Bencode92 commited on
Commit
fba9ec5
Β·
1 Parent(s): 694c723

πŸ”„ Incremental label | Acc: 0.688, F1: 0.672

Browse files
README.md CHANGED
@@ -20,17 +20,17 @@ Fine-tuned FinBERT model for financial sentiment analysis in TradePulse.
20
 
21
  ## Performance
22
 
23
- *Last training: 2025-07-09 16:13*
24
- *Dataset: `news_20250709.csv` (46 samples)*
25
 
26
  | Metric | Value |
27
  |--------|-------|
28
- | Loss | 1.2725 |
29
- | Accuracy | 0.7500 |
30
- | F1 Score | 0.6538 |
31
- | F1 Macro | 0.6538 |
32
- | Precision | 0.5938 |
33
- | Recall | 0.7500 |
34
 
35
  ## Training Details
36
 
@@ -59,4 +59,4 @@ predictions = outputs.logits.softmax(dim=-1)
59
  ## Model Card Authors
60
 
61
  - TradePulse ML Team
62
- - Auto-generated on 2025-07-09 16:13:31
 
20
 
21
  ## Performance
22
 
23
+ *Last training: 2025-07-10 09:01*
24
+ *Dataset: `news_20250710.csv` (138 samples)*
25
 
26
  | Metric | Value |
27
  |--------|-------|
28
+ | Loss | 0.6857 |
29
+ | Accuracy | 0.7429 |
30
+ | F1 Score | 0.7517 |
31
+ | F1 Macro | 0.7517 |
32
+ | Precision | 0.7722 |
33
+ | Recall | 0.7429 |
34
 
35
  ## Training Details
36
 
 
59
  ## Model Card Authors
60
 
61
  - TradePulse ML Team
62
+ - Auto-generated on 2025-07-10 09:01:33
{checkpoint-18 β†’ checkpoint-26}/config.json RENAMED
File without changes
{checkpoint-18 β†’ checkpoint-26}/model.safetensors RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:316676029bbe27ac1af0b90eee7d8997b286deb53549f66acdaeec6a2f6063ab
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e503180f98fd969838fd1525cf28c2e11a6e06c928e62b6645cdcb68544cd79b
3
  size 439039996
{checkpoint-18 β†’ checkpoint-26}/special_tokens_map.json RENAMED
File without changes
{checkpoint-18 β†’ checkpoint-26}/tokenizer.json RENAMED
File without changes
{checkpoint-18 β†’ checkpoint-26}/tokenizer_config.json RENAMED
File without changes
{checkpoint-18 β†’ checkpoint-26}/trainer_state.json RENAMED
@@ -1,53 +1,45 @@
1
  {
2
- "best_metric": 0.6538461538461539,
3
- "best_model_checkpoint": "hf-sentiment-production/checkpoint-18",
4
- "epoch": 2.0,
5
  "eval_steps": 500,
6
- "global_step": 18,
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": 0.6666666666666666,
14
- "eval_f1": 0.5740740740740741,
15
- "eval_f1_macro": 0.5185185185185185,
16
- "eval_loss": 1.478085994720459,
17
- "eval_precision": 0.5047619047619047,
18
- "eval_precision_macro": 0.45714285714285713,
19
- "eval_recall": 0.6666666666666666,
20
- "eval_recall_macro": 0.6,
21
- "eval_runtime": 6.6383,
22
- "eval_samples_per_second": 1.808,
23
- "eval_steps_per_second": 0.452,
24
- "step": 9
25
  },
26
  {
27
- "epoch": 1.1111111111111112,
28
- "grad_norm": 38.221397399902344,
29
  "learning_rate": 8.000000000000001e-06,
30
- "loss": 1.5914,
31
- "step": 10
32
  },
33
  {
34
- "epoch": 2.0,
35
- "eval_accuracy": 0.75,
36
- "eval_f1": 0.6538461538461539,
37
- "eval_f1_macro": 0.5897435897435898,
38
- "eval_loss": 1.2724663019180298,
39
- "eval_precision": 0.59375,
40
- "eval_precision_macro": 0.5416666666666666,
41
- "eval_recall": 0.75,
42
- "eval_recall_macro": 0.6666666666666666,
43
- "eval_runtime": 6.6377,
44
- "eval_samples_per_second": 1.808,
45
- "eval_steps_per_second": 0.452,
46
- "step": 18
47
  }
48
  ],
49
  "logging_steps": 10,
50
- "max_steps": 18,
51
  "num_input_tokens_seen": 0,
52
  "num_train_epochs": 2,
53
  "save_steps": 500,
@@ -67,12 +59,12 @@
67
  "should_evaluate": false,
68
  "should_log": false,
69
  "should_save": true,
70
- "should_training_stop": true
71
  },
72
  "attributes": {}
73
  }
74
  },
75
- "total_flos": 17891712405504.0,
76
  "train_batch_size": 4,
77
  "trial_name": null,
78
  "trial_params": null
 
1
  {
2
+ "best_metric": 0.7517027863777089,
3
+ "best_model_checkpoint": "hf-sentiment-production/checkpoint-26",
4
+ "epoch": 1.0,
5
  "eval_steps": 500,
6
+ "global_step": 26,
7
  "is_hyper_param_search": false,
8
  "is_local_process_zero": true,
9
  "is_world_process_zero": true,
10
  "log_history": [
11
  {
12
+ "epoch": 0.38461538461538464,
13
+ "grad_norm": 46.388248443603516,
14
+ "learning_rate": 4.000000000000001e-06,
15
+ "loss": 0.9164,
16
+ "step": 10
 
 
 
 
 
 
 
 
17
  },
18
  {
19
+ "epoch": 0.7692307692307693,
20
+ "grad_norm": 43.67289352416992,
21
  "learning_rate": 8.000000000000001e-06,
22
+ "loss": 0.6202,
23
+ "step": 20
24
  },
25
  {
26
+ "epoch": 1.0,
27
+ "eval_accuracy": 0.7428571428571429,
28
+ "eval_f1": 0.7517027863777089,
29
+ "eval_f1_macro": 0.7162022703818369,
30
+ "eval_loss": 0.6856858730316162,
31
+ "eval_precision": 0.7722222222222223,
32
+ "eval_precision_macro": 0.7175925925925926,
33
+ "eval_recall": 0.7428571428571429,
34
+ "eval_recall_macro": 0.7306878306878307,
35
+ "eval_runtime": 19.4441,
36
+ "eval_samples_per_second": 1.8,
37
+ "eval_steps_per_second": 0.463,
38
+ "step": 26
39
  }
40
  ],
41
  "logging_steps": 10,
42
+ "max_steps": 52,
43
  "num_input_tokens_seen": 0,
44
  "num_train_epochs": 2,
45
  "save_steps": 500,
 
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": 27100682025984.0,
68
  "train_batch_size": 4,
69
  "trial_name": null,
70
  "trial_params": null
{checkpoint-18 β†’ checkpoint-26}/vocab.txt RENAMED
File without changes
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:316676029bbe27ac1af0b90eee7d8997b286deb53549f66acdaeec6a2f6063ab
3
  size 439039996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e503180f98fd969838fd1525cf28c2e11a6e06c928e62b6645cdcb68544cd79b
3
  size 439039996
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5252a3dfc5e3189973ccf6c48b2e1c54be4bed8515b663bd1944779b183018fb
3
  size 5521
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c2579dac2f093d7ccfe179f54d8c2f9bb18987835ad748f9736b04dfe43c6b2f
3
  size 5521