{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n", "Unsloth: Failed to patch Gemma3ForConditionalGeneration.\n", "🦥 Unsloth Zoo will now patch everything to make training faster!\n", "INFO 04-23 16:23:47 [__init__.py:239] Automatically detected platform cuda.\n" ] } ], "source": [ "# Unsloth should be imported before transformers to ensure all optimizations are applied.\n", "from unsloth import FastLanguageModel, is_bfloat16_supported" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from dataclasses import dataclass\n", "from pathlib import Path\n", "from transformers import AutoTokenizer, TrainingArguments\n", "from trl import SFTTrainer, DataCollatorForCompletionOnlyLM\n", "from typing import Optional, List\n", "import argparse\n", "import json\n", "import os" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from train import qwq" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "args = qwq.Args([\"--output-dir\", \"/root/models/notebook\", \"--base-model\", \"unsloth/QwQ-32B-bnb-4bit\"])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validating 20 XML files...\n", "file: /root/sia/training/clean_start/iteration_20250116_134549_655.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/clean_start/iteration_20250116_134549_655.xml\n", "file: /root/sia/training/clean_start/iteration_20250116_134555_680.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/clean_start/iteration_20250116_134555_680.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141241_092.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141241_092.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141252_317.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141252_317.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141302_940.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141302_940.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141329_886.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141329_886.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141343_416.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141343_416.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141357_412.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141357_412.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141410_965.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141410_965.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141428_204.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141428_204.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141441_443.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141441_443.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141447_231.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141447_231.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141454_509.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141454_509.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141458_495.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141458_495.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141503_889.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141503_889.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141516_718.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141516_718.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141533_231.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141533_231.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141603_549.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141603_549.xml\n", "file: /root/sia/training/delete_indicated_entries/iteration_20250116_141633_083.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/delete_indicated_entries/iteration_20250116_141633_083.xml\n", "file: /root/sia/training/list_entries_to_delete/iteration_20250116_141227_271.xml\n", "WARNING: System prompt hash mismatch in /root/sia/training/list_entries_to_delete/iteration_20250116_141227_271.xml\n", "Validation complete. Found 20 valid files.\n" ] } ], "source": [ "dataset = qwq.Dataset(args.config_path)\n", "dataset.validate()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b72535c55d214b9da158b90ab0d3e65a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "tokenizer_config.json: 0%| | 0.00/8.14k [00:00\n", " \n", " \n", " [3/3 01:48, Epoch 1/3]\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StepTraining Loss

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "TrainOutput(global_step=3, training_loss=1.7701025009155273, metrics={'train_runtime': 187.628, 'train_samples_per_second': 0.32, 'train_steps_per_second': 0.016, 'total_flos': 1.41437049721344e+16, 'train_loss': 1.7701025009155273})" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.train()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unsloth: Merging 4bit and LoRA weights to 4bit...\n", "This might take 5 minutes...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/root/venvs/train/lib/python3.10/site-packages/peft/tuners/lora/bnb.py:351: UserWarning: Merge lora module to 4-bit linear may get different generations due to rounding errors.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done.\n", "Unsloth: Saving tokenizer... Done.\n", "Unsloth: Saving model... This might take 10 minutes for Llama-7b... Done.\n" ] } ], "source": [ "model.save_pretrained_merged(\n", " str(args.output_dir) + \"_merged_4bit\", \n", " tokenizer=tokenizer,\n", " save_method=\"merged_4bit_forced\"\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "train", "language": "python", "name": "train" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }