From 94f6c024fe2d04629ba86d39c6d1ea6aaffbfb21 Mon Sep 17 00:00:00 2001 From: Aladdin Persson Date: Tue, 21 Feb 2023 16:25:42 +0100 Subject: [PATCH] add lightning code, finetuning whisper, recommender system neural collaborative filtering --- ML/Pytorch/Basics/lightning_simple_CNN.py | 190 + .../finetune_t5_lightning-checkpoint.ipynb | 3487 ++++++++++++++++ ...etuning_t5_small_cnndaily-checkpoint.ipynb | 3585 +++++++++++++++++ .../learning-checkpoint.ipynb | 580 +++ .../huggingface/finetune_t5_lightning.ipynb | 3487 ++++++++++++++++ .../finetuning_t5_small_cnndaily.ipynb | 3585 +++++++++++++++++ ML/Pytorch/huggingface/learning.ipynb | 580 +++ ML/Pytorch/huggingface/learninghugg.py | 41 + ML/Pytorch/huggingface/test.py | 2 + ..._2121f91a-3045-4142-95c9-9f29857117c1.ckpt | Bin 0 -> 1313220 bytes .../VAE/lightning_vae/dataset.py | 60 + .../more_advanced/VAE/lightning_vae/model.py | 92 + .../more_advanced/VAE/lightning_vae/train.py | 49 + .../more_advanced/VAE/lightning_vae/utils.py | 41 + ML/Pytorch/more_advanced/VAE/train.py | 25 - .../finetuning_whisper/dataset.py | 120 + .../more_advanced/finetuning_whisper/model.py | 34 + .../finetuning_whisper/steps.txt | 9 + .../more_advanced/finetuning_whisper/test.py | 7 + .../more_advanced/finetuning_whisper/train.py | 31 + .../finetuning_whisper/whisper.py | 181 + .../1. start code/simple_fc.py | 110 + .../10. Multi-GPU/callbacks.py | 12 + .../pytorch_lightning/10. Multi-GPU/config.py | 15 + .../10. Multi-GPU/dataset.py | 64 + .../pytorch_lightning/10. Multi-GPU/model.py | 89 + .../pytorch_lightning/10. Multi-GPU/train.py | 43 + .../2. LightningModule/simple_fc.py | 154 + .../3. Lightning Trainer/simple_fc.py | 126 + .../pytorch_lightning/4. Metrics/simple_fc.py | 150 + .../5. DataModule/simple_fc.py | 146 + .../6. Restructuring/config.py | 15 + .../6. Restructuring/dataset.py | 59 + .../6. Restructuring/model.py | 71 + .../6. Restructuring/train.py | 27 + .../7. Callbacks/callbacks.py | 12 + .../pytorch_lightning/7. Callbacks/config.py | 15 + .../pytorch_lightning/7. Callbacks/dataset.py | 59 + .../pytorch_lightning/7. Callbacks/model.py | 71 + .../pytorch_lightning/7. Callbacks/train.py | 31 + .../8. Logging Tensorboard/callbacks.py | 12 + .../8. Logging Tensorboard/config.py | 15 + .../8. Logging Tensorboard/dataset.py | 64 + .../8. Logging Tensorboard/model.py | 79 + .../8. Logging Tensorboard/train.py | 34 + .../9. Profiler/callbacks.py | 12 + .../pytorch_lightning/9. Profiler/config.py | 15 + .../pytorch_lightning/9. Profiler/dataset.py | 64 + .../pytorch_lightning/9. Profiler/model.py | 89 + .../pytorch_lightning/9. Profiler/train.py | 40 + .../neural_collaborative_filtering/main.py | 123 + 51 files changed, 17977 insertions(+), 25 deletions(-) create mode 100644 ML/Pytorch/Basics/lightning_simple_CNN.py create mode 100644 ML/Pytorch/huggingface/.ipynb_checkpoints/finetune_t5_lightning-checkpoint.ipynb create mode 100644 ML/Pytorch/huggingface/.ipynb_checkpoints/finetuning_t5_small_cnndaily-checkpoint.ipynb create mode 100644 ML/Pytorch/huggingface/.ipynb_checkpoints/learning-checkpoint.ipynb create mode 100644 ML/Pytorch/huggingface/finetune_t5_lightning.ipynb create mode 100644 ML/Pytorch/huggingface/finetuning_t5_small_cnndaily.ipynb create mode 100644 ML/Pytorch/huggingface/learning.ipynb create mode 100644 ML/Pytorch/huggingface/learninghugg.py create mode 100644 ML/Pytorch/huggingface/test.py create mode 100644 ML/Pytorch/more_advanced/VAE/lightning_vae/.scale_batch_size_2121f91a-3045-4142-95c9-9f29857117c1.ckpt create mode 100644 ML/Pytorch/more_advanced/VAE/lightning_vae/dataset.py create mode 100644 ML/Pytorch/more_advanced/VAE/lightning_vae/model.py create mode 100644 ML/Pytorch/more_advanced/VAE/lightning_vae/train.py create mode 100644 ML/Pytorch/more_advanced/VAE/lightning_vae/utils.py create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/dataset.py create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/model.py create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/steps.txt create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/test.py create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/train.py create mode 100644 ML/Pytorch/more_advanced/finetuning_whisper/whisper.py create mode 100644 ML/Pytorch/pytorch_lightning/1. start code/simple_fc.py create mode 100644 ML/Pytorch/pytorch_lightning/10. Multi-GPU/callbacks.py create mode 100644 ML/Pytorch/pytorch_lightning/10. Multi-GPU/config.py create mode 100644 ML/Pytorch/pytorch_lightning/10. Multi-GPU/dataset.py create mode 100644 ML/Pytorch/pytorch_lightning/10. Multi-GPU/model.py create mode 100644 ML/Pytorch/pytorch_lightning/10. Multi-GPU/train.py create mode 100644 ML/Pytorch/pytorch_lightning/2. LightningModule/simple_fc.py create mode 100644 ML/Pytorch/pytorch_lightning/3. Lightning Trainer/simple_fc.py create mode 100644 ML/Pytorch/pytorch_lightning/4. Metrics/simple_fc.py create mode 100644 ML/Pytorch/pytorch_lightning/5. DataModule/simple_fc.py create mode 100644 ML/Pytorch/pytorch_lightning/6. Restructuring/config.py create mode 100644 ML/Pytorch/pytorch_lightning/6. Restructuring/dataset.py create mode 100644 ML/Pytorch/pytorch_lightning/6. Restructuring/model.py create mode 100644 ML/Pytorch/pytorch_lightning/6. Restructuring/train.py create mode 100644 ML/Pytorch/pytorch_lightning/7. Callbacks/callbacks.py create mode 100644 ML/Pytorch/pytorch_lightning/7. Callbacks/config.py create mode 100644 ML/Pytorch/pytorch_lightning/7. Callbacks/dataset.py create mode 100644 ML/Pytorch/pytorch_lightning/7. Callbacks/model.py create mode 100644 ML/Pytorch/pytorch_lightning/7. Callbacks/train.py create mode 100644 ML/Pytorch/pytorch_lightning/8. Logging Tensorboard/callbacks.py create mode 100644 ML/Pytorch/pytorch_lightning/8. Logging Tensorboard/config.py create mode 100644 ML/Pytorch/pytorch_lightning/8. Logging Tensorboard/dataset.py create mode 100644 ML/Pytorch/pytorch_lightning/8. Logging Tensorboard/model.py create mode 100644 ML/Pytorch/pytorch_lightning/8. Logging Tensorboard/train.py create mode 100644 ML/Pytorch/pytorch_lightning/9. Profiler/callbacks.py create mode 100644 ML/Pytorch/pytorch_lightning/9. Profiler/config.py create mode 100644 ML/Pytorch/pytorch_lightning/9. Profiler/dataset.py create mode 100644 ML/Pytorch/pytorch_lightning/9. Profiler/model.py create mode 100644 ML/Pytorch/pytorch_lightning/9. Profiler/train.py create mode 100644 ML/Pytorch/recommender_systems/neural_collaborative_filtering/main.py diff --git a/ML/Pytorch/Basics/lightning_simple_CNN.py b/ML/Pytorch/Basics/lightning_simple_CNN.py new file mode 100644 index 0000000..6d185a5 --- /dev/null +++ b/ML/Pytorch/Basics/lightning_simple_CNN.py @@ -0,0 +1,190 @@ +""" +Simple pytorch lightning example +""" + +# Imports +import torch +import torch.nn.functional as F # Parameterless functions, like (some) activation functions +import torchvision.datasets as datasets # Standard datasets +import torchvision.transforms as transforms # Transformations we can perform on our dataset for augmentation +from torch import optim # For optimizers like SGD, Adam, etc. +from torch import nn # All neural network modules +from torch.utils.data import ( + DataLoader, +) # Gives easier dataset managment by creating mini batches etc. +from tqdm import tqdm # For nice progress bar! +import pytorch_lightning as pl +import torchmetrics +from pytorch_lightning.callbacks import Callback, EarlyStopping + + +precision = "medium" +torch.set_float32_matmul_precision(precision) +criterion = nn.CrossEntropyLoss() + + +## use 20% of training data for validation +# train_set_size = int(len(train_dataset) * 0.8) +# valid_set_size = len(train_dataset) - train_set_size +# +## split the train set into two +# seed = torch.Generator().manual_seed(42) +# train_dataset, val_dataset = torch.utils.data.random_split( +# train_dataset, [train_set_size, valid_set_size], generator=seed +# ) + + +class CNNLightning(pl.LightningModule): + def __init__(self, lr=3e-4, in_channels=1, num_classes=10): + super().__init__() + self.lr = lr + self.train_acc = torchmetrics.Accuracy(task="multiclass", num_classes=10) + self.test_acc = torchmetrics.Accuracy(task="multiclass", num_classes=10) + self.conv1 = nn.Conv2d( + in_channels=in_channels, + out_channels=8, + kernel_size=3, + stride=1, + padding=1, + ) + self.pool = nn.MaxPool2d(kernel_size=2, stride=2) + self.conv2 = nn.Conv2d( + in_channels=8, + out_channels=16, + kernel_size=3, + stride=1, + padding=1, + ) + self.fc1 = nn.Linear(16 * 7 * 7, num_classes) + self.lr = lr + + def training_step(self, batch, batch_idx): + x, y = batch + y_hat = self._common_step(x, batch_idx) + loss = criterion(y_hat, y) + accuracy = self.train_acc(y_hat, y) + self.log( + "train_acc_step", + self.train_acc, + on_step=True, + on_epoch=False, + prog_bar=True, + ) + return loss + + def training_epoch_end(self, outputs): + self.train_acc.reset() + + def test_step(self, batch, batch_idx): + x, y = batch + y_hat = self._common_step(x, batch_idx) + loss = F.cross_entropy(y_hat, y) + accuracy = self.test_acc(y_hat, y) + self.log("test_loss", loss, on_step=True) + self.log("test_acc", accuracy, on_step=True) + + def validation_step(self, batch, batch_idx): + x, y = batch + y_hat = self._common_step(x, batch_idx) + loss = F.cross_entropy(y_hat, y) + accuracy = self.test_acc(y_hat, y) + self.log("val_loss", loss, on_step=True) + self.log("val_acc", accuracy, on_step=True) + + def predict_step(self, batch, batch_idx): + x, y = batch + y_hat = self._common_step(x) + return y_hat + + def _common_step(self, x, batch_idx): + x = self.pool(F.relu(self.conv1(x))) + x = self.pool(F.relu(self.conv2(x))) + x = x.reshape(x.shape[0], -1) + y_hat = self.fc1(x) + return y_hat + + def configure_optimizers(self): + optimizer = optim.Adam(self.parameters(), lr=self.lr) + return optimizer + + +class MNISTDataModule(pl.LightningDataModule): + def __init__(self, batch_size=512): + super().