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5b00ca5
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5b3cb77
Update trainer.py
Browse files- trainer.py +40 -0
trainer.py
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from transformers import GPT2LMHeadModel, GPT2Tokenizer, TextDataset, DataCollatorForLanguageModeling, Trainer, TrainingArguments
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# Specify the model and tokenizer
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model_name = "gpt2"
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model = GPT2LMHeadModel.from_pretrained(model_name)
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tokenizer = GPT2Tokenizer.from_pretrained(model_name)
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# Create a dataset from your text file
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dataset = TextDataset(
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tokenizer=tokenizer,
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file_path="my_text_file.txt",
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block_size=128,
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)
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# Create a data collator
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data_collator = DataCollatorForLanguageModeling(
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tokenizer=tokenizer,
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mlm=False,
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)
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# Specify the training arguments
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training_args = TrainingArguments(
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output_dir="./results",
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overwrite_output_dir=True,
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num_train_epochs=3,
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per_device_train_batch_size=1,
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save_steps=10_000,
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save_total_limit=2,
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)
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# Create a trainer
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trainer = Trainer(
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model=model,
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args=training_args,
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data_collator=data_collator,
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train_dataset=dataset,
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)
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# Train the model
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trainer.train()
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