End of training
Browse files- README.md +73 -0
- pytorch_model.bin +1 -1
README.md
ADDED
@@ -0,0 +1,73 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
tags:
|
4 |
+
- generated_from_trainer
|
5 |
+
metrics:
|
6 |
+
- f1
|
7 |
+
model-index:
|
8 |
+
- name: ec_classfication_0502_emilyalsentzer_Bio_ClinicalBERT
|
9 |
+
results: []
|
10 |
+
---
|
11 |
+
|
12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
13 |
+
should probably proofread and complete it, then remove this comment. -->
|
14 |
+
|
15 |
+
# ec_classfication_0502_emilyalsentzer_Bio_ClinicalBERT
|
16 |
+
|
17 |
+
This model is a fine-tuned version of [emilyalsentzer/Bio_ClinicalBERT](https://huggingface.co/emilyalsentzer/Bio_ClinicalBERT) on an unknown dataset.
|
18 |
+
It achieves the following results on the evaluation set:
|
19 |
+
- Loss: 1.4827
|
20 |
+
- F1: 0.7586
|
21 |
+
|
22 |
+
## Model description
|
23 |
+
|
24 |
+
More information needed
|
25 |
+
|
26 |
+
## Intended uses & limitations
|
27 |
+
|
28 |
+
More information needed
|
29 |
+
|
30 |
+
## Training and evaluation data
|
31 |
+
|
32 |
+
More information needed
|
33 |
+
|
34 |
+
## Training procedure
|
35 |
+
|
36 |
+
### Training hyperparameters
|
37 |
+
|
38 |
+
The following hyperparameters were used during training:
|
39 |
+
- learning_rate: 2e-05
|
40 |
+
- train_batch_size: 16
|
41 |
+
- eval_batch_size: 16
|
42 |
+
- seed: 42
|
43 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
44 |
+
- lr_scheduler_type: linear
|
45 |
+
- num_epochs: 15
|
46 |
+
|
47 |
+
### Training results
|
48 |
+
|
49 |
+
| Training Loss | Epoch | Step | Validation Loss | F1 |
|
50 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|
|
51 |
+
| No log | 1.0 | 59 | 0.6180 | 0.5075 |
|
52 |
+
| No log | 2.0 | 118 | 0.5676 | 0.6154 |
|
53 |
+
| No log | 3.0 | 177 | 0.4982 | 0.8172 |
|
54 |
+
| No log | 4.0 | 236 | 0.8061 | 0.7826 |
|
55 |
+
| No log | 5.0 | 295 | 0.9337 | 0.7442 |
|
56 |
+
| No log | 6.0 | 354 | 1.0500 | 0.7778 |
|
57 |
+
| No log | 7.0 | 413 | 1.4362 | 0.6829 |
|
58 |
+
| No log | 8.0 | 472 | 1.2663 | 0.7556 |
|
59 |
+
| 0.1798 | 9.0 | 531 | 1.2302 | 0.8000 |
|
60 |
+
| 0.1798 | 10.0 | 590 | 1.5106 | 0.7442 |
|
61 |
+
| 0.1798 | 11.0 | 649 | 1.4128 | 0.7640 |
|
62 |
+
| 0.1798 | 12.0 | 708 | 1.3024 | 0.8000 |
|
63 |
+
| 0.1798 | 13.0 | 767 | 1.5237 | 0.7442 |
|
64 |
+
| 0.1798 | 14.0 | 826 | 1.4852 | 0.7586 |
|
65 |
+
| 0.1798 | 15.0 | 885 | 1.4827 | 0.7586 |
|
66 |
+
|
67 |
+
|
68 |
+
### Framework versions
|
69 |
+
|
70 |
+
- Transformers 4.27.3
|
71 |
+
- Pytorch 2.0.0+cu118
|
72 |
+
- Datasets 2.11.0
|
73 |
+
- Tokenizers 0.13.2
|
pytorch_model.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
size 433320053
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5ccd4c1aac5ff262929d6223fe3c3584a9fe396c6566e1215367593d247b8141
|
3 |
size 433320053
|