__init__() + self.batch_size = batch_size + + def setup(self, stage): + mnist_full = train_dataset = datasets.MNIST( + root="dataset/", train=True, transform=transforms.ToTensor(), download=True + ) + self.mnist_test = datasets.MNIST( + root="dataset/", train=False, transform=transforms.ToTensor(), download=True + ) + self.mnist_train, self.mnist_val = torch.utils.data.random_split( + mnist_full, [55000, 5000] + ) + + def train_dataloader(self): + return DataLoader( + self.mnist_train, + batch_size=self.batch_size, + num_workers=6, + shuffle=True, + ) + + def val_dataloader(self): + return DataLoader( + self.mnist_val, batch_size=self.batch_size, num_workers=2, shuffle=False + ) + + def test_dataloader(self): + return DataLoader( + self.mnist_test, batch_size=self.batch_size, num_workers=2, shuffle=False + ) + + +class MyPrintingCallback(Callback): + def on_train_start(self, trainer, pl_module): + print("Training is starting") + + def on_train_end(self, trainer, pl_module): + print("Training is ending") + + +# Set device +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +# Load Data +if __name__ == "__main__": + # Initialize network + model_lightning = CNNLightning() + + trainer = pl.Trainer( + #fast_dev_run=True, + # overfit_batches=3, + max_epochs=5, + precision=16, + accelerator="gpu", + devices=[0,1], + callbacks=[EarlyStopping(monitor="val_loss", mode="min")], + auto_lr_find=True, + enable_model_summary=True, + profiler="simple", + strategy="deepspeed_stage_1", + # accumulate_grad_batches=2, + # auto_scale_batch_size="binsearch", + # log_every_n_steps=1, + ) + + dm = MNISTDataModule() + + # trainer tune first to find best batch size and lr + trainer.tune(model_lightning, dm) + + trainer.fit( + model=model_lightning, + datamodule=dm, + ) + + # test model on test loader from LightningDataModule + trainer.test(model=model_lightning, datamodule=dm) diff --git a/ML/Pytorch/huggingface/.ipynb_checkpoints/finetune_t5_lightning-checkpoint.ipynb b/ML/Pytorch/huggingface/.ipynb_checkpoints/finetune_t5_lightning-checkpoint.ipynb new file mode 100644 index 0000000..b763a5c --- /dev/null +++ b/ML/Pytorch/huggingface/.ipynb_checkpoints/finetune_t5_lightning-checkpoint.ipynb @@ -0,0 +1,3487 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "87ef8027", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jupyterthemes.stylefx import set_nb_theme\n", + "set_nb_theme('chesterish')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "225eab36", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.simplefilter(\"ignore\")\n", + "\n", + "import os\n", + "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"1\"\n", + "\n", + "import numpy as np\n", + "import torch\n", + "\n", + "import datasets \n", + "import pytorch_lightning as pl\n", + "\n", + "from datasets import load_dataset, load_metric\n", + "\n", + "from transformers import (\n", + " AutoModel,\n", + " AutoModelForSeq2SeqLM,\n", + " AutoTokenizer,\n", + " DataCollatorForSeq2Seq,\n", + " Seq2SeqTrainingArguments,\n", + " Seq2SeqTrainer,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9f7d2829", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the LightningDataModule\n", + "class MyDataModule(pl.LightningDataModule):\n", + " def __init__(self, batch_size):\n", + " super().__init__()\n", + " self.batch_size = batch_size\n", + " \n", + " def prepare_data(self):\n", + " # Download and preprocess the data\n", + " load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + " load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + " \n", + " def setup(self, stage=None):\n", + " # Load and preprocess the data\n", + " train_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + " val_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + "\n", + " self.train_ds = train_data.map(\n", + " self.preprocess_function, \n", + " batched=True, \n", + " batch_size=self.batch_size, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + " )\n", + "\n", + " self.val_ds = val_data.map(\n", + " self.preprocess_function, \n", + " batched=True, \n", + " batch_size=self.batch_size,\n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + " )\n", + "\n", + " def preprocess_function(self, batch):\n", + " inputs = tokenizer(batch[\"article\"], padding=\"max_length\", truncation=True, max_length=512)\n", + " outputs = tokenizer(batch[\"highlights\"], padding=\"max_length\", truncation=True, max_length=128)\n", + " batch[\"input_ids\"] = inputs.input_ids\n", + " batch[\"attention_mask\"] = inputs.attention_mask\n", + " batch[\"labels\"] = outputs.input_ids.copy()\n", + " return batch\n", + "\n", + " def train_dataloader(self):\n", + " return torch.utils.data.DataLoader(self.train_ds, batch_size=self.batch_size)\n", + "\n", + " def val_dataloader(self):\n", + " return torch.utils.data.DataLoader(self.val_ds, batch_size=self.batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a99bdbb0", + "metadata": {}, + "outputs": [], + "source": [ + "class MyLightningModule(pl.LightningModule):\n", + " def __init__(self, model_name, learning_rate, weight_decay, batch_size):\n", + " super().__init__()\n", + " self.model_name = model_name\n", + " self.learning_rate = learning_rate\n", + " self.weight_decay = weight_decay\n", + " self.batch_size = batch_size\n", + " \n", + " # Load the pre-trained model and tokenizer\n", + " self.model = AutoModelForSeq2SeqLM.from_pretrained(self.model_name)\n", + "\n", + " # Load the ROUGE metric\n", + " self.metric = load_metric(\"rouge\")\n", + "\n", + " def forward(self, input_ids, attention_mask, labels=None):\n", + " output = self.model(\n", + " input_ids=input_ids,\n", + " attention_mask=attention_mask,\n", + " labels=labels,\n", + " )\n", + " return output.loss, output.logits\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " \n", + " loss, logits = self(input_ids, attention_mask, labels)\n", + " self.log('train_loss', loss, on_epoch=True, on_step=True)\n", + " return {'loss': loss, 'logits': logits}\n", + " \n", + " def validation_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " loss, logits = self(input_ids, attention_mask, labels)\n", + " self.log('val_loss', loss, on_epoch=True, on_step=False)\n", + " return {'loss': loss, 'logits': logits}\n", + " \n", + " def validation_epoch_end(self, outputs):\n", + " decoded_preds = []\n", + " decoded_labels = []\n", + " for output in outputs:\n", + " logits = output['logits']\n", + " labels = output['labels']\n", + " decoded_preds += self.tokenizer.batch_decode(logits, skip_special_tokens=True)\n", + " decoded_labels += self.tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " \n", + " scores = self.metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " \n", + " self.log('rouge1_precision', scores.precision, prog_bar=True)\n", + " self.log('rouge1_recall', scores.recall, prog_bar=True)\n", + " self.log('rouge1_fmeasure', scores.fmeasure, prog_bar=True)\n", + " \n", + " def configure_optimizers(self):\n", + " optimizer = torch.optim.AdamW(self.parameters(), lr=self.learning_rate, weight_decay=self.weight_decay)\n", + " return optimizer\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3c28da7c", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Trainer.__init__() got an unexpected keyword argument 'num_epochs'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[20], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m model \u001b[38;5;241m=\u001b[39m MyLightningModule(model_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mt5-small\u001b[39m\u001b[38;5;124m\"\u001b[39m, learning_rate\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1e-5\u001b[39m, weight_decay\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1e-4\u001b[39m, batch_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m trainer \u001b[38;5;241m=\u001b[39m \u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTrainer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdevices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdeterministic\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogger\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m dm \u001b[38;5;241m=\u001b[39m MyDataModule(batch_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n\u001b[1;32m 4\u001b[0m trainer\u001b[38;5;241m.\u001b[39mfit(model, datamodule\u001b[38;5;241m=\u001b[39mdm)\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/pytorch_lightning/utilities/argparse.py:348\u001b[0m, in \u001b[0;36m_defaults_from_env_vars..insert_env_defaults\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 345\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(\u001b[38;5;28mlist\u001b[39m(env_variables\u001b[38;5;241m.\u001b[39mitems()) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mlist\u001b[39m(kwargs\u001b[38;5;241m.\u001b[39mitems()))\n\u001b[1;32m 347\u001b[0m \u001b[38;5;66;03m# all args were already moved to kwargs\u001b[39;00m\n\u001b[0;32m--> 348\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mTypeError\u001b[0m: Trainer.__init__() got an unexpected keyword argument 'num_epochs'" + ] + } + ], + "source": [ + "model = MyLightningModule(model_name=\"t5-small\", learning_rate=1e-5, weight_decay=1e-4, batch_size=16)\n", + "trainer = pl.Trainer(devices=[0], num_epochs=10, deterministic=True, logger=False)\n", + "dm = MyDataModule(batch_size=16)\n", + "trainer.fit(model, datamodule=dm)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "55729d94", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/.ipynb_checkpoints/finetuning_t5_small_cnndaily-checkpoint.ipynb b/ML/Pytorch/huggingface/.ipynb_checkpoints/finetuning_t5_small_cnndaily-checkpoint.ipynb new file mode 100644 index 0000000..8cfe998 --- /dev/null +++ b/ML/Pytorch/huggingface/.ipynb_checkpoints/finetuning_t5_small_cnndaily-checkpoint.ipynb @@ -0,0 +1,3585 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "id": "bd8e3b95", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jupyterthemes.stylefx import set_nb_theme\n", + "set_nb_theme('chesterish')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8c2a24cb", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f45eb6b0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/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", + "2023-02-21 15:40:52.888700: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-02-21 15:40:53.473104: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n", + "2023-02-21 15:40:53.473149: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n", + "2023-02-21 15:40:53.473154: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import torch\n", + "\n", + "import datasets \n", + "\n", + "from datasets import load_dataset, load_metric\n", + "\n", + "from transformers import (\n", + " AutoModel,\n", + " AutoModelForMaskedLM,\n", + " AutoModelForSeq2SeqLM,\n", + " AutoModelForTokenClassification,\n", + " AutoTokenizer,\n", + " DataCollatorForSeq2Seq,\n", + " pipeline,\n", + " Seq2SeqTrainingArguments,\n", + " Seq2SeqTrainer,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7fc4eb40", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/models/t5/tokenization_t5_fast.py:155: FutureWarning: This tokenizer was incorrectly instantiated with a model max length of 512 which will be corrected in Transformers v5.\n", + "For now, this behavior is kept to avoid breaking backwards compatibility when padding/encoding with `truncation is True`.\n", + "- Be aware that you SHOULD NOT rely on t5-small automatically truncating your input to 512 when padding/encoding.\n", + "- If you want to encode/pad to sequences longer than 512 you can either instantiate this tokenizer with `model_max_length` or pass `max_length` when encoding/padding.\n", + "- To avoid this warning, please instantiate this tokenizer with `model_max_length` set to your preferred value.