{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hugging Face Accelerate!\n", "\n", "Supercharge your pytorch training loop with Accelerate!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "60e3e59604ec46f3bad1facb369ced8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Map: 0%| | 0/1725 [00:00) torch.Size([8, 2])\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\HP\\AppData\\Roaming\\Python\\Python311\\site-packages\\transformers\\optimization.py:411: 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "cpu\n" ] } ], "source": [ "from datasets import load_dataset\n", "from transformers import AutoTokenizer, DataCollatorWithPadding\n", "\n", "raw_datasets = load_dataset('glue', 'mrpc')\n", "checkpoint = 'bert-base-cased'\n", "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", "\n", "def tokenize_function(examples):\n", " return tokenizer(examples['sentence1'], examples['sentence2'],\n", " truncation=True)\n", "\n", "tokenized_datasets = raw_datasets.map(tokenize_function, batched=True)\n", "tokenized_datasets = tokenized_datasets.remove_columns(['idx', 'sentence1', 'sentence2'])\n", "tokenized_datasets = tokenized_datasets.rename_column('label',\"labels\")\n", "tokenized_datasets = tokenized_datasets.with_format('torch')\n", "\n", "data_collator = DataCollatorWithPadding(tokenizer=tokenizer)\n", "\n", "from torch.utils.data import DataLoader\n", "\n", "train_dataloader = DataLoader(\n", " tokenized_datasets[\"train\"], shuffle=True, batch_size=8, collate_fn=data_collator\n", ")\n", "eval_dataloader = DataLoader(\n", " tokenized_datasets[\"validation\"], batch_size=8, collate_fn=data_collator\n", ")\n", "\n", "'''Grab a batch of data and inspect it, check to see if everything\n", "works as intended'''\n", "\n", "for batch in train_dataloader:\n", " break\n", "print({k: v.shape for k, v in batch.items()})\n", "\n", "'''Send the training data to the model'''\n", "from transformers import AutoModelForSequenceClassification\n", "\n", "checkpoint = 'bert-base-cased'\n", "# Adjust number of labels to the number of classes, in this case 2\n", "model = AutoModelForSequenceClassification.from_pretrained(checkpoint, num_labels=2)\n", "\n", "'''To be sure everything is going well, check outputs'''\n", "outputs = model(**batch)\n", "print(outputs.loss, outputs.logits.shape)\n", "# Note: The transformers model automatically calculates the loss\n", "\n", "'''So, just initialize the optimizer and the training loop'''\n", "# optimizer:\n", "from transformers import AdamW\n", "\n", "optimizer = AdamW(model.parameters(), lr=0.005)\n", "\n", "# training loop:\n", "loss = outputs.loss\n", "loss.backward()\n", "optimizer.step()\n", "\n", "optimizer.zero_grad()\n", "\n", "'''To reduce learning rate to 0 import get_scheduler\n", "This is a convenient function from the transformers library to \n", "progressively decay our learning rate to zero as we train the model'''\n", "\n", "from transformers import get_scheduler\n", "\n", "num_epochs = 3\n", "num_training_steps = num_epochs * len(train_dataloader)\n", "\n", "lr_scheduler = get_scheduler(\n", " name = 'linear',\n", " optimizer = optimizer,\n", " num_warmup_steps = 0,\n", " num_training_steps = num_training_steps \n", ")\n", "\n", "'''Device agnostic code: use gpu'''\n", "import torch\n", "\n", "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n", "model.to(device)\n", "print(device)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normally, we'd just do the training loop as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# '''Finally, we can put everything together:'''\n", "\n", "# from tqdm.auto import tqdm\n", "\n", "# progress_bar = tqdm(range(num_training_steps))\n", "\n", "# # set model to training mode:\n", "# model.train()\n", "# for epoch in range(num_epochs):\n", "# # loop over batches:\n", "# for batch in train_dataloader:\n", "# # send batch to device:\n", "# batch = {k: v.to(device) for k,v in batch.items()}\n", "# # forward pass:\n", "# outputs = model(**batch)\n", "# # calculate loss:\n", "# loss = outputs.loss\n", "# loss.backward()\n", "# # update weights:\n", "# optimizer.step()\n", "# # update learning rate:\n", "# lr_scheduler.step()\n", "# # reset gradients:\n", "# optimizer.zero_grad()\n", "# # update progress bar:\n", "# progress_bar.update(1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But with accelerate you just make a few changes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# You won't need to uncomment the commented lines! \n", "from accelerate import Accelerator\n", "\n", "accelerator = Accelerator()\n", "\n", "model, optimizer, train_dataloader = accelerator.prepare(\n", " model, optimizer, train_dataloader\n", ")\n", "\n", "from tqdm.auto import tqdm\n", "\n", "progress_bar = tqdm(range(num_training_steps))\n", "\n", "model.train()\n", "for epoch in range(num_epochs):\n", " for batch in train_dataloader:\n", " # batch = {k: v.to(device) for k,v in batch.items()}\n", " outputs = model(**batch)\n", " loss = outputs.loss\n", " # loss.backward()\n", " accelerator.backward(loss)\n", " \n", " optimizer.step()\n", " lr_scheduler.step()\n", " optimizer.zero_grad()\n", " progress_bar.update(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you trained, know that \n", "Accelerate also handles distributed evaluation!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'accuracy': 0.3161764705882353, 'f1': 0.0}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datasets import load_metric\n", "\n", "metric = load_metric('glue', 'mrpc')\n", "model.eval()\n", "\n", "from accelerate import Accelerator\n", "accelerator = Accelerator()\n", "\n", "eval_dataloader = accelerator.prepare(eval_dataloader)\n", "for batch in eval_dataloader:\n", " # batch = {k: v.to(device) for k,v in batch.items()}\n", " with torch.no_grad():\n", " outputs = model(**batch)\n", " \n", " logits = outputs.logits\n", " predictions = torch.argmax(logits, dim=-1)\n", " # metric.add_batch(predictions=predictions, references=batch['labels'])\n", " metric.add_batch(\n", " predictions=accelerator.gather(predictions), references=accelerator.gather(batch['labels'])\n", " )\n", " \n", "metric.compute()" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "The distributed training script has to be launched several times in different processes.\n", "However, with accelerate,\n", "you get to configure your setup easily and launch a training script\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could use a notebook launcher function to launch your training in a notebook" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from accelerate import notebook_launcher\n", "\n", "notebook_launcher(my_training_function)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }