Bencode92 commited on
Commit
ec65a3f
Β·
1 Parent(s): e025b0c

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: 2025-07-26 23:13*
25
- *Dataset: `news_20250726.csv` (207 samples)*
26
 
27
  | Metric | Value |
28
  |--------|-------|
29
- | Loss | 0.2360 |
30
  | Subset Accuracy | 0.0000 |
31
- | F1 Score | 0.0000 |
32
- | F1 Micro | 0.0000 |
33
- | F1 Macro | 0.0000 |
34
- | Hamming Score | 0.7720 |
35
- | Precision | 0.0000 |
36
- | Recall | 0.0000 |
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 2025-07-26 23:13:18
 
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
  ## Model Card Authors
66
 
67
  - TradePulse ML Team
68
+ - Auto-generated on 2025-07-27 08:09:11
{checkpoint-42 β†’ checkpoint-14}/config.json RENAMED
File without changes
{checkpoint-42 β†’ checkpoint-14}/model.safetensors RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1a9f3fccc46b04c800b08afcd72f9278adaa139e82474a71db657ab51e956424
3
  size 439415268
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5d3aa3006efd41b129194f2ef7848f264228ef414745062e7106afa4f93364f5
3
  size 439415268
{checkpoint-42 β†’ checkpoint-14}/special_tokens_map.json RENAMED
File without changes
{checkpoint-42 β†’ checkpoint-14}/tokenizer.json RENAMED
File without changes
{checkpoint-42 β†’ checkpoint-14}/tokenizer_config.json RENAMED
File without changes
{checkpoint-42 β†’ checkpoint-14}/trainer_state.json RENAMED
@@ -1,65 +1,65 @@
1
  {
2
- "best_metric": 0.0,
3
- "best_model_checkpoint": "hf-correlations-production/checkpoint-42",
4
- "epoch": 1.0,
5
  "eval_steps": 500,
6
- "global_step": 42,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
- "epoch": 0.23809523809523808,
13
- "grad_norm": 0.4994331896305084,
14
- "learning_rate": 2.4390243902439027e-06,
15
- "loss": 0.2851,
16
- "step": 10
17
- },
18
- {
19
- "epoch": 0.47619047619047616,
20
- "grad_norm": 0.49569442868232727,
21
- "learning_rate": 4.8780487804878055e-06,
22
- "loss": 0.2796,
23
- "step": 20
24
- },
25
- {
26
- "epoch": 0.7142857142857143,
27
- "grad_norm": 0.4785544276237488,
28
- "learning_rate": 7.317073170731707e-06,
29
- "loss": 0.2684,
30
- "step": 30
31
  },
32
  {
33
- "epoch": 0.9523809523809523,
34
- "grad_norm": 0.4575257897377014,
35
- "learning_rate": 9.756097560975611e-06,
36
- "loss": 0.2559,
37
- "step": 40
38
  },
39
  {
40
- "epoch": 1.0,
41
  "eval_accuracy": 0.0,
42
- "eval_f1": 0.0,
43
- "eval_f1_macro": 0.0,
44
- "eval_f1_micro": 0.0,
45
- "eval_hamming_loss": 0.228,
46
- "eval_hamming_score": 0.772,
47
- "eval_loss": 0.23601332306861877,
48
- "eval_precision": 0.0,
49
- "eval_precision_macro": 0.0,
50
- "eval_precision_micro": 0.0,
51
- "eval_recall": 0.0,
52
- "eval_recall_macro": 0.0,
53
- "eval_recall_micro": 0.0,
54
- "eval_runtime": 23.3737,
55
- "eval_samples_per_second": 1.797,
56
- "eval_steps_per_second": 0.471,
57
  "eval_subset_accuracy": 0.0,
58
- "step": 42
59
  }
60
  ],
61
  "logging_steps": 10,
62
- "max_steps": 84,
63
  "num_input_tokens_seen": 0,
64
  "num_train_epochs": 2,
65
  "save_steps": 500,
@@ -79,12 +79,12 @@
79
  "should_evaluate": false,
80
  "should_log": false,
81
  "should_save": true,
82
- "should_training_stop": false
83
  },
84
  "attributes": {}
85
  }
86
  },
87
- "total_flos": 43461268392960.0,
88
  "train_batch_size": 4,
89
  "trial_name": null,
90
  "trial_params": null
 
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,
 
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
{checkpoint-42 β†’ checkpoint-14}/vocab.txt RENAMED
File without changes
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1a9f3fccc46b04c800b08afcd72f9278adaa139e82474a71db657ab51e956424
3
  size 439415268
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5d3aa3006efd41b129194f2ef7848f264228ef414745062e7106afa4f93364f5
3
  size 439415268