Hugging Face's logo

kiatkock
/
sentiment_pc_combinedBase

Text Classification
Transformers
TensorBoard
Safetensors
bert
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
kiatkock commited on
Commit
a746874
·
verified ·
1 Parent(s): 88ded6d

End of training

Browse files
Files changed (8) hide show
  1. README.md +32 -4
  2. model.safetensors +1 -1
  3. runs/Jun04_05-25-39_97c16166b768/events.out.tfevents.1717478743.97c16166b768.1804.0 +3 -0
  4. runs/Jun04_05-27-11_97c16166b768/events.out.tfevents.1717478854.97c16166b768.1804.1 +3 -0
  5. runs/Jun04_05-28-25_97c16166b768/events.out.tfevents.1717478908.97c16166b768.1804.2 +3 -0
  6. runs/Jun04_05-28-25_97c16166b768/events.out.tfevents.1717479625.97c16166b768.1804.3 +3 -0
  7. tokenizer.json +2 -14
  8. training_args.bin +1 -1
README.md CHANGED
@@ -17,9 +17,9 @@ should probably proofread and complete it, then remove this comment. -->
17
 
18
  This model is a fine-tuned version of [ahmedrachid/FinancialBERT-Sentiment-Analysis](https://huggingface.co/ahmedrachid/FinancialBERT-Sentiment-Analysis) on the None dataset.
19
  It achieves the following results on the evaluation set:
20
- - Loss: 0.4046
21
- - Accuracy: 0.8613
22
- - F1: 0.8301
23
 
24
  ## Model description
25
 
@@ -46,10 +46,38 @@ The following hyperparameters were used during training:
46
  - total_train_batch_size: 32
47
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
48
  - lr_scheduler_type: linear
49
- - num_epochs: 2
50
 
51
  ### Training results
52
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53
 
54
 
55
  ### Framework versions
 
17
 
18
  This model is a fine-tuned version of [ahmedrachid/FinancialBERT-Sentiment-Analysis](https://huggingface.co/ahmedrachid/FinancialBERT-Sentiment-Analysis) on the None dataset.
19
  It achieves the following results on the evaluation set:
20
+ - Loss: 0.5153
21
+ - Accuracy: 0.8683
22
+ - F1: 0.8376
23
 
24
  ## Model description
25
 
 
46
  - total_train_batch_size: 32
47
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
48
  - lr_scheduler_type: linear
49
+ - num_epochs: 5
50
 
