Bencode92 commited on
Commit
b747a0e
Β·
1 Parent(s): ec65a3f

πŸ”„ Incremental correlations - Dataset petit

Browse files
README.md CHANGED
@@ -21,19 +21,19 @@ Fine-tuned FinBERT model for financial correlations analysis in TradePulse.
21
 
22
  ## Performance
23
 
24
- *Last training: 2025-07-27 08:09*
25
- *Dataset: `news_20250727.csv` (32 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
- | Loss | 0.2344 |
30
  | Subset Accuracy | 0.0000 |
31
- | F1 Score | 0.2258 |
32
- | F1 Micro | 0.2258 |
33
- | F1 Macro | 0.2258 |
34
- | Hamming Score | 0.8354 |
35
- | Precision | 0.1273 |
36
- | Recall | 1.0000 |
37
 
38
  ## Training Details
39
 
@@ -65,4 +65,4 @@ predictions = torch.sigmoid(outputs.logits).squeeze() > 0.5
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
- - Auto-generated on 2025-07-27 08:09:11
 
21
 
22
  ## Performance
23
 
24
+ *Last training: 2025-07-28 12:43*
25
+ *Dataset: `news_20250728.csv` (221 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
+ | Loss | 0.1640 |
30
  | Subset Accuracy | 0.0000 |
31
+ | F1 Score | 0.0110 |
32
+ | F1 Micro | 0.0110 |
33
+ | F1 Macro | 0.0110 |
34
+ | Hamming Score | 0.9680 |
35
+ | Precision | 0.0057 |
36
+ | Recall | 0.1250 |
37
 
