Download v17_results.json from Merlin041/imdb-distilbert-features: direct link, hf CLI and curl.
- Browser
- Download file 2 kB
-
https://huggingface.co/datasets/Merlin041/imdb-distilbert-features/resolve/main/v17_results.json
- Command line
-
hf download hf://datasets/Merlin041/imdb-distilbert-features/v17_results.json
-
curl -L -o v17_results.json https://huggingface.co/datasets/Merlin041/imdb-distilbert-features/resolve/main/v17_results.json
2 kB
| { | |
| "config": { | |
| "version": "v17", | |
| "description": "DistilBERT (frozen, fp16) \u2192 BiLSTM + MHA + concat pooling + FGM", | |
| "bert_model": "distilbert-base-uncased", | |
| "bert_dim": 768, | |
| "hidden_dim": 256, | |
| "num_layers": 2, | |
| "num_heads": 8, | |
| "bidirectional": true, | |
| "dropout": 0.3, | |
| "max_len": 128, | |
| "batch_size": 48, | |
| "extract_batch": 8, | |
| "lr": 0.0002, | |
| "weight_decay": 1e-05, | |
| "grad_clip": 1.0, | |
| "epochs": 12, | |
| "label_smoothing": 0.05, | |
| "adversarial": false, | |
| "adv_epsilon": 0.3 | |
| }, | |
| "num_params": 4666113, | |
| "bert_params_frozen": 66362880, | |
| "best_acc": 0.86856, | |
| "best_f1": 0.869923204813554, | |
| "final_metrics": { | |
| "accuracy": 0.86528, | |
| "precision": 0.86528, | |
| "recall": 0.86528, | |
| "f1": 0.86528 | |
| }, | |
| "history": { | |
| "train_loss": [ | |
| 0.46085336426855733, | |
| 0.3996413149039713, | |
| 0.37743425068951386, | |
| 0.35513692613755443, | |
| 0.3391825716349076, | |
| 0.32299509530104054, | |
| 0.305125344222887, | |
| 0.2823193713936833, | |
| 0.2617661984433597, | |
| 0.2444184080710109, | |
| 0.23245283026040858, | |
| 0.22441906380447454 | |
| ], | |
| "test_loss": [ | |
| 0.37483332423411037, | |
| 0.32980831620960915, | |
| 0.33778672482310695, | |
| 0.3223748667855638, | |
| 0.31915533976654403, | |
| 0.32530522077646457, | |
| 0.3153950808258752, | |
| 0.33029513723161535, | |
| 0.32984291099998636, | |
| 0.34260687390753497, | |
| 0.3554097814217296, | |
| 0.35535582804233695 | |
| ], | |
| "test_acc": [ | |
| 0.83164, | |
| 0.85736, | |
| 0.8498, | |
| 0.85848, | |
| 0.8646, | |
| 0.8612, | |
| 0.86628, | |
| 0.86468, | |
| 0.86856, | |
| 0.86632, | |
| 0.86544, | |
| 0.86528 | |
| ], | |
| "test_f1": [ | |
| 0.8452061343827002, | |
| 0.8570970585878016, | |
| 0.8599977629469445, | |
| 0.8593799682034976, | |
| 0.8671976146573032, | |
| 0.8560882548108826, | |
| 0.8645736277091352, | |
| 0.8652674339878131, | |
| 0.869923204813554, | |
| 0.866362763915547, | |
| 0.8687168279737746, | |
| 0.86528 | |
| ] | |
| } | |
| } |