{ "cells": [ { "cell_type": "markdown", "id": "b3907ee8-2ed6-4997-b85e-078f18ade788", "metadata": {}, "source": [ "# 2. Korean TrOCR Training\n", "---\n", "\n", "## Introduction\n", "--- \n", "훈련 데이터가 준비되었으면, 허깅페이스의 `VisionEncoderDecoderModel` 클래스로 TrOCR 모델을 쉽게 훈련할 수 있습니다. 이 클래스는 이미지 트랜스포머 기반 인코더(예: ViT, DeiT)와 텍스트 트랜스포머 기반 (예: BERT, RoBERTa) 디코더를 결합한 인코더-디코더 아키텍처를 가지고 있으며, 마이크로소프트에서 영어 이미지 데이터로 사전 훈련된 TrOCR 모델을 공개하였습니다.\n", "\n", "하지만, 한국어 이미지 데이터의 경우는 영문 TrOCR 모델로 미세 조정을 수행하는 것보다 한국어 사전 훈련된 RoBERTa 모델을 초기 가중치로 사용하는 것이 좀 더 유리합니다. \n", "본 핸즈온에서는 앞 모듈에서 준비한 한국어 이미지 데이터로 저자가 사전에 훈련한 모델로 가볍게 미세 조정을 수행하고 추론 결과를 확인합니다. \n", "\n", "만약 전체 데이터셋으로 진행하고 싶다면 첫 번째 코드 셀에서 `FULL_TRAINING = True`로 변경한 후 실행해 주세요. 전체 데이터셋으로 진행하는 경우, 훈련에 매우 오랜 시간이 소요되므로, 분산 훈련을 권장합니다.\n", "SageMaker로 진행하는 경우 `ml.g4dn.12xlarge`나 `ml.g5.12xlarge`를 권장합니다.\n", "\n", "**[Note] SageMaker Studio Lab, SageMaker Studio, SageMaker 노트북 인스턴스, 또는 여러분의 로컬 머신에서 이 데모를 실행할 수 있습니다. SageMaker Studio Lab을 사용하는 경우 GPU를 활성화하세요.**\n", "\n", "\n", "### Referencs\n", "- TrOCR GirHub: https://github.com/microsoft/unilm/tree/master/trocr\n", "- Hugging Face TrOCR Tutorial: https://huggingface.co/docs/transformers/model_doc/trocr\n", "- Hugging Face Stage-1 pre-trained model: https://huggingface.co/microsoft/trocr-base-stage1" ] }, { "cell_type": "code", "execution_count": 1, "id": "7e191846-8c83-442d-83d1-80a556d7303a", "metadata": {}, "outputs": [], "source": [ "FULL_TRAINING = False\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from pynvml import *\n", "import torch\n", "from torch.utils.data import Dataset\n", "from PIL import Image\n", "from transformers import VisionEncoderDecoderModel, AutoTokenizer\n", "\n", "def print_gpu_utilization():\n", " nvmlInit()\n", " handle = nvmlDeviceGetHandleByIndex(0)\n", " info = nvmlDeviceGetMemoryInfo(handle)\n", " print(f\"GPU memory occupied: {info.used//1024**2} MB.\")\n", "\n", "\n", "def print_summary(result):\n", " print(f\"Time: {result.metrics['train_runtime']:.2f}\")\n", " print(f\"Samples/second: {result.metrics['train_samples_per_second']:.2f}\")\n", " print_gpu_utilization()\n", " \n", "\n", "df = pd.read_csv('labels.txt', header=None, sep=\"^(\\d+\\.jpg)\", engine='python')\n", "df = df.drop(df.columns[[0]], axis=1)\n", "df.rename(columns={1: \"file_name\", 2: \"text\"}, inplace=True)\n", "df['text'] = df['text'].str.strip()\n", "\n", "# Just for hands-on lab\n", "if not FULL_TRAINING:\n", " df = df.sample(n=100, random_state=42)" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bb9c225-b422-47c2-a025-6038bdde44b9", "metadata": {}, "outputs": [], "source": [ "if FULL_TRAINING:\n", " vision_hf_model = 'facebook/deit-base-distilled-patch16-384'\n", " nlp_hf_model = \"klue/roberta-base\"\n", " \n", " # Reference: https://github.com/huggingface/transformers/issues/15823\n", " # initialize the encoder from a pretrained ViT and the decoder from a pretrained BERT model. \n", " # Note that the cross-attention layers will be randomly initialized, and need to be fine-tuned on a downstream dataset\n", " model = VisionEncoderDecoderModel.from_encoder_decoder_pretrained(vision_hf_model, nlp_hf_model)\n", " tokenizer = AutoTokenizer.from_pretrained(nlp_hf_model)\n", "else:\n", " trocr_model = 'daekeun-ml/ko-trocr-base-nsmc-news-chatbot'\n", " model = VisionEncoderDecoderModel.from_pretrained(trocr_model)\n", " tokenizer = AutoTokenizer.from_pretrained(trocr_model) " ] }, { "cell_type": "code", "execution_count": 