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "363045f5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Found cached dataset cnn_dailymail (/home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de)\n", + "Found cached dataset cnn_dailymail (/home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de)\n", + "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1122/1122 [02:06<00:00, 8.88ba/s]\n", + "Loading cached processed dataset at /home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de/cache-2d3b7edd75fb1188.arrow\n" + ] + } + ], + "source": [ + "def preprocess_function(batch):\n", + " inputs = tokenizer(batch[\"article\"], padding=\"max_length\", truncation=True, max_length=512)\n", + " outputs = tokenizer(batch[\"highlights\"], padding=\"max_length\", truncation=True, max_length=128)\n", + " batch[\"input_ids\"] = inputs.input_ids\n", + " batch[\"attention_mask\"] = inputs.attention_mask\n", + " batch[\"labels\"] = outputs.input_ids.copy()\n", + " return batch\n", + "\n", + "# Load the dataset\n", + "train_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + "val_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + "\n", + "train_ds = train_data.map(\n", + " preprocess_function, \n", + " batched=True, \n", + " batch_size=256, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + ")\n", + "\n", + "val_ds = val_data.map(\n", + " preprocess_function, \n", + " batched=True, \n", + " batch_size=256, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6faa8c86", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_478601/1088570042.py:23: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate\n", + " metric = load_metric(\"rouge\")\n", + "max_steps is given, it will override any value given in num_train_epochs\n", + "Using cuda_amp half precision backend\n", + "The following columns in the training set don't have a corresponding argument in `T5ForConditionalGeneration.forward` and have been ignored: id, article, highlights. If id, article, highlights are not expected by `T5ForConditionalGeneration.forward`, you can safely ignore this message.\n", + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/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 = 0\n", + " Num Epochs = 1\n", + " Instantaneous batch size per device = 16\n", + " Total train batch size (w. parallel, distributed & accumulation) = 16\n", + " Gradient Accumulation steps = 1\n", + " Total optimization steps = 5000\n", + " Number of trainable parameters = 60506624\n" + ] + }, + { + "ename": "IndexError", + "evalue": "Invalid key: 90427 is out of bounds for size 0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 47\u001b[0m\n\u001b[1;32m 36\u001b[0m trainer \u001b[38;5;241m=\u001b[39m Seq2SeqTrainer(\n\u001b[1;32m 37\u001b[0m model\u001b[38;5;241m=\u001b[39mmodel,\n\u001b[1;32m 38\u001b[0m args\u001b[38;5;241m=\u001b[39mtraining_args,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 43\u001b[0m compute_metrics\u001b[38;5;241m=\u001b[39mcompute_metrics,\n\u001b[1;32m 44\u001b[0m )\n\u001b[1;32m 46\u001b[0m \u001b[38;5;66;03m# Start the training\u001b[39;00m\n\u001b[0;32m---> 47\u001b[0m \u001b[43mtrainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/trainer.py:1539\u001b[0m, in \u001b[0;36mTrainer.train\u001b[0;34m(self, resume_from_checkpoint, trial, ignore_keys_for_eval, **kwargs)\u001b[0m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_wrapped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel\n\u001b[1;32m 1536\u001b[0m inner_training_loop \u001b[38;5;241m=\u001b[39m find_executable_batch_size(\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inner_training_loop, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_train_batch_size, args\u001b[38;5;241m.\u001b[39mauto_find_batch_size\n\u001b[1;32m 1538\u001b[0m )\n\u001b[0;32m-> 1539\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43minner_training_loop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1540\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1541\u001b[0m \u001b[43m \u001b[49m\u001b[43mresume_from_checkpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresume_from_checkpoint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1542\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrial\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrial\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[43m \u001b[49m\u001b[43mignore_keys_for_eval\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_keys_for_eval\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1544\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/trainer.py:1761\u001b[0m, in \u001b[0;36mTrainer._inner_training_loop\u001b[0;34m(self, batch_size, args, resume_from_checkpoint, trial, ignore_keys_for_eval)\u001b[0m\n\u001b[1;32m 1758\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_load_rng_state(resume_from_checkpoint)\n\u001b[1;32m 1760\u001b[0m step \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[0;32m-> 1761\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m step, inputs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(epoch_iterator):\n\u001b[1;32m 1762\u001b[0m \n\u001b[1;32m 1763\u001b[0m \u001b[38;5;66;03m# Skip past any already trained steps if resuming training\u001b[39;00m\n\u001b[1;32m 1764\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m steps_trained_in_current_epoch \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 1765\u001b[0m steps_trained_in_current_epoch \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/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[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 626\u001b[0m \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m 627\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 628\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 631\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 632\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called:\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/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[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_next_data\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 670\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index() \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 671\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m 672\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m 673\u001b[0m data \u001b[38;5;241m=\u001b[39m _utils\u001b[38;5;241m.\u001b[39mpin_memory\u001b[38;5;241m.\u001b[39mpin_memory(data, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_device)\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:58\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 56\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 58\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[idx] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:58\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 56\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 58\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/arrow_dataset.py:2601\u001b[0m, in \u001b[0;36mDataset.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2599\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key): \u001b[38;5;66;03m# noqa: F811\u001b[39;00m\n\u001b[1;32m 2600\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Can be used to index columns (by string names) or rows (by integer index or iterable of indices or bools).\"\"\"\u001b[39;00m\n\u001b[0;32m-> 2601\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_getitem\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2602\u001b[0m \u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2603\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/arrow_dataset.py:2585\u001b[0m, in \u001b[0;36mDataset._getitem\u001b[0;34m(self, key, **kwargs)\u001b[0m\n\u001b[1;32m 2583\u001b[0m format_kwargs \u001b[38;5;241m=\u001b[39m format_kwargs \u001b[38;5;28;01mif\u001b[39;00m format_kwargs \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}\n\u001b[1;32m 2584\u001b[0m formatter \u001b[38;5;241m=\u001b[39m get_formatter(format_type, features\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfeatures, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mformat_kwargs)\n\u001b[0;32m-> 2585\u001b[0m pa_subtable \u001b[38;5;241m=\u001b[39m \u001b[43mquery_table\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_indices\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_indices\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 2586\u001b[0m formatted_output \u001b[38;5;241m=\u001b[39m format_table(\n\u001b[1;32m 2587\u001b[0m pa_subtable, key, formatter\u001b[38;5;241m=\u001b[39mformatter, format_columns\u001b[38;5;241m=\u001b[39mformat_columns, output_all_columns\u001b[38;5;241m=\u001b[39moutput_all_columns\n\u001b[1;32m 2588\u001b[0m )\n\u001b[1;32m 2589\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m formatted_output\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/formatting/formatting.py:588\u001b[0m, in \u001b[0;36mquery_table\u001b[0;34m(table, key, indices)\u001b[0m\n\u001b[1;32m 586\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 587\u001b[0m size \u001b[38;5;241m=\u001b[39m indices\u001b[38;5;241m.\u001b[39mnum_rows \u001b[38;5;28;01mif\u001b[39;00m indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m table\u001b[38;5;241m.\u001b[39mnum_rows\n\u001b[0;32m--> 588\u001b[0m \u001b[43m_check_valid_index_key\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 589\u001b[0m \u001b[38;5;66;03m# Query the main table\u001b[39;00m\n\u001b[1;32m 590\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/formatting/formatting.py:531\u001b[0m, in \u001b[0;36m_check_valid_index_key\u001b[0;34m(key, size)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mint\u001b[39m):\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (key \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m key \u001b[38;5;241m+\u001b[39m size \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (key \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m size):\n\u001b[0;32m--> 531\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid key: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is out of bounds for size \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msize\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 533\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mslice\u001b[39m):\n", + "\u001b[0;31mIndexError\u001b[0m: Invalid key: 90427 is out of bounds for size 0" + ] + } + ], + "source": [ + "class MyLightningModule(pl.LightningModule):\n", + " def __init__(self, model_name, learning_rate, weight_decay, batch_size, num_training_steps):\n", + " super().