39m=\u001b[39m encoding[\u001b[39m0\u001b[39m]\u001b[39m.\u001b[39mn_sequences\n\u001b[1;32m 209\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_n_sequences \u001b[39m=\u001b[39m n_sequences\n\u001b[0;32m--> 211\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mconvert_to_tensors(tensor_type\u001b[39m=\u001b[39;49mtensor_type, prepend_batch_axis\u001b[39m=\u001b[39;49mprepend_batch_axis)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/transformers/tokenization_utils_base.py:750\u001b[0m, in \u001b[0;36mBatchEncoding.convert_to_tensors\u001b[0;34m(self, tensor_type, prepend_batch_axis)\u001b[0m\n\u001b[1;32m 748\u001b[0m \u001b[39mprint\u001b[39m(value)\n\u001b[1;32m 749\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mitems())\n\u001b[0;32m--> 750\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 751\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mUnable to create tensor, you should probably activate truncation and/or padding with\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 752\u001b[0m \u001b[39m\"\u001b[39m\u001b[39m \u001b[39m\u001b[39m'\u001b[39m\u001b[39mpadding=True\u001b[39m\u001b[39m'\u001b[39m\u001b[39m \u001b[39m\u001b[39m'\u001b[39m\u001b[39mtruncation=True\u001b[39m\u001b[39m'\u001b[39m\u001b[39m to have batched tensors with the same length. Perhaps your\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 753\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m features (`\u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m` in this case) have excessive nesting (inputs type `list` where type `int` is\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 754\u001b[0m \u001b[39m\"\u001b[39m\u001b[39m expected).\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 755\u001b[0m ) \u001b[39mfrom\u001b[39;00m \u001b[39me\u001b[39;00m\n\u001b[1;32m 757\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\n", + "\u001b[0;31mValueError\u001b[0m: Unable to create tensor, you should probably activate truncation and/or padding with 'padding=True' 'truncation=True' to have batched tensors with the same length. Perhaps your features (`input_ids` in this case) have excessive nesting (inputs type `list` where type `int` is expected)." + ] + } + ], + "source": [ + "for batch in train_dataloader:\n", + " print(batch)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}