51
  ### Training results
52
 
53
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
54
+ |:-------------:|:------:|:----:|:---------------:|:--------:|:------:|
55
+ | No log | 0.1739 | 50 | 0.5234 | 0.8096 | 0.7723 |
56
+ | No log | 0.3478 | 100 | 0.4390 | 0.8457 | 0.8151 |
57
+ | No log | 0.5217 | 150 | 0.4168 | 0.8491 | 0.8137 |
58
+ | No log | 0.6957 | 200 | 0.4252 | 0.8522 | 0.8150 |
59
+ | No log | 0.8696 | 250 | 0.3931 | 0.8561 | 0.8196 |
60
+ | No log | 1.0435 | 300 | 0.4409 | 0.8409 | 0.8118 |
61
+ | No log | 1.2174 | 350 | 0.4108 | 0.8657 | 0.8271 |
62
+ | No log | 1.3913 | 400 | 0.4382 | 0.8613 | 0.8292 |
63
+ | No log | 1.5652 | 450 | 0.4147 | 0.8622 | 0.8287 |
64
+ | 0.415 | 1.7391 | 500 | 0.4069 | 0.8652 | 0.8331 |
65
+ | 0.415 | 1.9130 | 550 | 0.4170 | 0.8591 | 0.8275 |
66
+ | 0.415 | 2.0870 | 600 | 0.4533 | 0.8626 | 0.8296 |
67
+ | 0.415 | 2.2609 | 650 | 0.4613 | 0.87 | 0.8401 |
68
+ | 0.415 | 2.4348 | 700 | 0.4531 | 0.8770 | 0.8447 |
69
+ | 0.415 | 2.6087 | 750 | 0.4534 | 0.8583 | 0.8277 |
70
+ | 0.415 | 2.7826 | 800 | 0.4756 | 0.8570 | 0.8274 |
71
+ | 0.415 | 2.9565 | 850 | 0.4482 | 0.8683 | 0.8391 |
72
+ | 0.415 | 3.1304 | 900 | 0.4858 | 0.8665 | 0.8350 |
73
+ | 0.415 | 3.3043 | 950 | 0.4873 | 0.8639 | 0.8341 |
74
+ | 0.1812 | 3.4783 | 1000 | 0.5153 | 0.8683 | 0.8376 |
75
+ | 0.1812 | 3.6522 | 1050 | 0.5345 | 0.8578 | 0.8281 |
76
+ | 0.1812 | 3.8261 | 1100 | 0.5372 | 0.8609 | 0.8331 |
77
+ | 0.1812 | 4.0 | 1150 | 0.5172 | 0.8670 | 0.8379 |
78
+ | 0.1812 | 4.1739 | 1200 | 0.5643 | 0.8643 | 0.8342 |
79
+ | 0.1812 | 4.3478 | 1250 | 0.5783 | 0.8622 | 0.8326 |
80
+ | 0.1812 | 4.5217 | 1300 | 0.5909 | 0.8565 | 0.8273 |
81
 
82
 
83
  ### Framework versions
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9bd322cf716cc626333949e60a0cf919e9fb7bf252a307e651b2da03a1bc8f5f
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ae162e830a84a7239e82d4826a6388f09508944cab033701f59f46d9cf47b22c
3
  size 439039996
runs/Jun04_05-25-39_97c16166b768/events.out.tfevents.1717478743.97c16166b768.1804.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:068e66b5788f9939135e45e70c20e30152179b897f8564f8e4abd1dd35bd0a98
3
+ size 5061
runs/Jun04_05-27-11_97c16166b768/events.out.tfevents.1717478854.97c16166b768.1804.1 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1d4bdb86a5b6c335e80c0afdf558fbddf149e0731c4a6566bef0084d97d75af9
3
+ size 5061
runs/Jun04_05-28-25_97c16166b768/events.out.tfevents.1717478908.97c16166b768.1804.2 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:16d27abb5ff1d8ab1cbf323bb67d818cb5cb405923a73e59d15f0d05a44fb993
3
+ size 15417
runs/Jun04_05-28-25_97c16166b768/events.out.tfevents.1717479625.97c16166b768.1804.3 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e7fce04f63c8ece6ca615739e8fc0f9548cd2449ba56994ccec9e5ed540eb24c
3
+ size 457
tokenizer.json CHANGED
@@ -1,19 +1,7 @@
1
  {
2
  "version": "1.0",
3
- "truncation": {
4
- "direction": "Right",
5
- "max_length": 512,
6
- "strategy": "LongestFirst",
7
- "stride": 0
8
- },
9
- "padding": {
10
- "strategy": "BatchLongest",
11
- "direction": "Right",
12
- "pad_to_multiple_of": null,
13
- "pad_id": 0,
14
- "pad_type_id": 0,
15
- "pad_token": "[PAD]"
16
- },
17
  "added_tokens": [
18
  {
19
  "id": 0,
 
1
  {
2
  "version": "1.0",
3
+ "truncation": null,
4
+ "padding": null,
 
 
 
 
 
 
 
 
 
 
 
 
5
  "added_tokens": [
6
  {
7
  "id": 0,
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1020b80e2d7d319a9e6f7b04326382cbe46041b120318d2aca73ac6e754aef58
3
  size 5112
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f5693f4c6b86312728b3f84d8886ca2bfae71d7b00a32de5a42b010a6a295d31
3
  size 5112