File size: 3,630 Bytes
3d341e3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
{
  "best_global_step": 440,
  "best_metric": 0.9371466577984703,
  "best_model_checkpoint": "ner_model/trial_0/checkpoint-440",
  "epoch": 2.0,
  "eval_steps": 500,
  "global_step": 440,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.22779043280182232,
      "grad_norm": 21.80908203125,
      "learning_rate": 3.899594554207158e-05,
      "loss": 4.429600219726563,
      "step": 50
    },
    {
      "epoch": 0.45558086560364464,
      "grad_norm": 12.349945068359375,
      "learning_rate": 3.4009251738737616e-05,
      "loss": 0.8959714508056641,
      "step": 100
    },
    {
      "epoch": 0.683371298405467,
      "grad_norm": 7.801368236541748,
      "learning_rate": 2.9022557935403655e-05,
      "loss": 0.6988069152832032,
      "step": 150
    },
    {
      "epoch": 0.9111617312072893,
      "grad_norm": 8.062862396240234,
      "learning_rate": 2.4035864132069692e-05,
      "loss": 0.4868038177490234,
      "step": 200
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9839882395009735,
      "eval_f1": 0.9144043171440432,
      "eval_loss": 0.12814635038375854,
      "eval_precision": 0.9023431099459283,
      "eval_recall": 0.9267923258162235,
      "eval_runtime": 214.1736,
      "eval_samples_per_second": 15.175,
      "eval_steps_per_second": 0.952,
      "step": 220
    },
    {
      "epoch": 1.1366742596810935,
      "grad_norm": 10.9319486618042,
      "learning_rate": 1.904917032873573e-05,
      "loss": 0.37126468658447265,
      "step": 250
    },
    {
      "epoch": 1.3644646924829158,
      "grad_norm": 7.102725505828857,
      "learning_rate": 1.406247652540177e-05,
      "loss": 0.2684678649902344,
      "step": 300
    },
    {
      "epoch": 1.592255125284738,
      "grad_norm": 15.202373504638672,
      "learning_rate": 9.07578272206781e-06,
      "loss": 0.2503110694885254,
      "step": 350
    },
    {
      "epoch": 1.8200455580865604,
      "grad_norm": 8.701669692993164,
      "learning_rate": 4.089088918733848e-06,
      "loss": 0.17738252639770508,
      "step": 400
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9879746248692174,
      "eval_f1": 0.9371466577984703,
      "eval_loss": 0.09272900968790054,
      "eval_precision": 0.9260598093986198,
      "eval_recall": 0.9485021878155503,
      "eval_runtime": 233.7442,
      "eval_samples_per_second": 13.904,
      "eval_steps_per_second": 0.873,
      "step": 440
    },
    {
      "epoch": 2.0,
      "step": 440,
      "total_flos": 3263842854590472.0,
      "train_loss": 0.8773450081998652,
      "train_runtime": 3811.6545,
      "train_samples_per_second": 7.367,
      "train_steps_per_second": 0.115
    },
    {
      "epoch": 2.0,
      "step": 440,
      "test_accuracy": 0.9749472650041899,
      "test_f1": 0.8915077989601387,
      "test_loss": 0.30494070053100586,
      "test_precision": 0.8730482009504412,
      "test_recall": 0.9107648725212465,
      "test_runtime": 201.6979,
      "test_samples_per_second": 17.12,
      "test_steps_per_second": 1.071
    }
  ],
  "logging_steps": 50,
  "max_steps": 440,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 2,
  "save_steps": 500,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 3263842854590472.0,
  "train_batch_size": 16,
  "trial_name": null,
  "trial_params": null
}