Bencode92 commited on
Commit
7e76a53
Β·
1 Parent(s): b6b0dbf

πŸ”„ Incremental importance | Acc: 0.833, F1: 0.778

Browse files
README.md CHANGED
@@ -21,19 +21,19 @@ Fine-tuned FinBERT model for financial importance analysis in TradePulse.
21
 
22
  ## Performance
23
 
24
- *Last training: 2025-07-29 08:03*
25
- *Dataset: `news_20250729.csv` (30 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
- | Loss | 0.0014 |
30
- | Accuracy | 1.0000 |
31
- | F1 Score | 1.0000 |
32
 
33
- | F1 Macro | 1.0000 |
34
 
35
- | Precision | 1.0000 |
36
- | Recall | 1.0000 |
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 2025-07-29 08:03:32
 
21
 
22
  ## Performance
23
 
24
+ *Last training: 2025-07-29 09:32*
25
+ *Dataset: `news_20250729.csv` (53 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
+ | Loss | 2.5392 |
30
+ | Accuracy | 0.6429 |
31
+ | F1 Score | 0.5031 |
32
 
33
+ | F1 Macro | 0.5031 |
34
 
35
+ | Precision | 0.4133 |
36
+ | Recall | 0.6429 |
37
 
38
  ## Training Details
39
 
 
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
+ - Auto-generated on 2025-07-29 09:32:10
{checkpoint-8 β†’ checkpoint-20}/config.json RENAMED
File without changes
{checkpoint-8 β†’ checkpoint-20}/model.safetensors RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:bf2a0f473a8a22497933f57bc08db05552f873244e10d4e4e055430640215623
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9451c2dc524d02e41d47d82c6085a255f1022b0b351a2d0a6fb9dd8386e8ff77
3
  size 439039996
{checkpoint-8 β†’ checkpoint-20}/special_tokens_map.json RENAMED
File without changes
{checkpoint-8 β†’ checkpoint-20}/tokenizer.json RENAMED
File without changes
{checkpoint-8 β†’ checkpoint-20}/tokenizer_config.json RENAMED
File without changes
{checkpoint-8 β†’ checkpoint-20}/trainer_state.json RENAMED
@@ -1,31 +1,60 @@
1
  {
2
- "best_metric": 1.0,
3
- "best_model_checkpoint": "hf-importance-production/checkpoint-8",
4
- "epoch": 1.0,
5
  "eval_steps": 500,
6
- "global_step": 8,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
  "epoch": 1.0,
13
- "eval_accuracy": 1.0,
14
- "eval_f1": 1.0,
15
- "eval_f1_macro": 1.0,
16
- "eval_loss": 0.001400919514708221,
17
- "eval_precision": 1.0,
18
- "eval_precision_macro": 1.0,
19
- "eval_recall": 1.0,
20
- "eval_recall_macro": 1.0,
21
- "eval_runtime": 0.584,
22
- "eval_samples_per_second": 1.712,
23
- "eval_steps_per_second": 1.712,
24
- "step": 8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
25
  }
26
  ],
27
  "logging_steps": 10,
28
- "max_steps": 16,
29
  "num_input_tokens_seen": 0,
30
  "num_train_epochs": 2,
31
  "save_steps": 500,
@@ -45,12 +74,12 @@
45
  "should_evaluate": false,
46
  "should_log": false,
47
  "should_save": true,
48
- "should_training_stop": false
49
  },
50
  "attributes": {}
51
  }
52
  },
53
- "total_flos": 7630289114112.0,
54
  "train_batch_size": 4,
55
  "trial_name": null,
56
  "trial_params": null
 
1
  {
2
+ "best_metric": 0.5031055900621119,
3
+ "best_model_checkpoint": "hf-importance-production/checkpoint-20",
4
+ "epoch": 2.0,
5
  "eval_steps": 500,
6
+ "global_step": 20,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
  "epoch": 1.0,
13
+ "grad_norm": 181.4758758544922,
14
+ "learning_rate": 9.090909090909091e-06,
15
+ "loss": 3.3705,
16
+ "step": 10
17
+ },
18
+ {
19
+ "epoch": 1.0,
20
+ "eval_accuracy": 0.35714285714285715,
21
+ "eval_f1": 0.3383458646616541,
22
+ "eval_f1_macro": 0.17543859649122806,
23
+ "eval_loss": 1.8454712629318237,
24
+ "eval_precision": 0.32142857142857145,
25
+ "eval_precision_macro": 0.16666666666666666,
26
+ "eval_recall": 0.35714285714285715,
27
+ "eval_recall_macro": 0.1851851851851852,
28
+ "eval_runtime": 7.7174,
29
+ "eval_samples_per_second": 1.814,
30
+ "eval_steps_per_second": 0.518,
31
+ "step": 10
32
+ },
33
+ {
34
+ "epoch": 2.0,
35
+ "grad_norm": 83.5034408569336,
36
+ "learning_rate": 0.0,
37
+ "loss": 1.439,
38
+ "step": 20
39
+ },
40
+ {
41
+ "epoch": 2.0,
42
+ "eval_accuracy": 0.6428571428571429,
43
+ "eval_f1": 0.5031055900621119,
44
+ "eval_f1_macro": 0.2608695652173913,
45
+ "eval_loss": 2.539227247238159,
46
+ "eval_precision": 0.41326530612244905,
47
+ "eval_precision_macro": 0.2142857142857143,
48
+ "eval_recall": 0.6428571428571429,
49
+ "eval_recall_macro": 0.3333333333333333,
50
+ "eval_runtime": 7.725,
51
+ "eval_samples_per_second": 1.812,
52
+ "eval_steps_per_second": 0.518,
53
+ "step": 20
54
  }
55
  ],
56
  "logging_steps": 10,
57
+ "max_steps": 20,
58
  "num_input_tokens_seen": 0,
59
  "num_train_epochs": 2,
60
  "save_steps": 500,
 
74
  "should_evaluate": false,
75
  "should_log": false,
76
  "should_save": true,
77
+ "should_training_stop": true
78
  },
79
  "attributes": {}
80
  }
81
  },
82
+ "total_flos": 20522846582784.0,
83
  "train_batch_size": 4,
84
  "trial_name": null,
85
  "trial_params": null
{checkpoint-8 β†’ checkpoint-20}/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:bf2a0f473a8a22497933f57bc08db05552f873244e10d4e4e055430640215623
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9451c2dc524d02e41d47d82c6085a255f1022b0b351a2d0a6fb9dd8386e8ff77
3
  size 439039996
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:874f49425ce6ccef1185a21583dbda68b6f8f96c00ce57c3653f3294de7d9a8f
3
  size 5521
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4d854fcf3b8b50fb52ab209646977147211be9331153446e6dbf38c9cb0bb27f
3
  size 5521