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--- |
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license: apache-2.0 |
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language: |
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- en |
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base_model: |
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- answerdotai/ModernBERT-base |
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pipeline_tag: text-classification |
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tags: |
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- emotion |
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- psychology |
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- finetune |
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- paulekman |
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--- |
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label_map = {0: 'sadness', 1: 'joy', 2: 'love', 3: 'anger', 4: 'fear', 5: 'surprise'} |
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final_training_args = TrainingArguments( |
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output_dir=outputs_dir, |
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per_device_train_batch_size=32, |
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num_train_epochs=3, |
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weight_decay=0.01, |
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learning_rate=3e-6, |
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warmup_steps=700, |
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lr_scheduler_type="cosine", |
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eval_strategy="steps", |
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eval_steps=100, |
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save_steps=100, |
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save_strategy="steps", |
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logging_dir=logs_dir, |
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logging_steps=100, |
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load_best_model_at_end=True, |
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metric_for_best_model="eval_loss", |
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# report_to="none", |
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fp16=True, |
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disable_tqdm=False, |
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max_grad_norm=10.2 |
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) |
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![](multiclass_cm.png) |
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![](_multiclass_metrics.png) |
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![](multiclass_f1's.png) |