__init__()\n", + " self.model_name = model_name\n", + " self.learning_rate = learning_rate\n", + " self.weight_decay = weight_decay\n", + " self.batch_size = batch_size\n", + " self.num_training_steps = num_training_steps\n", + " \n", + " # Load the pre-trained model and tokenizer\n", + " self.tokenizer = AutoTokenizer.from_pretrained(self.model_name)\n", + " self.model = AutoModelForSeq2SeqLM.from_pretrained(self.model_name)\n", + "\n", + " def forward(self, input_ids, attention_mask, labels=None):\n", + " output = self.model(\n", + " input_ids=input_ids,\n", + " attention_mask=attention_mask,\n", + " labels=labels,\n", + " )\n", + " return output.loss, output.logits\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " \n", + " loss\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " learning_rate=1e-5,\n", + " per_device_train_batch_size=16,\n", + " per_device_eval_batch_size=16,\n", + " max_steps=5000,\n", + " weight_decay=1e-4,\n", + " push_to_hub=False,\n", + " evaluation_strategy = \"steps\",\n", + " eval_steps = 50,\n", + " generation_max_length=128,\n", + " predict_with_generate=True,\n", + " logging_steps=100,\n", + " gradient_accumulation_steps=1,\n", + " fp16=True,\n", + ")\n", + "\n", + "# Load the ROUGE metric\n", + "metric = load_metric(\"rouge\")\n", + "\n", + "# Define the evaluation function\n", + "def compute_metrics(pred):\n", + " labels = pred.label_ids\n", + " preds = pred.predictions\n", + " decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)\n", + " decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " scores = metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " return {\"rouge1_precision\": scores.precision, \"rouge1_recall\": scores.recall, \"rouge1_fmeasure\": scores.fmeasure}\n", + "\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=train_data,\n", + " eval_dataset=val_data,\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()" + ] + }, + { + "cell_type": "markdown", + "id": "1b0f9a76", + "metadata": {}, + "source": [ + "# Steps:\n", + "1. Rewrite code to be more general\n", + "\n", + "a) Data loading should be from disk rather than their load_dataset, and should be on the fly\n", + "\n", + "b) Rewrite to Lightning code, Trainer etc using Lightning, compute metric fine that we use huggingface" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff03c8bb", + "metadata": {}, + "outputs": [], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aafc4b27", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/.ipynb_checkpoints/learning-checkpoint.ipynb b/ML/Pytorch/huggingface/.ipynb_checkpoints/learning-checkpoint.ipynb new file mode 100644 index 0000000..1a9ac79 --- /dev/null +++ b/ML/Pytorch/huggingface/.ipynb_checkpoints/learning-checkpoint.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "fc8e5ea0", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "print(torch.cuda.is_available())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8a1e039", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import pipeline\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6ad73024", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "classifier = pipeline(\"zero-shot-classification\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04f7e02c", + "metadata": {}, + "outputs": [], + "source": [ + "classifier(\n", + " \"This is a course about the Transformers library\",\n", + " candidate_labels=[\"machine learning\", \"gym\", \"food\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6fb246c2", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from transformers import pipeline\n", + "generator = pipeline(task=\"text-generation\", model=\"bigscience/bloom-1b7\", device=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4e174f0", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoModelForTokenClassification, AutoModel, AutoTokenizer\n", + "import torch\n", + "\n", + "# Define input text and pre-trained model checkpoint\n", + "text = \"My name is wolfgang and I live in berlin\"\n", + "checkpoint = \"Jean-Baptiste/roberta-large-ner-english\"\n", + "\n", + "# Instantiate tokenizer and encode input text\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "inputs = tokenizer(text, padding=True, truncation=True, return_tensors=\"pt\")\n", + "\n", + "# Instantiate model and generate output\n", + "model = AutoModel.from_pretrained(checkpoint)\n", + "outputs = model(**inputs)\n", + "print(outputs[0].shape)\n", + "\n", + "# Instantiate token classification model and generate predictions\n", + "model = AutoModelForTokenClassification.from_pretrained(checkpoint)\n", + "outputs = model(**inputs)\n", + "predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n", + "print(predictions)\n", + "print(model.config.id2label)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8212bbaa", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoTokenizer, AutoModelForMaskedLM\n", + "\n", + "tokenizer = AutoTokenizer.from_pretrained('xlm-roberta-large')\n", + "model = AutoModelForMaskedLM.from_pretrained(\"xlm-roberta-large\")\n", + "\n", + "# prepare input\n", + "text = \"Replace me by any text you'd like.\"\n", + "encoded_input = tokenizer(text, return_tensors='pt')\n", + "\n", + "# forward pass\n", + "output = model(**encoded_input)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "314cba41", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoTokenizer, AutoModelForMaskedLM\n", + "\n", + "# Load the pre-trained tokenizer and model\n", + "tokenizer = AutoTokenizer.from_pretrained('xlm-roberta-large')\n", + "model = AutoModelForMaskedLM.from_pretrained(\"xlm-roberta-large\")\n", + "\n", + "# Define the input sentence with a masked token\n", + "text = \"I want to a new car tomorrow.\"\n", + "\n", + "# Tokenize the input sentence, replacing the masked token with a special [MASK] token\n", + "encoded_input = tokenizer(text, padding=True, truncation=True, return_tensors='pt')\n", + "\n", + "print(output.logits.shape)\n", + "print(encoded_input['input_ids'][0].tolist().index(tokenizer.mask_token_id))\n", + "\n", + "# Extract the predicted probabilities for the masked token\n", + "predicted_probabilities = output.logits[0, encoded_input['input_ids'][0].tolist().index(tokenizer.mask_token_id)]\n", + "predicted_probabilities = torch.nn.functional.softmax(predicted_probabilities, dim=-1)\n", + "\n", + "# Get the top-k most probable predictions for the masked token\n", + "k = 5\n", + "top_k = torch.topk(predicted_probabilities, k)\n", + "for i in range(k):\n", + " token = tokenizer.convert_ids_to_tokens(top_k.indices[i].item())\n", + " score = top_k.values[i].item()\n", + " print(f\"Prediction {i+1}: '{token}' with probability {score:.5f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6187e77e", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")\n", + "\n", + "sequences = [\n", + " \"Using a Transformer network is simple\",\n", + " \"The quick brown fox jumps over the lazy dog\",\n", + " \"To be or not to be, that is the question\"\n", + "]\n", + "\n", + "# Tokenize the input sequences and convert them to padded and truncated integer token IDs\n", + "inputs = tokenizer(\n", + " sequences,\n", + " padding=True,\n", + " truncation=True,\n", + " return_tensors=\"pt\"\n", + ")\n", + "\n", + "# Print the resulting input IDs and attention masks\n", + "print(inputs['input_ids'])\n", + "print(inputs['attention_mask'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc259c5a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "43466db6", + "metadata": {}, + "source": [ + "Huggingface:\n", + "\n", + "1. Understanding how to use the Pipeline (probably most useful) for various tasks, easy to use, and the different subtasks it can do like translation, QA, zero shot, sentiment analysis, token classification, etc. \n", + "2. Understood how pipeline works in more detail by using AutoModel for various tasks as well as AutoTokenizer\n", + "3. Load dataset\n", + "4. How to finetune\n", + "5. How to evaluate\n", + "6. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97c474f2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ed5d8c2", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from transformers import AdamW, AutoTokenizer, AutoModelForSequenceClassification\n", + "\n", + "# Same as before\n", + "checkpoint = \"bert-base-uncased\"\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint)\n", + "sequences = [\n", + " \"I've been waiting for a HuggingFace course my whole life.\",\n", + " \"This course is amazing!\",\n", + "]\n", + "batch = tokenizer(sequences, padding=True, truncation=True, return_tensors=\"pt\")\n", + "\n", + "# This is new\n", + "batch[\"labels\"] = torch.tensor([1, 1])\n", + "\n", + "optimizer = AdamW(model.parameters())\n", + "loss = model(**batch).loss\n", + "loss.backward()\n", + "optimizer.step()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c598624f", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_dataset\n", + "raw_datasets = load_dataset(\"glue\", \"mrpc\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd296227", + "metadata": {}, + "outputs": [], + "source": [ + "raw_train_dataset = raw_datasets[\"train\"]\n", + "raw_train_dataset[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e462947a", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_dataset\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding\n", + "raw_datasets = load_dataset(\"glue\", \"mrpc\")\n", + "\n", + "checkpoint = \"bert-base-uncased\"\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "\n", + "def tokenize_function(example):\n", + " return tokenizer(example[\"sentence1\"], example[\"sentence2\"], truncation=True)\n", + "\n", + "\n", + "tokenized_datasets = raw_datasets.map(tokenize_function, batched=True)\n", + "data_collator = DataCollatorWithPadding(tokenizer=tokenizer)\n", + "\n", + "\n", + "from transformers import TrainingArguments\n", + "training_args = TrainingArguments(\"test-trainer\")\n", + "\n", + "from transformers import AutoModelForSequenceClassification\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "import numpy as np\n", + "import evaluate\n", + "\n", + "def compute_metrics(eval_preds):\n", + " metric = evaluate.load(\"glue\", \"mrpc\")\n", + " logits, labels = eval_preds\n", + " predictions = np.argmax(logits, axis=-1)\n", + " return metric.compute(predictions=predictions, references=labels)\n", + "\n", + "training_args = TrainingArguments(\"test-trainer\", evaluation_strategy=\"epoch\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "trainer = Trainer(\n", + " model,\n", + " training_args,\n", + " train_dataset=tokenized_datasets[\"train\"],\n", + " eval_dataset=tokenized_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e2795dc", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import TrainingArguments\n", + "training_args = TrainingArguments(\"test-trainer\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3af29cd5", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoModelForSequenceClassification\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "817f644e", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import evaluate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42819a6c", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def compute_metrics(eval_preds):\n", + " metric = evaluate.load(\"glue\", \"mrpc\")\n", + " logits, labels = eval_preds\n", + " predictions = np.argmax(logits, axis=-1)\n", + " return metric.compute(predictions=predictions, references=labels)\n", + "\n", + "training_args = TrainingArguments(\"test-trainer\", evaluation_strategy=\"epoch\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "trainer = Trainer(\n", + " model,\n", + " training_args,\n", + " train_dataset=tokenized_datasets[\"train\"],\n", + " eval_dataset=tokenized_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb5986b0", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "from transformers import AutoModelForSeq2SeqLM, AutoTokenizer, DataCollatorForSeq2Seq, Seq2SeqTrainingArguments, Seq2SeqTrainer\n", + "from datasets import