Hugging Face's logo

xshubhamx
/
legal-bert-lora-no-grad

TensorBoard
Safetensors
Generated from Trainer
Model card Files Metrics Community
legal-bert-lora-no-grad
File size: 2,445 Bytes 
636fe3c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
 
{
  "best_metric": 0.47513531679703136,
  "best_model_checkpoint": "legal-bert-lora-no-grad/checkpoint-1286",
  "epoch": 2.0,
  "eval_steps": 500,
  "global_step": 1286,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.78,
      "learning_rate": 4.870399170554692e-05,
      "loss": 1.5473,
      "step": 500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7172734314484895,
      "eval_f1_macro": 0.3920432121625908,
      "eval_f1_micro": 0.7172734314484894,
      "eval_f1_weighted": 0.6868869808248764,
      "eval_loss": 0.8484711050987244,
      "eval_macro_fpr": 0.027836504093424867,
      "eval_macro_sensitivity": 0.44215864388540455,
      "eval_macro_specificity": 0.9788744549045134,
      "eval_precision": 0.6896842532804647,
      "eval_precision_macro": 0.3892290687521846,
      "eval_recall": 0.7172734314484895,
      "eval_recall_macro": 0.44215864388540455,
      "eval_runtime": 32.4222,
      "eval_samples_per_second": 39.818,
      "eval_steps_per_second": 4.997,
      "eval_weighted_fpr": 0.027383899767424412,
      "eval_weighted_sensitivity": 0.7172734314484895,
      "eval_weighted_specificity": 0.9658433921192108,
      "step": 643
    },
    {
      "epoch": 1.56,
      "learning_rate": 4.740798341109383e-05,
      "loss": 0.7816,
      "step": 1000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7544539116963594,
      "eval_f1_macro": 0.47513531679703136,
      "eval_f1_micro": 0.7544539116963594,
      "eval_f1_weighted": 0.7304002619527014,
      "eval_loss": 0.7113391757011414,
      "eval_macro_fpr": 0.023051270843305598,
      "eval_macro_sensitivity": 0.5054156753128263,
      "eval_macro_specificity": 0.9817050378554314,
      "eval_precision": 0.7491876907285084,
      "eval_precision_macro": 0.5281699878111706,
      "eval_recall": 0.7544539116963594,
      "eval_recall_macro": 0.5054156753128263,
      "eval_runtime": 33.6622,
      "eval_samples_per_second": 38.352,
      "eval_steps_per_second": 4.813,
      "eval_weighted_fpr": 0.02271912850283093,
      "eval_weighted_sensitivity": 0.7544539116963594,
      "eval_weighted_specificity": 0.9711216561351127,
      "step": 1286
    }
  ],
  "logging_steps": 500,
  "max_steps": 19290,
  "num_train_epochs": 30,
  "save_steps": 500,
  "total_flos": 2788972434726912.0,
  "trial_name": null,
  "trial_params": null
}