Bencode92 commited on
Commit
4e42c29
Β·
1 Parent(s): c14b518

πŸ”„ Incremental importance | Acc: 0.786, F1: 0.775

Browse files
README.md CHANGED
@@ -21,12 +21,12 @@ Fine-tuned FinBERT model for financial importance analysis in TradePulse.
21
 
22
  ## Performance
23
 
24
- *Last training: 2025-07-25 08:56*
25
  *Dataset: `news_20250725.csv` (125 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
- | Loss | 1.9039 |
30
  | Accuracy | 0.7500 |
31
  | F1 Score | 0.7520 |
32
 
@@ -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 08:56:38
 
21
 
22
  ## Performance
23
 
24
+ *Last training: 2025-07-25 09:21*
25
  *Dataset: `news_20250725.csv` (125 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
+ | Loss | 1.8987 |
30
  | Accuracy | 0.7500 |
31
  | F1 Score | 0.7520 |
32
 
 
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
+ - Auto-generated on 2025-07-25 09:21:08
{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:be1090f521ac1a06dc0c74a752493504b4e5fb717275be55a6b6b3a535066d92
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61274bef8afaecffe118b0c22b9ecdda1c16cd221e1010894fc963c35d5fca05
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": 0.7519509476031214,
3
- "best_model_checkpoint": "hf-importance-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": 1.5944197002681904e-05,
14
  "learning_rate": 4.347826086956522e-06,
15
  "loss": 0.0,
16
  "step": 10
17
  },
18
  {
19
  "epoch": 0.8333333333333334,
20
- "grad_norm": 2.703717109397985e-05,
21
  "learning_rate": 8.695652173913044e-06,
22
  "loss": 0.0,
23
  "step": 20
24
  },
25
  {
26
  "epoch": 1.0,
27
- "eval_accuracy": 0.71875,
28
- "eval_f1": 0.71875,
29
- "eval_f1_macro": 0.4787878787878788,
30
- "eval_loss": 1.7501208782196045,
31
- "eval_precision": 0.71875,
32
- "eval_precision_macro": 0.4787878787878788,
33
- "eval_recall": 0.71875,
34
- "eval_recall_macro": 0.4787878787878788,
35
- "eval_runtime": 18.1017,
36
- "eval_samples_per_second": 1.768,
37
- "eval_steps_per_second": 0.442,
38
- "step": 24
39
- },
40
- {
41
- "epoch": 1.25,
42
- "grad_norm": 4.430346598383039e-05,
43
- "learning_rate": 7.2000000000000005e-06,
44
- "loss": 0.0,
45
- "step": 30
46
- },
47
- {
48
- "epoch": 1.6666666666666665,
49
- "grad_norm": 0.00023461914679501206,
50
- "learning_rate": 3.2000000000000003e-06,
51
- "loss": 0.0,
52
- "step": 40
53
- },
54
- {
55
- "epoch": 2.0,
56
  "eval_accuracy": 0.75,
57
  "eval_f1": 0.7519509476031214,
58
  "eval_f1_macro": 0.5053883314752879,
59
- "eval_loss": 1.9038583040237427,
60
  "eval_precision": 0.7554824561403508,
61
  "eval_precision_macro": 0.5029239766081871,
62
  "eval_recall": 0.75,
63
  "eval_recall_macro": 0.5090909090909091,
64
- "eval_runtime": 18.0893,
65
- "eval_samples_per_second": 1.769,
66
- "eval_steps_per_second": 0.442,
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": 0.7519509476031214,
3
+ "best_model_checkpoint": "hf-importance-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": 1.8643345356395002e-06,
14
  "learning_rate": 4.347826086956522e-06,
15
  "loss": 0.0,
16
  "step": 10
17
  },
18
  {
19
  "epoch": 0.8333333333333334,
20
+ "grad_norm": 1.1491431450849632e-06,
21
  "learning_rate": 8.695652173913044e-06,
22
  "loss": 0.0,
23
  "step": 20
24
  },
25
  {
26
  "epoch": 1.0,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
27
  "eval_accuracy": 0.75,
28
  "eval_f1": 0.7519509476031214,
29
  "eval_f1_macro": 0.5053883314752879,
30
+ "eval_loss": 1.89870023727417,
31
  "eval_precision": 0.7554824561403508,
32
  "eval_precision_macro": 0.5029239766081871,
33
  "eval_recall": 0.75,
34
  "eval_recall_macro": 0.5090909090909091,
35
+ "eval_runtime": 17.8498,
36
+ "eval_samples_per_second": 1.793,
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:be1090f521ac1a06dc0c74a752493504b4e5fb717275be55a6b6b3a535066d92
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61274bef8afaecffe118b0c22b9ecdda1c16cd221e1010894fc963c35d5fca05
3
  size 439039996