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--- |
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license: mit |
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datasets: |
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- Dongwookss/SROIE |
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- Dongwookss/SROIE_lb1 |
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metrics: |
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- f1 |
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- exact_match |
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base_model: |
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- microsoft/layoutlmv3-base |
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--- |
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| Model Version | F1 Score | EM Score | EM (no space) | |
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|--------------|----------|-----------|---------------| |
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| Initial LayoutLMv3 | 84.965 | 50.4323 | 50.4323 | |
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``` |
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training_args = TrainingArguments( |
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output_dir="test", |
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max_steps=1500, |
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per_device_train_batch_size=2, |
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per_device_eval_batch_size=2, |
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learning_rate=2e-5, |
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evaluation_strategy="steps", |
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eval_steps=100, |
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load_best_model_at_end=True, |
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metric_for_best_model="f1", |
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gradient_accumulation_steps=4 # 메모리 부족시 활용 |
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) |
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trainer = Trainer( |
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model=model, |
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args=training_args, |
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train_dataset=train_dataset, |
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eval_dataset=eval_dataset, |
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tokenizer=processor, |
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data_collator=default_data_collator, |
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compute_metrics=compute_metrics, |
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) |