Upload train_sft_qwen25.py with huggingface_hub
Browse files- train_sft_qwen25.py +53 -0
train_sft_qwen25.py
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# /// script
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# dependencies = ["trl>=0.12.0", "peft>=0.7.0", "datasets>=2.18.0", "trackio"]
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# ///
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from datasets import load_dataset
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from peft import LoraConfig
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from trl import SFTTrainer, SFTConfig
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import trackio
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model_id = "Qwen/Qwen2.5-0.5B"
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# Small subset for a quick test run
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dataset = load_dataset("trl-lib/Capybara", split="train")
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dataset = dataset.shuffle(seed=42).select(range(500))
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# Train/eval split for monitoring
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dataset_split = dataset.train_test_split(test_size=0.1, seed=42)
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peft_config = LoraConfig(
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r=16,
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lora_alpha=32,
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lora_dropout=0.05,
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bias="none",
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task_type="CAUSAL_LM",
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)
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trainer = SFTTrainer(
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model=model_id,
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train_dataset=dataset_split["train"],
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eval_dataset=dataset_split["test"],
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peft_config=peft_config,
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args=SFTConfig(
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output_dir="qwen2.5-0.5b-sft-demo",
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push_to_hub=True,
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hub_model_id="davidsmts/qwen2.5-0.5b-sft-demo",
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hub_strategy="every_save",
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num_train_epochs=1,
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per_device_train_batch_size=1,
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gradient_accumulation_steps=8,
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max_length=512,
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eval_strategy="steps",
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eval_steps=50,
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save_strategy="steps",
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save_steps=100,
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logging_steps=10,
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report_to="trackio",
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project="qwen2.5-sft-demo",
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run_name="qwen2.5-0.5b-capybara",
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),
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)
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trainer.train()
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trainer.push_to_hub()
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