| { | |
| "checkpoint": "/content/ml/models/mmbert-small-classifier-v8/seed-1", | |
| "output_dir": "/content/ml/models/mmbert-small-classifier-v8/seed-1/onnx_experiments", | |
| "model_type": "classifier", | |
| "base_model": "jhu-clsp/mmBERT-small", | |
| "original_size_mb": 1240.51, | |
| "onnx_size_mb": 135.3, | |
| "quantization": "INT8", | |
| "quant_recipe": "dynamic_per_channel", | |
| "opset_version": 14, | |
| "max_seq_length": 384, | |
| "pooling": "mean", | |
| "categories": [ | |
| "ALERT", | |
| "NEWSLETTER", | |
| "PERSONAL", | |
| "PROMOTIONAL", | |
| "SOCIAL", | |
| "TRANSACTION" | |
| ], | |
| "action_threshold_int8": 0.175, | |
| "action_threshold_fp32_pt": 0.375, | |
| "action_metrics_at_int8_threshold": { | |
| "precision": 0.9231, | |
| "recall": 0.8451, | |
| "f1": 0.8824, | |
| "n_positive_predicted": 65, | |
| "n_positive_actual": 71 | |
| }, | |
| "metrics": { | |
| "test_set": "/content/ml/data/splits/classifier_test.jsonl", | |
| "test_set_n": 321, | |
| "cat_acc": 93.15, | |
| "act_acc": 93.46, | |
| "cat_acc_en": 93.49, | |
| "cat_acc_fr": 92.45, | |
| "act_acc_en": 93.95, | |
| "act_acc_fr": 92.45, | |
| "argmax_match_pt": 96.57, | |
| "by_class_recall": { | |
| "ALERT": 85.0, | |
| "NEWSLETTER": 94.0, | |
| "PERSONAL": 98.0, | |
| "PROMOTIONAL": 95.0, | |
| "SOCIAL": 87.8, | |
| "TRANSACTION": 98.33 | |
| }, | |
| "action_threshold_used_for_eval": 0.175 | |
| }, | |
| "model_inputs": [ | |
| "input_ids", | |
| "attention_mask" | |
| ], | |
| "model_outputs": [ | |
| "category_probs", | |
| "action_prob" | |
| ] | |
| } |