End of training
Browse files- README.md +89 -0
- model.safetensors +1 -1
README.md
ADDED
|
@@ -0,0 +1,89 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
library_name: transformers
|
| 3 |
+
base_model: yikuan8/Clinical-Longformer
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
metrics:
|
| 7 |
+
- f1
|
| 8 |
+
model-index:
|
| 9 |
+
- name: finetuned_ClinicalLongformer_CAT
|
| 10 |
+
results: []
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 14 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 15 |
+
|
| 16 |
+
# finetuned_ClinicalLongformer_CAT
|
| 17 |
+
|
| 18 |
+
This model is a fine-tuned version of [yikuan8/Clinical-Longformer](https://huggingface.co/yikuan8/Clinical-Longformer) on the None dataset.
|
| 19 |
+
It achieves the following results on the evaluation set:
|
| 20 |
+
- Loss: 0.5686
|
| 21 |
+
- F1: 0.6565
|
| 22 |
+
|
| 23 |
+
## Model description
|
| 24 |
+
|
| 25 |
+
More information needed
|
| 26 |
+
|
| 27 |
+
## Intended uses & limitations
|
| 28 |
+
|
| 29 |
+
More information needed
|
| 30 |
+
|
| 31 |
+
## Training and evaluation data
|
| 32 |
+
|
| 33 |
+
More information needed
|
| 34 |
+
|
| 35 |
+
## Training procedure
|
| 36 |
+
|
| 37 |
+
### Training hyperparameters
|
| 38 |
+
|
| 39 |
+
The following hyperparameters were used during training:
|
| 40 |
+
- learning_rate: 2e-05
|
| 41 |
+
- train_batch_size: 4
|
| 42 |
+
- eval_batch_size: 4
|
| 43 |
+
- seed: 42
|
| 44 |
+
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
|
| 45 |
+
- lr_scheduler_type: linear
|
| 46 |
+
- num_epochs: 30
|
| 47 |
+
|
| 48 |
+
### Training results
|
| 49 |
+
|
| 50 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 |
|
| 51 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|
|
| 52 |
+
| 0.7643 | 1.0 | 88 | 0.6880 | 0.4545 |
|
| 53 |
+
| 0.5304 | 2.0 | 176 | 0.5686 | 0.6565 |
|
| 54 |
+
| 0.4965 | 3.0 | 264 | 0.5383 | 0.6333 |
|
| 55 |
+
| 0.5511 | 4.0 | 352 | 0.5025 | 0.6387 |
|
| 56 |
+
| 0.4464 | 5.0 | 440 | 0.8222 | 0.6324 |
|
| 57 |
+
| 0.524 | 6.0 | 528 | 0.5835 | 0.6387 |
|
| 58 |
+
| 0.5914 | 7.0 | 616 | 0.5681 | 0.6333 |
|
| 59 |
+
| 0.4904 | 8.0 | 704 | 0.7025 | 0.6190 |
|
| 60 |
+
| 0.368 | 9.0 | 792 | 1.0666 | 0.5984 |
|
| 61 |
+
| 0.5524 | 10.0 | 880 | 0.9018 | 0.5909 |
|
| 62 |
+
| 0.4279 | 11.0 | 968 | 1.4256 | 0.5672 |
|
| 63 |
+
| 0.423 | 12.0 | 1056 | 1.4379 | 0.5571 |
|
| 64 |
+
| 0.437 | 13.0 | 1144 | 1.8244 | 0.5507 |
|
| 65 |
+
| 0.3844 | 14.0 | 1232 | 1.7702 | 0.5455 |
|
| 66 |
+
| 0.4193 | 15.0 | 1320 | 2.4407 | 0.5412 |
|
| 67 |
+
| 0.3736 | 16.0 | 1408 | 2.1648 | 0.5369 |
|
| 68 |
+
| 0.3675 | 17.0 | 1496 | 2.1035 | 0.5306 |
|
| 69 |
+
| 0.2557 | 18.0 | 1584 | 2.3772 | 0.5430 |
|
| 70 |
+
| 0.2683 | 19.0 | 1672 | 2.4857 | 0.5430 |
|
| 71 |
+
| 0.251 | 20.0 | 1760 | 2.5679 | 0.5306 |
|
| 72 |
+
| 0.2913 | 21.0 | 1848 | 2.5935 | 0.5395 |
|
| 73 |
+
| 0.2671 | 22.0 | 1936 | 2.6229 | 0.5430 |
|
| 74 |
+
| 0.3045 | 23.0 | 2024 | 2.7196 | 0.5430 |
|
| 75 |
+
| 0.2878 | 24.0 | 2112 | 2.7983 | 0.5333 |
|
| 76 |
+
| 0.388 | 25.0 | 2200 | 2.9204 | 0.5325 |
|
| 77 |
+
| 0.308 | 26.0 | 2288 | 2.9649 | 0.5395 |
|
| 78 |
+
| 0.3096 | 27.0 | 2376 | 2.9466 | 0.5430 |
|
| 79 |
+
| 0.339 | 28.0 | 2464 | 2.9776 | 0.5290 |
|
| 80 |
+
| 0.1394 | 29.0 | 2552 | 2.9992 | 0.5290 |
|
| 81 |
+
| 0.2073 | 30.0 | 2640 | 3.0120 | 0.5290 |
|
| 82 |
+
|
| 83 |
+
|
| 84 |
+
### Framework versions
|
| 85 |
+
|
| 86 |
+
- Transformers 4.48.0
|
| 87 |
+
- Pytorch 2.5.1+cu124
|
| 88 |
+
- Datasets 3.2.0
|
| 89 |
+
- Tokenizers 0.21.0
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 594678184
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:35c369cc4994dd45e5aebc24c9b52ce6a38eb1d6c788d7a4b7419e8fa5e2c1ff
|
| 3 |
size 594678184
|