load_dataset\n", + "batch_size=32\n", + "\n", + "# Define the generator function to preprocess the data in batches\n", + "def preprocess_generator(examples):\n", + " for i in range(0, len(examples[\"article\"]), batch_size):\n", + " batch = examples[\"article\"][i:i+batch_size]\n", + " targets = examples[\"highlights\"][i:i+batch_size]\n", + " model_inputs = tokenizer(batch, max_length=512, padding=\"max_length\", truncation=True)\n", + " with tokenizer.as_target_tokenizer():\n", + " model_targets = tokenizer(targets, max_length=128, padding=\"max_length\", truncation=True)\n", + " model_inputs[\"labels\"] = model_targets[\"input_ids\"]\n", + " yield model_inputs\n", + "\n", + "def preprocess_function(examples):\n", + " articles = [ex for ex in examples[\"article\"]]\n", + " summaries = [ex for ex in examples[\"highlights\"]]\n", + "\n", + " model_inputs = tokenizer(articles, max_length=512, padding=\"max_length\", truncation=True)\n", + " with tokenizer.as_target_tokenizer():\n", + " model_targets = tokenizer(summaries, max_length=128, padding=\"max_length\", truncation=True)\n", + " \n", + " model_inputs[\"labels\"] = model_targets[\"input_ids\"]\n", + " return model_inputs\n", + " \n", + "# Load the dataset\n", + "raw_datasets = load_dataset(\"cnn_dailymail\", \"3.0.0\")\n", + "preprocessed_datasets = raw_datasets.map(preprocess_function, batched=True, num_proc=4)\n", + "\n", + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " evaluation_strategy = \"epoch\",\n", + " learning_rate=2e-5,\n", + " per_device_train_batch_size=batch_size,\n", + " max_steps=1000,\n", + " weight_decay=0.01,\n", + " push_to_hub=False,\n", + ")\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=train_ds,\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d62583e", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_metric" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d310a7b3", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "preprocessed_datasets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99d422cc", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " learning_rate=2e-5,\n", + " per_device_train_batch_size=batch_size,\n", + " max_steps=5000,\n", + " weight_decay=0.01,\n", + " push_to_hub=False,\n", + " evaluation_strategy = \"steps\",\n", + " eval_steps = 50,\n", + ")\n", + "\n", + "# Load the ROUGE metric\n", + "metric = load_metric(\"rouge\")\n", + "\n", + "# Define the evaluation function\n", + "def compute_metrics(pred):\n", + " labels = pred.label_ids\n", + " preds = pred.predictions\n", + " \n", + " decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)\n", + " decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " \n", + " scores = metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " \n", + " return {\"rouge1_precision\": scores.precision, \"rouge1_recall\": scores.recall, \"rouge1_fmeasure\": scores.fmeasure}\n", + "\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=preprocessed_datasets[\"train\"],\n", + " eval_dataset=preprocessed_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5e97b57", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install nltk\n", + "!pip install rouge_score" + ] + }, + { + "cell_type": "markdown", + "id": "558c3e66", + "metadata": {}, + "source": [ + "# Goal:\n", + "\n", + "1. Implement full training from dataloading (dailycnn dataset), to model training, evaluation, etc, using HF. \n", + "* Right now: stuck on on the fly dataset loading, we don't want to cache because this would take a lot of disk space etc.\n", + "\n", + "2. After we get step 1) working, we want to go deeper on every step, so download the dataset and load it as a custom dataset rather than using huggingface simple API, in order to make it more general. Compare with loading the ds as a custom HF dataset or using pytorch class together with lightning. Speed difference? Convenience? Also we want to use the lightning Trainer so see how we can integrate that. And then compare HF to the lightning + hf model approach and see what we like the most." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "624d49ca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/finetune_t5_lightning.ipynb b/ML/Pytorch/huggingface/finetune_t5_lightning.ipynb new file mode 100644 index 0000000..b763a5c --- /dev/null +++ b/ML/Pytorch/huggingface/finetune_t5_lightning.ipynb @@ -0,0 +1,3487 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "87ef8027", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jupyterthemes.stylefx import set_nb_theme\n", + "set_nb_theme('chesterish')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "225eab36", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.simplefilter(\"ignore\")\n", + "\n", + "import os\n", + "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"1\"\n", + "\n", + "import numpy as np\n", + "import torch\n", + "\n", + "import datasets \n", + "import pytorch_lightning as pl\n", + "\n", + "from datasets import load_dataset, load_metric\n", + "\n", + "from transformers import (\n", + " AutoModel,\n", + " AutoModelForSeq2SeqLM,\n", + " AutoTokenizer,\n", + " DataCollatorForSeq2Seq,\n", + " Seq2SeqTrainingArguments,\n", + " Seq2SeqTrainer,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9f7d2829", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the LightningDataModule\n", + "class MyDataModule(pl.LightningDataModule):\n", + " def __init__(self, batch_size):\n", + " super().__init__()\n", + " self.batch_size = batch_size\n", + " \n", + " def prepare_data(self):\n", + " # Download and preprocess the data\n", + " load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + " load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + " \n", + " def setup(self, stage=None):\n", + " # Load and preprocess the data\n", + " train_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + " val_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + "\n", + " self.train_ds = train_data.map(\n", + " self.preprocess_function, \n", + " batched=True, \n", + " batch_size=self.batch_size, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + " )\n", + "\n", + " self.val_ds = val_data.map(\n", + " self.preprocess_function, \n", + " batched=True, \n", + " batch_size=self.batch_size,\n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + " )\n", + "\n", + " def preprocess_function(self, batch):\n", + " inputs = tokenizer(batch[\"article\"], padding=\"max_length\", truncation=True, max_length=512)\n", + " outputs = tokenizer(batch[\"highlights\"], padding=\"max_length\", truncation=True, max_length=128)\n", + " batch[\"input_ids\"] = inputs.input_ids\n", + " batch[\"attention_mask\"] = inputs.attention_mask\n", + " batch[\"labels\"] = outputs.input_ids.copy()\n", + " return batch\n", + "\n", + " def train_dataloader(self):\n", + " return torch.utils.data.DataLoader(self.train_ds, batch_size=self.batch_size)\n", + "\n", + " def val_dataloader(self):\n", + " return torch.utils.data.DataLoader(self.val_ds, batch_size=self.batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "a99bdbb0", + "metadata": {}, + "outputs": [], + "source": [ + "class MyLightningModule(pl.LightningModule):\n", + " def __init__(self, model_name, learning_rate, weight_decay, batch_size):\n", + " super().__init__()\n", + " self.model_name = model_name\n", + " self.learning_rate = learning_rate\n", + " self.weight_decay = weight_decay\n", + " self.batch_size = batch_size\n", + " \n", + " # Load the pre-trained model and tokenizer\n", + " self.model = AutoModelForSeq2SeqLM.from_pretrained(self.model_name)\n", + "\n", + " # Load the ROUGE metric\n", + " self.metric = load_metric(\"rouge\")\n", + "\n", + " def forward(self, input_ids, attention_mask, labels=None):\n", + " output = self.model(\n", + " input_ids=input_ids,\n", + " attention_mask=attention_mask,\n", + " labels=labels,\n", + " )\n", + " return output.loss, output.logits\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " \n", + " loss, logits = self(input_ids, attention_mask, labels)\n", + " self.log('train_loss', loss, on_epoch=True, on_step=True)\n", + " return {'loss': loss, 'logits': logits}\n", + " \n", + " def validation_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " loss, logits = self(input_ids, attention_mask, labels)\n", + " self.log('val_loss', loss, on_epoch=True, on_step=False)\n", + " return {'loss': loss, 'logits': logits}\n", + " \n", + " def validation_epoch_end(self, outputs):\n", + " decoded_preds = []\n", + " decoded_labels = []\n", + " for output in outputs:\n", + " logits = output['logits']\n", + " labels = output['labels']\n", + " decoded_preds += self.tokenizer.batch_decode(logits, skip_special_tokens=True)\n", + " decoded_labels += self.tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " \n", + " scores = self.metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " \n", + " self.log('rouge1_precision', scores.precision, prog_bar=True)\n", + " self.log('rouge1_recall', scores.recall, prog_bar=True)\n", + " self.log('rouge1_fmeasure', scores.fmeasure, prog_bar=True)\n", + " \n", + " def configure_optimizers(self):\n", + " optimizer = torch.optim.AdamW(self.parameters(), lr=self.learning_rate, weight_decay=self.weight_decay)\n", + " return optimizer\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3c28da7c", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Trainer.__init__() got an unexpected keyword argument 'num_epochs'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[20], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m model \u001b[38;5;241m=\u001b[39m MyLightningModule(model_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mt5-small\u001b[39m\u001b[38;5;124m\"\u001b[39m, learning_rate\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1e-5\u001b[39m, weight_decay\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1e-4\u001b[39m, batch_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m trainer \u001b[38;5;241m=\u001b[39m \u001b[43mpl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTrainer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdevices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdeterministic\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogger\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m dm \u001b[38;5;241m=\u001b[39m MyDataModule(batch_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m)\n\u001b[1;32m 4\u001b[0m trainer\u001b[38;5;241m.\u001b[39mfit(model, datamodule\u001b[38;5;241m=\u001b[39mdm)\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/pytorch_lightning/utilities/argparse.py:348\u001b[0m, in \u001b[0;36m_defaults_from_env_vars..insert_env_defaults\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 345\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(\u001b[38;5;28mlist\u001b[39m(env_variables\u001b[38;5;241m.\u001b[39mitems()) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mlist\u001b[39m(kwargs\u001b[38;5;241m.\u001b[39mitems()))\n\u001b[1;32m 347\u001b[0m \u001b[38;5;66;03m# all args were already moved to kwargs\u001b[39;00m\n\u001b[0;32m--> 348\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mTypeError\u001b[0m: Trainer.__init__() got an unexpected keyword argument 'num_epochs'" + ] + } + ], + "source": [ + "model = MyLightningModule(model_name=\"t5-small\", learning_rate=1e-5, weight_decay=1e-4, batch_size=16)\n", + "trainer = pl.Trainer(devices=[0], num_epochs=10, deterministic=True, logger=False)\n", + "dm = MyDataModule(batch_size=16)\n", + "trainer.fit(model, datamodule=dm)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "55729d94", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/finetuning_t5_small_cnndaily.ipynb b/ML/Pytorch/huggingface/finetuning_t5_small_cnndaily.ipynb new file mode 100644 index 0000000..8cfe998 --- /dev/null +++ b/ML/Pytorch/huggingface/finetuning_t5_small_cnndaily.ipynb @@ -0,0 +1,3585 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "id": "bd8e3b95", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from jupyterthemes.stylefx import set_nb_theme\n", + "set_nb_theme('chesterish')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8c2a24cb", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\"\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f45eb6b0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/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", + "2023-02-21 15:40:52.888700: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2023-02-21 15:40:53.473104: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n", + "2023-02-21 15:40:53.473149: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n", + "2023-02-21 15:40:53.473154: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import torch\n", + "\n", + "import datasets \n", + "\n", + "from datasets import load_dataset, load_metric\n", + "\n", + "from transformers import (\n", + " AutoModel,\n", + " AutoModelForMaskedLM,\n", + " AutoModelForSeq2SeqLM,\n", + " AutoModelForTokenClassification,\n", + " AutoTokenizer,\n", + " DataCollatorForSeq2Seq,\n", + " pipeline,\n", + " Seq2SeqTrainingArguments,\n", + " Seq2SeqTrainer,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7fc4eb40", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/models/t5/tokenization_t5_fast.py:155: FutureWarning: This tokenizer was incorrectly instantiated with a model max length of 512 which will be corrected in Transformers v5.\n", + "For now, this behavior is kept to avoid breaking backwards compatibility when padding/encoding with `truncation is True`.\n", + "- Be aware that you SHOULD NOT rely on t5-small automatically truncating your input to 512 when padding/encoding.\n", + "- If you want to encode/pad to sequences longer than 512 you can either instantiate this tokenizer with `model_max_length` or pass `max_length` when encoding/padding.\n", + "- To avoid this warning, please instantiate this tokenizer with `model_max_length` set to your preferred value.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "363045f5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Found cached dataset cnn_dailymail (/home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de)\n", + "Found cached dataset cnn_dailymail (/home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de)\n", + "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1122/1122 [02:06<00:00, 8.88ba/s]\n", + "Loading cached processed dataset at /home/mrbean/.cache/huggingface/datasets/cnn_dailymail/3.0.0/3.0.0/1b3c71476f6d152c31c1730e83ccb08bcf23e348233f4fcc11e182248e6bf7de/cache-2d3b7edd75fb1188.arrow\n" + ] + } + ], + "source": [ + "def preprocess_function(batch):\n", + " inputs = tokenizer(batch[\"article\"], padding=\"max_length\", truncation=True, max_length=512)\n", + " outputs = tokenizer(batch[\"highlights\"], padding=\"max_length\", truncation=True, max_length=128)\n", + " batch[\"input_ids\"] = inputs.input_ids\n", + " batch[\"attention_mask\"] = inputs.attention_mask\n", + " batch[\"labels\"] = outputs.input_ids.copy()\n", + " return batch\n", + "\n", + "# Load the dataset\n", + "train_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"train\")\n", + "val_data = load_dataset(\"cnn_dailymail\", \"3.0.0\", split=\"validation[:10%]\")\n", + "\n", + "train_ds = train_data.map(\n", + " preprocess_function, \n", + " batched=True, \n", + " batch_size=256, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + ")\n", + "\n", + "val_ds = val_data.map(\n", + " preprocess_function, \n", + " batched=True, \n", + " batch_size=256, \n", + " remove_columns=[\"article\", \"highlights\", \"id\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6faa8c86", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_478601/1088570042.py:23: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate\n", + " metric = load_metric(\"rouge\")\n", + "max_steps is given, it will override any value given in num_train_epochs\n", + "Using cuda_amp half precision backend\n", + "The following columns in the training set don't have a corresponding argument in `T5ForConditionalGeneration.forward` and have been ignored: id, article, highlights. If id, article, highlights are not expected by `T5ForConditionalGeneration.forward`, you can safely ignore this message.\n", + "/home/mrbean/.conda/envs/whisper_lightning/lib/python3.10/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 = 0\n", + " Num Epochs = 1\n", + " Instantaneous batch size per device = 16\n", + " Total train batch size (w. parallel, distributed & accumulation) = 16\n", + " Gradient Accumulation steps = 1\n", + " Total optimization steps = 5000\n", + " Number of trainable parameters = 60506624\n" + ] + }, + { + "ename": "IndexError", + "evalue": "Invalid key: 90427 is out of bounds for size 0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[6], line 47\u001b[0m\n\u001b[1;32m 36\u001b[0m trainer \u001b[38;5;241m=\u001b[39m Seq2SeqTrainer(\n\u001b[1;32m 37\u001b[0m model\u001b[38;5;241m=\u001b[39mmodel,\n\u001b[1;32m 38\u001b[0m args\u001b[38;5;241m=\u001b[39mtraining_args,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 43\u001b[0m compute_metrics\u001b[38;5;241m=\u001b[39mcompute_metrics,\n\u001b[1;32m 44\u001b[0m )\n\u001b[1;32m 46\u001b[0m \u001b[38;5;66;03m# Start the training\u001b[39;00m\n\u001b[0;32m---> 47\u001b[0m \u001b[43mtrainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/trainer.py:1539\u001b[0m, in \u001b[0;36mTrainer.train\u001b[0;34m(self, resume_from_checkpoint, trial, ignore_keys_for_eval, **kwargs)\u001b[0m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel_wrapped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel\n\u001b[1;32m 1536\u001b[0m inner_training_loop \u001b[38;5;241m=\u001b[39m find_executable_batch_size(\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inner_training_loop, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_train_batch_size, args\u001b[38;5;241m.\u001b[39mauto_find_batch_size\n\u001b[1;32m 1538\u001b[0m )\n\u001b[0;32m-> 1539\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43minner_training_loop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1540\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1541\u001b[0m \u001b[43m \u001b[49m\u001b[43mresume_from_checkpoint\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresume_from_checkpoint\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1542\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrial\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrial\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1543\u001b[0m \u001b[43m \u001b[49m\u001b[43mignore_keys_for_eval\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_keys_for_eval\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1544\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/transformers/trainer.py:1761\u001b[0m, in \u001b[0;36mTrainer._inner_training_loop\u001b[0;34m(self, batch_size, args, resume_from_checkpoint, trial, ignore_keys_for_eval)\u001b[0m\n\u001b[1;32m 1758\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_load_rng_state(resume_from_checkpoint)\n\u001b[1;32m 1760\u001b[0m step \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[0;32m-> 1761\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m step, inputs \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(epoch_iterator):\n\u001b[1;32m 1762\u001b[0m \n\u001b[1;32m 1763\u001b[0m \u001b[38;5;66;03m# Skip past any already trained steps if resuming training\u001b[39;00m\n\u001b[1;32m 1764\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m steps_trained_in_current_epoch \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 1765\u001b[0m steps_trained_in_current_epoch \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/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[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 626\u001b[0m \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m 627\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 628\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 631\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 632\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called:\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/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[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_next_data\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 670\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index() \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 671\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m 672\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m 673\u001b[0m data \u001b[38;5;241m=\u001b[39m _utils\u001b[38;5;241m.\u001b[39mpin_memory\u001b[38;5;241m.\u001b[39mpin_memory(data, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_device)\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:58\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 56\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 58\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[idx] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:58\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 56\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 57\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 58\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/arrow_dataset.py:2601\u001b[0m, in \u001b[0;36mDataset.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 2599\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key): \u001b[38;5;66;03m# noqa: F811\u001b[39;00m\n\u001b[1;32m 2600\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Can be used to index columns (by string names) or rows (by integer index or iterable of indices or bools).