4, "id": "dc5c0868-fcdd-4278-9766-9784770ec5c6", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "train_df, test_df = train_test_split(df, test_size=0.1)\n", "train_df.reset_index(drop=True, inplace=True)\n", "test_df.reset_index(drop=True, inplace=True)" ] }, { "cell_type": "markdown", "id": "26b353aa-b134-4d60-b8e4-ef15f5aa32ca", "metadata": {}, "source": [ "`TrOCRProcessor`를 사용하여 모델의 데이터를 준비합니다. `TrOCRProcessor`는 `ViTFeatureExtractor`(이미지 크기를 조정하고 정규화하는 데 사용) 및 `RobertaTokenizer`(input_ids에서 텍스트를 인코딩 및 디코딩하는 데 사용할 수 있음)를 둘러싼 래퍼 클래스입니다.\n", "\n", "데이터셋의 레코드는 픽셀값과 정답 텍스트(주어진 이미를 설명하는 텍스트를 토큰화한 input_id)을 리턴합니다." ] }, { "cell_type": "code", "execution_count": 5, "id": "426bec7e-60c4-4404-82fe-f3b9e56a4f25", "metadata": {}, "outputs": [], "source": [ "class OCRDataset(Dataset):\n", " def __init__(self, dataset_dir, df, processor, tokenizer, max_target_length=32):\n", " self.dataset_dir = dataset_dir\n", " self.df = df\n", " self.processor = processor\n", " self.max_target_length = max_target_length\n", " self.tokenizer = tokenizer\n", "\n", " def __len__(self):\n", " return len(self.df)\n", "\n", " def __getitem__(self, idx):\n", " # get file name + text \n", " file_name = self.df['file_name'][idx]\n", " text = self.df['text'][idx]\n", " # prepare image (i.e. resize + normalize)\n", " image = Image.open(self.dataset_dir + file_name).convert(\"RGB\")\n", " pixel_values = self.processor(image, return_tensors=\"pt\").pixel_values\n", " # add labels (input_ids) by encoding the text \n", " labels = self.tokenizer(text, padding=\"max_length\", \n", " stride=32,\n", " truncation=True,\n", " max_length=self.max_target_length).input_ids\n", " \n", " # important: make sure that PAD tokens are ignored by the loss function\n", " labels = [label if label != self.tokenizer.pad_token_id else -100 for label in labels]\n", "\n", " encoding = {\"pixel_values\": pixel_values.squeeze(), \"labels\": torch.tensor(labels)}\n", " return encoding" ] }, { "cell_type": "code", "execution_count": 6, "id": "fa9099e8-b0b6-447f-aa91-076db09d5aad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training examples: 90\n", "Number of validation examples: 10\n" ] } ], "source": [ "from transformers import TrOCRProcessor\n", "processor = TrOCRProcessor.from_pretrained(\"microsoft/trocr-base-handwritten\")\n", "dataset_dir = './dataset/'\n", "max_length = 64\n", "\n", "train_dataset = OCRDataset(\n", " dataset_dir=dataset_dir,\n", " df=train_df,\n", " tokenizer=tokenizer,\n", " processor=processor,\n", " max_target_length=max_length\n", ")\n", "eval_dataset = OCRDataset(\n", " dataset_dir=dataset_dir,\n", " df=test_df,\n", " tokenizer=tokenizer,\n", " processor=processor,\n", " max_target_length=max_length\n", ")\n", "\n", "print(\"Number of training examples:\", len(train_dataset))\n", "print(\"Number of validation examples:\", len(eval_dataset))" ] }, { "cell_type": "code", "execution_count": 7, "id": "d375dae9-8258-49f9-8670-c11abc733dea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pixel_values torch.Size([3, 384, 384])\n", "labels torch.Size([64])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_idx = np.random.randint(len(train_df))\n", "encoding = train_dataset[img_idx]\n", "for k,v in encoding.items():\n", " print(k, v.shape)\n", " \n", "image = Image.open(train_dataset.dataset_dir + train_df['file_name'][img_idx]).convert(\"RGB\")\n", "image " ] }, { "cell_type": "code", "execution_count": 8, "id": "a5f4d846-d694-40cc-9212-fa5b6efeadfb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "전형적인 팝콘무비군\n" ] } ], "source": [ "labels = encoding['labels']\n", "labels[labels == -100] = tokenizer.pad_token_id\n", "label_str = tokenizer.decode(labels, skip_special_tokens=True)\n", "print(label_str)" ] }, { "cell_type": "markdown", "id": "d81350f8-944d-4439-950e-bec758725c59", "metadata": {}, "source": [ "
