File size: 2,555 Bytes
3c5ca7a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
77
78
79
80
{
  "best_metric": 0.7276084501581802,
  "best_model_checkpoint": "InLegalBERT/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,
      "grad_norm": 6.225058078765869,
      "learning_rate": 4.742871954380509e-05,
      "loss": 1.065,
      "step": 500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7993803253292022,
      "eval_f1_macro": 0.6028764374506596,
      "eval_f1_micro": 0.7993803253292022,
      "eval_f1_weighted": 0.780434475079005,
      "eval_loss": 0.6395189166069031,
      "eval_macro_fpr": 0.01853296480715729,
      "eval_macro_sensitivity": 0.6307714529979154,
      "eval_macro_specificity": 0.9847175193097543,
      "eval_precision": 0.7817573111259606,
      "eval_precision_macro": 0.6194286814679265,
      "eval_recall": 0.7993803253292022,
      "eval_recall_macro": 0.6307714529979154,
      "eval_runtime": 29.4696,
      "eval_samples_per_second": 43.808,
      "eval_steps_per_second": 5.497,
      "eval_weighted_fpr": 0.017610661589719183,
      "eval_weighted_sensitivity": 0.7993803253292022,
      "eval_weighted_specificity": 0.9713824643171124,
      "step": 643
    },
    {
      "epoch": 1.56,
      "grad_norm": 8.756747245788574,
      "learning_rate": 4.483670295489891e-05,
      "loss": 0.5866,
      "step": 1000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.8187451587916343,
      "eval_f1_macro": 0.7276084501581802,
      "eval_f1_micro": 0.8187451587916342,
      "eval_f1_weighted": 0.8152450677099363,
      "eval_loss": 0.6906521916389465,
      "eval_macro_fpr": 0.01610571025604924,
      "eval_macro_sensitivity": 0.7365748487318147,
      "eval_macro_specificity": 0.9863504064994671,
      "eval_precision": 0.8198905458065566,
      "eval_precision_macro": 0.7284980957351811,
      "eval_recall": 0.8187451587916343,
      "eval_recall_macro": 0.7365748487318147,
      "eval_runtime": 57.1075,
      "eval_samples_per_second": 22.606,
      "eval_steps_per_second": 2.837,
      "eval_weighted_fpr": 0.015566790846194785,
      "eval_weighted_sensitivity": 0.8187451587916343,
      "eval_weighted_specificity": 0.976510938700373,
      "step": 1286
    }
  ],
  "logging_steps": 500,
  "max_steps": 9645,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 15,
  "save_steps": 500,
  "total_flos": 2704044788895744.0,
  "train_batch_size": 8,
  "trial_name": null,
  "trial_params": null
}