\"\"\"\u001b[39;00m\n\u001b[0;32m-> 2601\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_getitem\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2602\u001b[0m \u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2603\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/arrow_dataset.py:2585\u001b[0m, in \u001b[0;36mDataset._getitem\u001b[0;34m(self, key, **kwargs)\u001b[0m\n\u001b[1;32m 2583\u001b[0m format_kwargs \u001b[38;5;241m=\u001b[39m format_kwargs \u001b[38;5;28;01mif\u001b[39;00m format_kwargs \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}\n\u001b[1;32m 2584\u001b[0m formatter \u001b[38;5;241m=\u001b[39m get_formatter(format_type, features\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfeatures, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mformat_kwargs)\n\u001b[0;32m-> 2585\u001b[0m pa_subtable \u001b[38;5;241m=\u001b[39m \u001b[43mquery_table\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_indices\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_indices\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 2586\u001b[0m formatted_output \u001b[38;5;241m=\u001b[39m format_table(\n\u001b[1;32m 2587\u001b[0m pa_subtable, key, formatter\u001b[38;5;241m=\u001b[39mformatter, format_columns\u001b[38;5;241m=\u001b[39mformat_columns, output_all_columns\u001b[38;5;241m=\u001b[39moutput_all_columns\n\u001b[1;32m 2588\u001b[0m )\n\u001b[1;32m 2589\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m formatted_output\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/formatting/formatting.py:588\u001b[0m, in \u001b[0;36mquery_table\u001b[0;34m(table, key, indices)\u001b[0m\n\u001b[1;32m 586\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 587\u001b[0m size \u001b[38;5;241m=\u001b[39m indices\u001b[38;5;241m.\u001b[39mnum_rows \u001b[38;5;28;01mif\u001b[39;00m indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m table\u001b[38;5;241m.\u001b[39mnum_rows\n\u001b[0;32m--> 588\u001b[0m \u001b[43m_check_valid_index_key\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 589\u001b[0m \u001b[38;5;66;03m# Query the main table\u001b[39;00m\n\u001b[1;32m 590\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/.conda/envs/whisper_lightning/lib/python3.10/site-packages/datasets/formatting/formatting.py:531\u001b[0m, in \u001b[0;36m_check_valid_index_key\u001b[0;34m(key, size)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mint\u001b[39m):\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (key \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m key \u001b[38;5;241m+\u001b[39m size \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (key \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m size):\n\u001b[0;32m--> 531\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mIndexError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid key: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is out of bounds for size \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msize\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 532\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 533\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, \u001b[38;5;28mslice\u001b[39m):\n", + "\u001b[0;31mIndexError\u001b[0m: Invalid key: 90427 is out of bounds for size 0" + ] + } + ], + "source": [ + "class MyLightningModule(pl.LightningModule):\n", + " def __init__(self, model_name, learning_rate, weight_decay, batch_size, num_training_steps):\n", + " super().__init__()\n", + " self.model_name = model_name\n", + " self.learning_rate = learning_rate\n", + " self.weight_decay = weight_decay\n", + " self.batch_size = batch_size\n", + " self.num_training_steps = num_training_steps\n", + " \n", + " # Load the pre-trained model and tokenizer\n", + " self.tokenizer = AutoTokenizer.from_pretrained(self.model_name)\n", + " self.model = AutoModelForSeq2SeqLM.from_pretrained(self.model_name)\n", + "\n", + " def forward(self, input_ids, attention_mask, labels=None):\n", + " output = self.model(\n", + " input_ids=input_ids,\n", + " attention_mask=attention_mask,\n", + " labels=labels,\n", + " )\n", + " return output.loss, output.logits\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " input_ids = batch[\"input_ids\"]\n", + " attention_mask = batch[\"attention_mask\"]\n", + " labels = batch[\"labels\"]\n", + " \n", + " loss\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " learning_rate=1e-5,\n", + " per_device_train_batch_size=16,\n", + " per_device_eval_batch_size=16,\n", + " max_steps=5000,\n", + " weight_decay=1e-4,\n", + " push_to_hub=False,\n", + " evaluation_strategy = \"steps\",\n", + " eval_steps = 50,\n", + " generation_max_length=128,\n", + " predict_with_generate=True,\n", + " logging_steps=100,\n", + " gradient_accumulation_steps=1,\n", + " fp16=True,\n", + ")\n", + "\n", + "# Load the ROUGE metric\n", + "metric = load_metric(\"rouge\")\n", + "\n", + "# Define the evaluation function\n", + "def compute_metrics(pred):\n", + " labels = pred.label_ids\n", + " preds = pred.predictions\n", + " decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)\n", + " decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " scores = metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " return {\"rouge1_precision\": scores.precision, \"rouge1_recall\": scores.recall, \"rouge1_fmeasure\": scores.fmeasure}\n", + "\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=train_data,\n", + " eval_dataset=val_data,\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()" + ] + }, + { + "cell_type": "markdown", + "id": "1b0f9a76", + "metadata": {}, + "source": [ + "# Steps:\n", + "1. Rewrite code to be more general\n", + "\n", + "a) Data loading should be from disk rather than their load_dataset, and should be on the fly\n", + "\n", + "b) Rewrite to Lightning code, Trainer etc using Lightning, compute metric fine that we use huggingface" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff03c8bb", + "metadata": {}, + "outputs": [], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aafc4b27", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/learning.ipynb b/ML/Pytorch/huggingface/learning.ipynb new file mode 100644 index 0000000..1a9ac79 --- /dev/null +++ b/ML/Pytorch/huggingface/learning.ipynb @@ -0,0 +1,580 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "fc8e5ea0", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "print(torch.cuda.is_available())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8a1e039", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import pipeline\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6ad73024", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "classifier = pipeline(\"zero-shot-classification\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04f7e02c", + "metadata": {}, + "outputs": [], + "source": [ + "classifier(\n", + " \"This is a course about the Transformers library\",\n", + " candidate_labels=[\"machine learning\", \"gym\", \"food\"],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6fb246c2", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "from transformers import pipeline\n", + "generator = pipeline(task=\"text-generation\", model=\"bigscience/bloom-1b7\", device=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4e174f0", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoModelForTokenClassification, AutoModel, AutoTokenizer\n", + "import torch\n", + "\n", + "# Define input text and pre-trained model checkpoint\n", + "text = \"My name is wolfgang and I live in berlin\"\n", + "checkpoint = \"Jean-Baptiste/roberta-large-ner-english\"\n", + "\n", + "# Instantiate tokenizer and encode input text\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "inputs = tokenizer(text, padding=True, truncation=True, return_tensors=\"pt\")\n", + "\n", + "# Instantiate model and generate output\n", + "model = AutoModel.from_pretrained(checkpoint)\n", + "outputs = model(**inputs)\n", + "print(outputs[0].shape)\n", + "\n", + "# Instantiate token classification model and generate predictions\n", + "model = AutoModelForTokenClassification.from_pretrained(checkpoint)\n", + "outputs = model(**inputs)\n", + "predictions = torch.nn.functional.softmax(outputs.logits, dim=-1)\n", + "print(predictions)\n", + "print(model.config.id2label)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8212bbaa", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoTokenizer, AutoModelForMaskedLM\n", + "\n", + "tokenizer = AutoTokenizer.from_pretrained('xlm-roberta-large')\n", + "model = AutoModelForMaskedLM.from_pretrained(\"xlm-roberta-large\")\n", + "\n", + "# prepare input\n", + "text = \"Replace me by any text you'd like.\"\n", + "encoded_input = tokenizer(text, return_tensors='pt')\n", + "\n", + "# forward pass\n", + "output = model(**encoded_input)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "314cba41", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoTokenizer, AutoModelForMaskedLM\n", + "\n", + "# Load the pre-trained tokenizer and model\n", + "tokenizer = AutoTokenizer.from_pretrained('xlm-roberta-large')\n", + "model = AutoModelForMaskedLM.from_pretrained(\"xlm-roberta-large\")\n", + "\n", + "# Define the input sentence with a masked token\n", + "text = \"I want to a new car tomorrow.\"\n", + "\n", + "# Tokenize the input sentence, replacing the masked token with a special [MASK] token\n", + "encoded_input = tokenizer(text, padding=True, truncation=True, return_tensors='pt')\n", + "\n", + "print(output.logits.shape)\n", + "print(encoded_input['input_ids'][0].tolist().index(tokenizer.mask_token_id))\n", + "\n", + "# Extract the predicted probabilities for the masked token\n", + "predicted_probabilities = output.logits[0, encoded_input['input_ids'][0].tolist().index(tokenizer.mask_token_id)]\n", + "predicted_probabilities = torch.nn.functional.softmax(predicted_probabilities, dim=-1)\n", + "\n", + "# Get the top-k most probable predictions for the masked token\n", + "k = 5\n", + "top_k = torch.topk(predicted_probabilities, k)\n", + "for i in range(k):\n", + " token = tokenizer.convert_ids_to_tokens(top_k.indices[i].item())\n", + " score = top_k.values[i].item()\n", + " print(f\"Prediction {i+1}: '{token}' with probability {score:.5f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6187e77e", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "tokenizer = AutoTokenizer.from_pretrained(\"bert-base-cased\")\n", + "\n", + "sequences = [\n", + " \"Using a Transformer network is simple\",\n", + " \"The quick brown fox jumps over the lazy dog\",\n", + " \"To be or not to be, that is the question\"\n", + "]\n", + "\n", + "# Tokenize the input sequences and convert them to padded and truncated integer token IDs\n", + "inputs = tokenizer(\n", + " sequences,\n", + " padding=True,\n", + " truncation=True,\n", + " return_tensors=\"pt\"\n", + ")\n", + "\n", + "# Print the resulting input IDs and attention masks\n", + "print(inputs['input_ids'])\n", + "print(inputs['attention_mask'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc259c5a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "43466db6", + "metadata": {}, + "source": [ + "Huggingface:\n", + "\n", + "1. Understanding how to use the Pipeline (probably most useful) for various tasks, easy to use, and the different subtasks it can do like translation, QA, zero shot, sentiment analysis, token classification, etc. \n", + "2. Understood how pipeline works in more detail by using AutoModel for various tasks as well as AutoTokenizer\n", + "3. Load dataset\n", + "4. How to finetune\n", + "5. How to evaluate\n", + "6. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97c474f2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3ed5d8c2", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from transformers import AdamW, AutoTokenizer, AutoModelForSequenceClassification\n", + "\n", + "# Same as before\n", + "checkpoint = \"bert-base-uncased\"\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint)\n", + "sequences = [\n", + " \"I've been waiting for a HuggingFace course my whole life.\",\n", + " \"This course is amazing!\",\n", + "]\n", + "batch = tokenizer(sequences, padding=True, truncation=True, return_tensors=\"pt\")\n", + "\n", + "# This is new\n", + "batch[\"labels\"] = torch.tensor([1, 1])\n", + "\n", + "optimizer = AdamW(model.parameters())\n", + "loss = model(**batch).loss\n", + "loss.backward()\n", + "optimizer.step()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c598624f", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_dataset\n", + "raw_datasets = load_dataset(\"glue\", \"mrpc\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd296227", + "metadata": {}, + "outputs": [], + "source": [ + "raw_train_dataset = raw_datasets[\"train\"]\n", + "raw_train_dataset[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e462947a", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_dataset\n", + "from transformers import AutoTokenizer, DataCollatorWithPadding\n", + "raw_datasets = load_dataset(\"glue\", \"mrpc\")\n", + "\n", + "checkpoint = \"bert-base-uncased\"\n", + "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", + "\n", + "def tokenize_function(example):\n", + " return tokenizer(example[\"sentence1\"], example[\"sentence2\"], truncation=True)\n", + "\n", + "\n", + "tokenized_datasets = raw_datasets.map(tokenize_function, batched=True)\n", + "data_collator = DataCollatorWithPadding(tokenizer=tokenizer)\n", + "\n", + "\n", + "from transformers import TrainingArguments\n", + "training_args = TrainingArguments(\"test-trainer\")\n", + "\n", + "from transformers import AutoModelForSequenceClassification\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "import numpy as np\n", + "import evaluate\n", + "\n", + "def compute_metrics(eval_preds):\n", + " metric = evaluate.load(\"glue\", \"mrpc\")\n", + " logits, labels = eval_preds\n", + " predictions = np.argmax(logits, axis=-1)\n", + " return metric.compute(predictions=predictions, references=labels)\n", + "\n", + "training_args = TrainingArguments(\"test-trainer\", evaluation_strategy=\"epoch\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "trainer = Trainer(\n", + " model,\n", + " training_args,\n", + " train_dataset=tokenized_datasets[\"train\"],\n", + " eval_dataset=tokenized_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e2795dc", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import TrainingArguments\n", + "training_args = TrainingArguments(\"test-trainer\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3af29cd5", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoModelForSequenceClassification\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "817f644e", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import evaluate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42819a6c", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def compute_metrics(eval_preds):\n", + " metric = evaluate.load(\"glue\", \"mrpc\")\n", + " logits, labels = eval_preds\n", + " predictions = np.argmax(logits, axis=-1)\n", + " return metric.compute(predictions=predictions, references=labels)\n", + "\n", + "training_args = TrainingArguments(\"test-trainer\", evaluation_strategy=\"epoch\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", + "\n", + "trainer = Trainer(\n", + " model,\n", + " training_args,\n", + " train_dataset=tokenized_datasets[\"train\"],\n", + " eval_dataset=tokenized_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb5986b0", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "from transformers import AutoModelForSeq2SeqLM, AutoTokenizer, DataCollatorForSeq2Seq, Seq2SeqTrainingArguments, Seq2SeqTrainer\n", + "from datasets import load_dataset\n", + "batch_size=32\n", + "\n", + "# Define the generator function to preprocess the data in batches\n", + "def preprocess_generator(examples):\n", + " for i in range(0, len(examples[\"article\"]), batch_size):\n", + " batch = examples[\"article\"][i:i+batch_size]\n", + " targets = examples[\"highlights\"][i:i+batch_size]\n", + " model_inputs = tokenizer(batch, max_length=512, padding=\"max_length\", truncation=True)\n", + " with tokenizer.as_target_tokenizer():\n", + " model_targets = tokenizer(targets, max_length=128, padding=\"max_length\", truncation=True)\n", + " model_inputs[\"labels\"] = model_targets[\"input_ids\"]\n", + " yield model_inputs\n", + "\n", + "def preprocess_function(examples):\n", + " articles = [ex for ex in examples[\"article\"]]\n", + " summaries = [ex for ex in examples[\"highlights\"]]\n", + "\n", + " model_inputs = tokenizer(articles, max_length=512, padding=\"max_length\", truncation=True)\n", + " with tokenizer.as_target_tokenizer():\n", + " model_targets = tokenizer(summaries, max_length=128, padding=\"max_length\", truncation=True)\n", + " \n", + " model_inputs[\"labels\"] = model_targets[\"input_ids\"]\n", + " return model_inputs\n", + " \n", + "# Load the dataset\n", + "raw_datasets = load_dataset(\"cnn_dailymail\", \"3.0.0\")\n", + "preprocessed_datasets = raw_datasets.map(preprocess_function, batched=True, num_proc=4)\n", + "\n", + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " evaluation_strategy = \"epoch\",\n", + " learning_rate=2e-5,\n", + " per_device_train_batch_size=batch_size,\n", + " max_steps=1000,\n", + " weight_decay=0.01,\n", + " push_to_hub=False,\n", + ")\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=train_ds,\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d62583e", + "metadata": {}, + "outputs": [], + "source": [ + "from datasets import load_metric" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d310a7b3", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "preprocessed_datasets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99d422cc", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# Load the pre-trained model and tokenizer\n", + "model_name = \"t5-small\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)\n", + "\n", + "# Define the data collator\n", + "data_collator = DataCollatorForSeq2Seq(tokenizer, model=model)\n", + "\n", + "# Initialize the trainer arguments\n", + "training_args = Seq2SeqTrainingArguments(\n", + " output_dir=\"./results\",\n", + " learning_rate=2e-5,\n", + " per_device_train_batch_size=batch_size,\n", + " max_steps=5000,\n", + " weight_decay=0.01,\n", + " push_to_hub=False,\n", + " evaluation_strategy = \"steps\",\n", + " eval_steps = 50,\n", + ")\n", + "\n", + "# Load the ROUGE metric\n", + "metric = load_metric(\"rouge\")\n", + "\n", + "# Define the evaluation function\n", + "def compute_metrics(pred):\n", + " labels = pred.label_ids\n", + " preds = pred.predictions\n", + " \n", + " decoded_preds = tokenizer.batch_decode(preds, skip_special_tokens=True)\n", + " decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=True)\n", + " \n", + " scores = metric.compute(predictions=decoded_preds, references=decoded_labels, rouge_types=[\"rouge1\"])[\"rouge1\"].mid\n", + " \n", + " return {\"rouge1_precision\": scores.precision, \"rouge1_recall\": scores.recall, \"rouge1_fmeasure\": scores.fmeasure}\n", + "\n", + "\n", + "# Initialize the trainer\n", + "trainer = Seq2SeqTrainer(\n", + " model=model,\n", + " args=training_args,\n", + " train_dataset=preprocessed_datasets[\"train\"],\n", + " eval_dataset=preprocessed_datasets[\"validation\"],\n", + " data_collator=data_collator,\n", + " tokenizer=tokenizer,\n", + " compute_metrics=compute_metrics,\n", + ")\n", + "\n", + "# Start the training\n", + "trainer.train()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5e97b57", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install nltk\n", + "!pip install rouge_score" + ] + }, + { + "cell_type": "markdown", + "id": "558c3e66", + "metadata": {}, + "source": [ + "# Goal:\n", + "\n", + "1. Implement full training from dataloading (dailycnn dataset), to model training, evaluation, etc, using HF. \n", + "* Right now: stuck on on the fly dataset loading, we don't want to cache because this would take a lot of disk space etc.\n", + "\n", + "2. After we get step 1) working, we want to go deeper on every step, so download the dataset and load it as a custom dataset rather than using huggingface simple API, in order to make it more general. Compare with loading the ds as a custom HF dataset or using pytorch class together with lightning. Speed difference? Convenience? Also we want to use the lightning Trainer so see how we can integrate that. And then compare HF to the lightning + hf model approach and see what we like the most." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "624d49ca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ML/Pytorch/huggingface/learninghugg.py b/ML/Pytorch/huggingface/learninghugg.py new file mode 100644 index 0000000..236cf3b --- /dev/null +++ b/ML/Pytorch/huggingface/learninghugg.py @@ -0,0 +1,41 @@ +from datasets import load_dataset +from transformers import AutoTokenizer, DataCollatorWithPadding +from transformers import Trainer + +raw_datasets = load_dataset("glue", "mrpc") +checkpoint = "bert-base-uncased" +tokenizer = AutoTokenizer.from_pretrained(checkpoint) + + +def tokenize_function(example): + return tokenizer(example["sentence1"], example["sentence2"], truncation=True) + + +tokenized_datasets = raw_datasets.map(tokenize_function, batched=True) +data_collator = DataCollatorWithPadding(tokenizer=tokenizer) + + +from transformers import TrainingArguments +training_args = TrainingArguments("test-trainer") + +from transformers import AutoModelForSequenceClassification +model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2) + +def compute_metrics(eval_preds): + metric = evaluate.load("glue", "mrpc") + logits, labels = eval_preds + predictions = np.argmax(logits, axis=-1) + return metric.compute(predictions=predictions, references=labels) + +training_args = TrainingArguments("test-trainer", evaluation_strategy="epoch") +model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2) + +trainer = Trainer( + model, + training_args, + train_dataset=tokenized_datasets["train"], + eval_dataset=tokenized_datasets["validation"], + data_collator=data_collator, + tokenizer=tokenizer, + compute_metrics=compute_metrics, +) diff --git a/ML/Pytorch/huggingface/test.py b/ML/Pytorch/huggingface/test.py new file mode 100644 index 0000000..dd1f9d8 --- /dev/null +++ b/ML/Pytorch/huggingface/test.py @@ -0,0 +1,2 @@ +l = ["cat", "dog"] +sentence = "The quick brown fox jumps over the lazy dog" diff --git a/ML/Pytorch/more_advanced/VAE/lightning_vae/.scale_batch_size_2121f91a-3045-4142-95c9-9f29857117c1.ckpt b/ML/Pytorch/more_advanced/VAE/lightning_vae/.scale_batch_size_2121f91a-3045-4142-95c9-9f29857117c1.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..0f06c13fe91f2c0839f8b1ca2e27fe561383081c GIT binary patch literal 1313220 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