\n", "\n", "## Training\n", "\n", "여기에서 사전 훈련된 가중치에서 TrOCR 모델을 초기화합니다. 모델이 사전 훈련 단계에서 텍스트를 생성하도록 이미 훈련되었기 때문에 언어 모델링 헤드의 가중치는 사전 훈련에서 이미 초기화되었습니다. 자세한 내용은 논문을 참조하십시오." ] }, { "cell_type": "markdown", "id": "c2b6e879-49d8-45ab-8c1a-373af1af0028", "metadata": {}, "source": [ "- 레이블에서 decoder_input_ids를 생성하는 데 필요한 속성(모델은 레이블을 오른쪽으로 한 위치 이동하고 decoder_start_token_id 앞에 추가하고 -100인 id를 pad_token_id로 교체하여 decoder_input_ids를 자동으로 생성합니다)\n", "- 모델의 어휘 크기(디코더 상단의 언어 모델링 헤드용)\n", "- 텍스트를 생성할 때 사용되는 beam-search 관련 매개변수.\n", "\n", "\n", "Importantly, we need to set a couple of attributes, namely:\n", "\n", "- the attributes required for creating the decoder_input_ids from the labels (the model will automatically create the decoder_input_ids by shifting the labels one position to the right and prepending the decoder_start_token_id, as well as replacing ids which are -100 by the pad_token_id)\n", "- the vocabulary size of the model (for the language modeling head on top of the decoder)\n", "- beam-search related parameters which are used when generating text." ] }, { "cell_type": "code", "execution_count": 9, "id": "ccddb3bf-d83c-47a5-b0cc-93dda0b71e77", "metadata": {}, "outputs": [], "source": [ "# set special tokens used for creating the decoder_input_ids from the labels\n", "model.config.decoder_start_token_id = tokenizer.cls_token_id\n", "model.config.pad_token_id = tokenizer.pad_token_id\n", "model.config.vocab_size = model.config.decoder.vocab_size\n", "\n", "# set beam search parameters\n", "model.config.eos_token_id = tokenizer.sep_token_id\n", "model.config.max_length = max_length\n", "model.config.early_stopping = True\n", "model.config.no_repeat_ngram_size = 3\n", "model.config.length_penalty = 2.0\n", "model.config.num_beams = 4" ] }, { "cell_type": "code", "execution_count": 10, "id": "ee4a77f4-08a0-49a3-b590-b4155aa05199", "metadata": {}, "outputs": [], "source": [ "from transformers import Seq2SeqTrainer, Seq2SeqTrainingArguments\n", "\n", "training_args = Seq2SeqTrainingArguments(\n", " predict_with_generate=True,\n", " evaluation_strategy=\"steps\",\n", " per_device_train_batch_size=16,\n", " per_device_eval_batch_size=16,\n", " num_train_epochs=1,\n", " fp16=True,\n", " learning_rate=4e-5,\n", " output_dir=\"./\",\n", " logging_dir=\"./logs\",\n", " logging_steps=10,\n", " save_steps=5000,\n", " eval_steps=5000,\n", ")" ] }, { "cell_type": "markdown", "id": "e0b915e5-d73e-47df-83c3-236b9daccd31", "metadata": {}, "source": [ "문자 오류율(CER; Character Error Rate)과 단어 오류율(WER; Word Error Rate) 지표로 모델을 평가합니다." ] }, { "cell_type": "code", "execution_count": 11, "id": "e798c419-d950-4f6e-bcfa-c247162f5c7e", "metadata": {}, "outputs": [], "source": [ "import evaluate\n", "cer_metric = evaluate.load(\"cer\")\n", "wer_metric = evaluate.load(\"wer\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "66ee0cad-48c8-49f8-a8ae-0e86efa57d8f", "metadata": {}, "outputs": [], "source": [ "def compute_metrics(pred):\n", " labels_ids = pred.label_ids\n", " pred_ids = pred.predictions\n", "\n", " pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True)\n", " labels_ids[labels_ids == -100] = processor.tokenizer.pad_token_id\n", " label_str = tokenizer.batch_decode(labels_ids, skip_special_tokens=True)\n", "\n", " cer = cer_metric.compute(predictions=pred_str, references=label_str)\n", " wer = wer_metric.compute(predictions=pred_str, references=label_str)\n", "\n", " return {\"cer\": cer, \"wer\": wer}" ] }, { "cell_type": "code", "execution_count": 14, "id": "534b42d6-c389-4719-9e10-c67e486e6708", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using cuda_amp half precision backend\n" ] } ], "source": [ "from transformers import default_data_collator\n", "\n", "# instantiate trainer\n", "trainer = Seq2SeqTrainer(\n", " model=model,\n", " tokenizer=tokenizer,\n", " args=training_args,\n", " compute_metrics=compute_metrics,\n", " train_dataset=train_dataset,\n", " eval_dataset=eval_dataset,\n", " data_collator=default_data_collator,\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "28fe0990-a6fa-4caf-83a1-578946adc51a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPU memory occupied: 2519 MB.\n" ] } ], "source": [ "print_gpu_utilization()" ] }, { "cell_type": "code", "execution_count": 16, "id": "5f54ce86-af28-4323-a9b8-3074ddd999fa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ec2-user/anaconda3/envs/pytorch_p38/lib/python3.8/site-packages/transformers/optimization.py:306: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n", " warnings.warn(\n", "***** Running training *****\n", " Num examples = 90\n", " Num Epochs = 1\n", " Instantaneous batch size per device = 16\n", " Total train batch size (w. parallel, distributed & accumulation) = 128\n", " Gradient Accumulation steps = 1\n", " Total optimization steps = 1\n", " Number of trainable parameters = 225701120\n", "/home/ec2-user/anaconda3/envs/pytorch_p38/lib/python3.8/site-packages/torch/nn/parallel/_functions.py:68: UserWarning: Was asked to gather along dimension 0, but all input tensors were scalars; will instead unsqueeze and return a vector.\n", " warnings.warn('Was asked to gather along dimension 0, but all '\n" ] }, { "data": { "text/html": [ "\n", "
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\n", "Training completed. Do not forget to share your model on huggingface.co/models =)\n", "\n", "\n" ] } ], "source": [ "result = trainer.train()" ] }, { "cell_type": "code", "execution_count": 17, "id": "6e0f9ebd-3da8-4041-8c15-87c7e05de9eb", "metadata": {}, "outputs": [], "source": [ "if FULL_TRAINING:\n", " steps = []\n", " losses = []\n", " for obj in trainer.state.log_history:\n", " steps.append(obj['step'])\n", " losses.append(obj['loss'])\n", "\n", " import matplotlib.pyplot as plt\n", " f = plt.figure(figsize=(12,6))\n", " plt.plot(steps, losses)\n", " plt.xlabel('step')\n", " plt.ylabel('training loss')\n", " plt.show() " ] }, { "cell_type": "code", "execution_count": 18, "id": "62c79138-f4cb-42d8-870f-ef0a70e308d0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Saving model checkpoint to ./model\n", "Configuration saved in ./model/config.json\n", "Model weights saved in ./model/pytorch_model.bin\n", "tokenizer config file saved in ./model/tokenizer_config.json\n", "Special tokens file saved in ./model/special_tokens_map.json\n" ] } ], "source": [ "trainer.save_model(output_dir=\"./model\")" ] }, { "cell_type": "markdown", "id": "b652e7b0-3ac4-4f7a-bd43-6e708faf032b", "metadata": {}, "source": [ "
