Hugging Face's logo

ShkalikovOleh
/
mdeberta-v3-base-panx-wikiann-en

Token Classification
Transformers
TensorBoard
Safetensors
deberta-v2
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Metrics Community
mdeberta-v3-base-panx-wikiann-en
File size: 3,761 Bytes 
ef86d3c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
137
138
139
140
141
142
143
144
145
 
{
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 5.0,
  "eval_steps": 500,
  "global_step": 3125,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.8,
      "grad_norm": 2.823965072631836,
      "learning_rate": 1.68064e-05,
      "loss": 0.4565,
      "step": 500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9214636932551902,
      "eval_f1": 0.806775887856969,
      "eval_loss": 0.26512816548347473,
      "eval_precision": 0.7941518865986441,
      "eval_recall": 0.8198077194966775,
      "eval_runtime": 37.78,
      "eval_samples_per_second": 264.691,
      "eval_steps_per_second": 33.086,
      "step": 625
    },
    {
      "epoch": 1.6,
      "grad_norm": 5.351424217224121,
      "learning_rate": 1.3606400000000002e-05,
      "loss": 0.2612,
      "step": 1000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9257350749975166,
      "eval_f1": 0.8162128281913782,
      "eval_loss": 0.2490304708480835,
      "eval_precision": 0.8042821850123525,
      "eval_recall": 0.8285027569630992,
      "eval_runtime": 38.4394,
      "eval_samples_per_second": 260.15,
      "eval_steps_per_second": 32.519,
      "step": 1250
    },
    {
      "epoch": 2.4,
      "grad_norm": 3.4635002613067627,
      "learning_rate": 1.0406400000000001e-05,
      "loss": 0.2184,
      "step": 1500
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.9293856163703189,
      "eval_f1": 0.8262937062937062,
      "eval_loss": 0.2470722198486328,
      "eval_precision": 0.8174899681748997,
      "eval_recall": 0.8352891276685989,
      "eval_runtime": 38.5739,
      "eval_samples_per_second": 259.242,
      "eval_steps_per_second": 32.405,
      "step": 1875
    },
    {
      "epoch": 3.2,
      "grad_norm": 2.8742923736572266,
      "learning_rate": 7.2064e-06,
      "loss": 0.1874,
      "step": 2000
    },
    {
      "epoch": 4.0,
      "grad_norm": 0.9541894197463989,
      "learning_rate": 4.012800000000001e-06,
      "loss": 0.1636,
      "step": 2500
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.9307638819906625,
      "eval_f1": 0.8312837484758753,
      "eval_loss": 0.2493128478527069,
      "eval_precision": 0.819493097053369,
      "eval_recall": 0.8434186342428955,
      "eval_runtime": 36.2649,
      "eval_samples_per_second": 275.749,
      "eval_steps_per_second": 34.469,
      "step": 2500
    },
    {
      "epoch": 4.8,
      "grad_norm": 3.6088337898254395,
      "learning_rate": 8.128000000000001e-07,
      "loss": 0.1408,
      "step": 3000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.9318317274262442,
      "eval_f1": 0.8372271964185787,
      "eval_loss": 0.2519814968109131,
      "eval_precision": 0.8285338502007477,
      "eval_recall": 0.8461049059804892,
      "eval_runtime": 37.7598,
      "eval_samples_per_second": 264.832,
      "eval_steps_per_second": 33.104,
      "step": 3125
    },
    {
      "epoch": 5.0,
      "step": 3125,
      "total_flos": 1384127485887552.0,
      "train_loss": 0.23445223083496095,
      "train_runtime": 2722.1951,
      "train_samples_per_second": 36.735,
      "train_steps_per_second": 1.148
    }
  ],
  "logging_steps": 500,
  "max_steps": 3125,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 5,
  "save_steps": 500,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": false,
        "should_training_stop": false
      },
      "attributes": {}
    }
  },
  "total_flos": 1384127485887552.0,
  "train_batch_size": 4,
  "trial_name": null,
  "trial_params": null
}