38
  ## Training Details
39
 
 
65
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
+ - Auto-generated on 2025-07-28 12:43:44
checkpoint-14/trainer_state.json DELETED
@@ -1,91 +0,0 @@
1
- {
2
- "best_metric": 0.22580645161290322,
3
- "best_model_checkpoint": "hf-correlations-production/checkpoint-14",
4
- "epoch": 2.0,
5
- "eval_steps": 500,
6
- "global_step": 14,
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": 0.0,
14
- "eval_f1": 0.20095693779904306,
15
- "eval_f1_macro": 0.024,
16
- "eval_f1_micro": 0.20095693779904306,
17
- "eval_hamming_loss": 0.19085714285714286,
18
- "eval_hamming_score": 0.8091428571428572,
19
- "eval_loss": 0.2419644147157669,
20
- "eval_precision": 0.11170212765957446,
21
- "eval_precision_macro": 0.024,
22
- "eval_precision_micro": 0.11170212765957446,
23
- "eval_recall": 1.0,
24
- "eval_recall_macro": 0.024,
25
- "eval_recall_micro": 1.0,
26
- "eval_runtime": 3.8818,
27
- "eval_samples_per_second": 1.803,
28
- "eval_steps_per_second": 0.515,
29
- "eval_subset_accuracy": 0.0,
30
- "step": 7
31
- },
32
- {
33
- "epoch": 1.4285714285714286,
34
- "grad_norm": 0.46852320432662964,
35
- "learning_rate": 5e-06,
36
- "loss": 0.2503,
37
- "step": 10
38
- },
39
- {
40
- "epoch": 2.0,
41
- "eval_accuracy": 0.0,
42
- "eval_f1": 0.22580645161290322,
43
- "eval_f1_macro": 0.024,
44
- "eval_f1_micro": 0.22580645161290322,
45
- "eval_hamming_loss": 0.16457142857142856,
46
- "eval_hamming_score": 0.8354285714285714,
47
- "eval_loss": 0.23438329994678497,
48
- "eval_precision": 0.12727272727272726,
49
- "eval_precision_macro": 0.024,
50
- "eval_precision_micro": 0.12727272727272726,
51
- "eval_recall": 1.0,
52
- "eval_recall_macro": 0.024,
53
- "eval_recall_micro": 1.0,
54
- "eval_runtime": 3.9327,
55
- "eval_samples_per_second": 1.78,
56
- "eval_steps_per_second": 0.509,
57
- "eval_subset_accuracy": 0.0,
58
- "step": 14
59
- }
60
- ],
61
- "logging_steps": 10,
62
- "max_steps": 14,
63
- "num_input_tokens_seen": 0,
64
- "num_train_epochs": 2,
65
- "save_steps": 500,
66
- "stateful_callbacks": {
67
- "EarlyStoppingCallback": {
68
- "args": {
69
- "early_stopping_patience": 1,
70
- "early_stopping_threshold": 0.0
71
- },
72
- "attributes": {
73
- "early_stopping_patience_counter": 0
74
- }
75
- },
76
- "TrainerControl": {
77
- "args": {
78
- "should_epoch_stop": false,
79
- "should_evaluate": false,
80
- "should_log": false,
81
- "should_save": true,
82
- "should_training_stop": true
83
- },
84
- "attributes": {}
85
- }
86
- },
87
- "total_flos": 13170081331200.0,
88
- "train_batch_size": 4,
89
- "trial_name": null,
90
- "trial_params": null
91
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
{checkpoint-14 β†’ checkpoint-88}/config.json RENAMED
File without changes
{checkpoint-14 β†’ checkpoint-88}/model.safetensors RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5d3aa3006efd41b129194f2ef7848f264228ef414745062e7106afa4f93364f5
3
  size 439415268
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c5c92683953616914c16af653572767ea7f00c0a71f1b7fbce9fac41bf199f56
3
  size 439415268
{checkpoint-14 β†’ checkpoint-88}/special_tokens_map.json RENAMED
File without changes
{checkpoint-14 β†’ checkpoint-88}/tokenizer.json RENAMED
File without changes
{checkpoint-14 β†’ checkpoint-88}/tokenizer_config.json RENAMED
File without changes
checkpoint-88/trainer_state.json ADDED
@@ -0,0 +1,140 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.01098901098901099,
3
+ "best_model_checkpoint": "hf-correlations-production/checkpoint-88",
4
+ "epoch": 2.0,
5
+ "eval_steps": 500,
6
+ "global_step": 88,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 0.22727272727272727,
13
+ "grad_norm": 0.4534858465194702,
14
+ "learning_rate": 2.2727272727272728e-06,
15
+ "loss": 0.2347,
16
+ "step": 10
17
+ },
18
+ {
19
+ "epoch": 0.45454545454545453,
20
+ "grad_norm": 0.43446722626686096,
21
+ "learning_rate": 4.5454545454545455e-06,
22
+ "loss": 0.2289,
23
+ "step": 20
24
+ },
25
+ {
26
+ "epoch": 0.6818181818181818,
27
+ "grad_norm": 0.4181576371192932,
28
+ "learning_rate": 6.818181818181818e-06,
29
+ "loss": 0.2191,
30
+ "step": 30
31
+ },
32
+ {
33
+ "epoch": 0.9090909090909091,
34
+ "grad_norm": 0.40734240412712097,
35
+ "learning_rate": 9.090909090909091e-06,
36
+ "loss": 0.2105,
37
+ "step": 40
38
+ },
39
+ {
40
+ "epoch": 1.0,
41
+ "eval_accuracy": 0.0,
42
+ "eval_f1": 0.008583690987124463,
43
+ "eval_f1_macro": 0.0003478260869565217,
44
+ "eval_f1_micro": 0.008583690987124463,
45
+ "eval_hamming_loss": 0.04106666666666667,
46
+ "eval_hamming_score": 0.9589333333333333,
47
+ "eval_loss": 0.1925787776708603,
48
+ "eval_precision": 0.0044444444444444444,
49
+ "eval_precision_macro": 0.00017777777777777779,
50
+ "eval_precision_micro": 0.0044444444444444444,
51
+ "eval_recall": 0.125,
52
+ "eval_recall_macro": 0.008,
53
+ "eval_recall_micro": 0.125,
54
+ "eval_runtime": 24.7765,
55
+ "eval_samples_per_second": 1.816,
56
+ "eval_steps_per_second": 0.484,
57
+ "eval_subset_accuracy": 0.0,
58
+ "step": 44
59
+ },
60
+ {
61
+ "epoch": 1.1363636363636362,
62
+ "grad_norm": 0.3800886273384094,
63
+ "learning_rate": 8.636363636363637e-06,
64
+ "loss": 0.198,
65
+ "step": 50
66
+ },
67
+ {
68
+ "epoch": 1.3636363636363638,
69
+ "grad_norm": 0.3658241629600525,
70
+ "learning_rate": 6.363636363636364e-06,
71
+ "loss": 0.1829,
72
+ "step": 60
73
+ },
74
+ {
75
+ "epoch": 1.5909090909090908,
76
+ "grad_norm": 0.3559646010398865,
77
+ "learning_rate": 4.0909090909090915e-06,
78
+ "loss": 0.1773,
79
+ "step": 70
80
+ },
81
+ {
82
+ "epoch": 1.8181818181818183,
83
+ "grad_norm": 0.35169270634651184,
84
+ "learning_rate": 1.8181818181818183e-06,
85
+ "loss": 0.1696,
86
+ "step": 80
87
+ },
88
+ {
89
+ "epoch": 2.0,
90
+ "eval_accuracy": 0.0,
91
+ "eval_f1": 0.01098901098901099,
92
+ "eval_f1_macro": 0.0003478260869565217,
93
+ "eval_f1_micro": 0.01098901098901099,
94
+ "eval_hamming_loss": 0.032,
95
+ "eval_hamming_score": 0.968,
96
+ "eval_loss": 0.16395114362239838,
97
+ "eval_precision": 0.005747126436781609,
98
+ "eval_precision_macro": 0.00017777777777777779,
99
+ "eval_precision_micro": 0.005747126436781609,
100
+ "eval_recall": 0.125,
101
+ "eval_recall_macro": 0.008,
102
+ "eval_recall_micro": 0.125,
103
+ "eval_runtime": 24.8651,
104
+ "eval_samples_per_second": 1.81,
105
+ "eval_steps_per_second": 0.483,
106
+ "eval_subset_accuracy": 0.0,
107
+ "step": 88
108
+ }
109
+ ],
110
+ "logging_steps": 10,
111
+ "max_steps": 88,
112
+ "num_input_tokens_seen": 0,
113
+ "num_train_epochs": 2,
114
+ "save_steps": 500,
115
+ "stateful_callbacks": {
116
+ "EarlyStoppingCallback": {
117
+ "args": {
118
+ "early_stopping_patience": 1,
119
+ "early_stopping_threshold": 0.0
120
+ },
121
+ "attributes": {
122
+ "early_stopping_patience_counter": 0
123
+ }
124
+ },
125
+ "TrainerControl": {
126
+ "args": {
127
+ "should_epoch_stop": false,
128
+ "should_evaluate": false,
129
+ "should_log": false,
130
+ "should_save": true,
131
+ "should_training_stop": true
132
+ },
133
+ "attributes": {}
134
+ }
135
+ },
136
+ "total_flos": 92717372571648.0,
137
+ "train_batch_size": 4,
138
+ "trial_name": null,
139
+ "trial_params": null
140
+ }
{checkpoint-14 β†’ checkpoint-88}/vocab.txt RENAMED
File without changes
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5d3aa3006efd41b129194f2ef7848f264228ef414745062e7106afa4f93364f5
3
  size 439415268
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c5c92683953616914c16af653572767ea7f00c0a71f1b7fbce9fac41bf199f56
3
  size 439415268