\n", "\n", "## Evaluation and Inference\n", "---\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "775e24c9-76a0-4862-96cb-6c13a1c7e3a5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "***** Running Evaluation *****\n", " Num examples = 10\n", " Batch size = 128\n" ] }, { "data": { "text/html": [ "\n", "

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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import glob\n", "sample_img_paths = glob.glob('sample_imgs/*.jpg')\n", "img_idx = np.random.randint(len(sample_img_paths))\n", "image = Image.open(sample_img_paths[img_idx])\n", "#img_idx = np.random.randint(len(eval_dataset))\n", "#image = Image.open(eval_dataset.dataset_dir + train_df['file_name'][img_idx])\n", "image" ] }, { "cell_type": "code", "execution_count": 24, "id": "ab43821c-a41c-45fc-9eab-36a1de873271", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor([[ 0, 0, 3727, 4264, 4722, 2079, 6921, 2336, 5343, 2138,\n", " 3627, 4902, 14554, 3849, 2138, 4064, 2446, 1478, 3658, 3989,\n", " 19521, 6921, 2151, 3691, 2151, 3691, 2145, 5937, 2020, 2042,\n", " 5113, 886, 2069, 3835, 31302, 2200, 1902, 2219, 3606, 2]],\n", " device='cuda:0'),\n", " '특히 수출 중소기업의 물류난 해소를 위해 무역금융 규모를 40조 원 이상 확대하고 물류비 지원비 지원과 임시선박 투입 등을 추진하기로 했습니다')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from transformers import TrOCRProcessor, VisionEncoderDecoderModel\n", "device = torch.device('cuda')\n", "\n", "pixel_values = (processor(image, return_tensors=\"pt\").pixel_values).to(device)\n", "generated_ids = model.generate(pixel_values)\n", "generated_text = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0] \n", "generated_ids, generated_text" ] }, { "cell_type": "markdown", "id": "9a3b6c3e-9c94-4873-9277-aba07069f3df", "metadata": {}, "source": [ "
\n", "\n", "## Clean up\n", "---\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "310923c4-c85f-4f3e-9084-ff383a4f39be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n", "To disable this warning, you can either:\n", "\t- Avoid using `tokenizers` before the fork if possible\n", "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n" ] } ], "source": [ "!rm -rf model" ] }, { "cell_type": "markdown", "id": "4c985514-d040-455e-8ad2-52c1faf5c0b4", "metadata": {}, "source": [ "## (Optional) Upload to Hugging Face Hub" ] }, { "cell_type": "code", "execution_count": 28, "id": "694d2e47-231f-4dbd-8762-a887fd2d6c8f", "metadata": {}, "outputs": [], "source": [ "# !pip install huggingface_hub" ] }, { "cell_type": "code", "execution_count": 29, "id": "ed964996-6d2d-42e8-a944-7f07c5f86fe6", "metadata": {}, "outputs": [], "source": [ "# from huggingface_hub import notebook_login\n", "# notebook_login()" ] }, { "cell_type": "code", "execution_count": 30, "id": "ed79bcf4", "metadata": {}, "outputs": [], "source": [ "# # repo\n", "# MODEL_SAVE_REPO = '[YOUR-REPO]'\n", "# HUGGINGFACE_AUTH_TOKEN = '[YOUR-TOKEN]' # https://huggingface.co/settings/token\n", "\n", "# # Push to huggingface-hub\n", "# model.push_to_hub(\n", "# MODEL_SAVE_REPO,\n", "# use_temp_dir=True,\n", "# use_auth_token=HUGGINGFACE_AUTH_TOKEN\n", "# )\n", "\n", "# tokenizer.push_to_hub(\n", "# MODEL_SAVE_REPO,\n", "# use_temp_dir=True,\n", "# use_auth_token=HUGGINGFACE_AUTH_TOKEN\n", "# )" ] } ], "metadata": { "kernelspec": { "display_name": "conda_pytorch_p38", "language": "python", "name": "conda_pytorch_p38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }