Bencode92 commited on
Commit
111ea0c
Β·
1 Parent(s): 5cb2912

πŸ”„ Incremental label | Acc: 0.643, F1: 0.536

Browse files
README.md CHANGED
@@ -21,19 +21,19 @@ Fine-tuned FinBERT model for financial sentiment analysis in TradePulse.
21
 
22
  ## Performance
23
 
24
- *Last training: 2025-07-25 08:19*
25
  *Dataset: `news_20250725.csv` (125 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
- | Loss | 1.4195 |
30
- | Accuracy | 0.6250 |
31
- | F1 Score | 0.6219 |
32
 
33
- | F1 Macro | 0.6219 |
34
 
35
- | Precision | 0.6214 |
36
- | Recall | 0.6250 |
37
 
38
  ## Training Details
39
 
@@ -65,4 +65,4 @@ predictions = outputs.logits.softmax(dim=-1)
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
- - Auto-generated on 2025-07-25 08:19:55
 
21
 
22
  ## Performance
23
 
24
+ *Last training: 2025-07-25 08:47*
25
  *Dataset: `news_20250725.csv` (125 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
+ | Loss | 1.7893 |
30
+ | Accuracy | 0.6875 |
31
+ | F1 Score | 0.6792 |
32
 
33
+ | F1 Macro | 0.6792 |
34
 
35
+ | Precision | 0.6890 |
36
+ | Recall | 0.6875 |
37
 
38
  ## Training Details
39
 
 
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
+ - Auto-generated on 2025-07-25 08:47:15
{checkpoint-48 β†’ checkpoint-24}/config.json RENAMED
File without changes
{checkpoint-48 β†’ checkpoint-24}/model.safetensors RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:856c7f092374e05283e430b3fba8b0817151af7ccec29a38834996655f6941fc
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bb78f7446dab1f229f3f48b71e9498f425569b07d9c9af2ff36b150204e544a6
3
  size 439039996
{checkpoint-48 β†’ checkpoint-24}/special_tokens_map.json RENAMED
File without changes
{checkpoint-48 β†’ checkpoint-24}/tokenizer.json RENAMED
File without changes
{checkpoint-48 β†’ checkpoint-24}/tokenizer_config.json RENAMED
File without changes
{checkpoint-48 β†’ checkpoint-24}/trainer_state.json RENAMED
@@ -1,70 +1,41 @@
1
  {
2
- "best_metric": 0.6219444444444444,
3
- "best_model_checkpoint": "hf-sentiment-production/checkpoint-48",
4
- "epoch": 2.0,
5
  "eval_steps": 500,
6
- "global_step": 48,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
  "epoch": 0.4166666666666667,
13
- "grad_norm": 0.0013227742165327072,
14
  "learning_rate": 4.347826086956522e-06,
15
  "loss": 0.0,
16
  "step": 10
17
  },
18
  {
19
  "epoch": 0.8333333333333334,
20
- "grad_norm": 0.001942786737345159,
21
  "learning_rate": 8.695652173913044e-06,
22
  "loss": 0.0,
23
  "step": 20
24
  },
25
  {
26
  "epoch": 1.0,
27
- "eval_accuracy": 0.5625,
28
- "eval_f1": 0.5649703557312253,
29
- "eval_f1_macro": 0.5173473869126043,
30
- "eval_loss": 1.433448076248169,
31
- "eval_precision": 0.5691287878787878,
32
- "eval_precision_macro": 0.5151515151515151,
33
- "eval_recall": 0.5625,
34
- "eval_recall_macro": 0.5222222222222223,
35
- "eval_runtime": 17.7668,
36
- "eval_samples_per_second": 1.801,
37
- "eval_steps_per_second": 0.45,
38
  "step": 24
39
- },
40
- {
41
- "epoch": 1.25,
42
- "grad_norm": 0.013785353861749172,
43
- "learning_rate": 7.2000000000000005e-06,
44
- "loss": 0.0,
45
- "step": 30
46
- },
47
- {
48
- "epoch": 1.6666666666666665,
49
- "grad_norm": 0.06546497344970703,
50
- "learning_rate": 3.2000000000000003e-06,
51
- "loss": 0.0001,
52
- "step": 40
53
- },
54
- {
55
- "epoch": 2.0,
56
- "eval_accuracy": 0.625,
57
- "eval_f1": 0.6219444444444444,
58
- "eval_f1_macro": 0.5837037037037036,
59
- "eval_loss": 1.4194550514221191,
60
- "eval_precision": 0.6213942307692308,
61
- "eval_precision_macro": 0.594017094017094,
62
- "eval_recall": 0.625,
63
- "eval_recall_macro": 0.5777777777777778,
64
- "eval_runtime": 17.7464,
65
- "eval_samples_per_second": 1.803,
66
- "eval_steps_per_second": 0.451,
67
- "step": 48
68
  }
69
  ],
70
  "logging_steps": 10,
@@ -88,12 +59,12 @@
88
  "should_evaluate": false,
89
  "should_log": false,
90
  "should_save": true,
91
- "should_training_stop": true
92
  },
93
  "attributes": {}
94
  }
95
  },
96
- "total_flos": 48939095697408.0,
97
  "train_batch_size": 4,
98
  "trial_name": null,
99
  "trial_params": null
 
1
  {
2
+ "best_metric": 0.6791786398467433,
3
+ "best_model_checkpoint": "hf-sentiment-production/checkpoint-24",
4
+ "epoch": 1.0,
5
  "eval_steps": 500,
6
+ "global_step": 24,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
  "epoch": 0.4166666666666667,
13
+ "grad_norm": 5.6961314840009436e-05,
14
  "learning_rate": 4.347826086956522e-06,
15
  "loss": 0.0,
16
  "step": 10
17
  },
18
  {
19
  "epoch": 0.8333333333333334,
20
+ "grad_norm": 0.0001960099907591939,
21
  "learning_rate": 8.695652173913044e-06,
22
  "loss": 0.0,
23
  "step": 20
24
  },
25
  {
26
  "epoch": 1.0,
27
+ "eval_accuracy": 0.6875,
28
+ "eval_f1": 0.6791786398467433,
29
+ "eval_f1_macro": 0.6434653043848446,
30
+ "eval_loss": 1.7892619371414185,
31
+ "eval_precision": 0.6889880952380952,
32
+ "eval_precision_macro": 0.6825396825396824,
33
+ "eval_recall": 0.6875,
34
+ "eval_recall_macro": 0.6333333333333333,
35
+ "eval_runtime": 17.8737,
36
+ "eval_samples_per_second": 1.79,
37
+ "eval_steps_per_second": 0.448,
38
  "step": 24
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
39
  }
40
  ],
41
  "logging_steps": 10,
 
59
  "should_evaluate": false,
60
  "should_log": false,
61
  "should_save": true,
62
+ "should_training_stop": false
63
  },
64
  "attributes": {}
65
  }
66
  },
67
+ "total_flos": 24469547848704.0,
68
  "train_batch_size": 4,
69
  "trial_name": null,
70
  "trial_params": null
{checkpoint-48 β†’ checkpoint-24}/vocab.txt RENAMED
File without changes
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:856c7f092374e05283e430b3fba8b0817151af7ccec29a38834996655f6941fc
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bb78f7446dab1f229f3f48b71e9498f425569b07d9c9af2ff36b150204e544a6
3
  size 439039996