Hugging Face's logo

dima806
/
fairface_age_image_detection

Image Classification
Transformers
Safetensors
vit
Inference Endpoints
Model card Files Community
fairface_age_image_detection
File size: 5,033 Bytes 
ce928c3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
 
{
  "best_metric": 1.0641573667526245,
  "best_model_checkpoint": "fairface_age_image_detection/checkpoint-9376",
  "epoch": 4.0,
  "eval_steps": 500,
  "global_step": 9376,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.21331058020477817,
      "grad_norm": 1.7275338172912598,
      "learning_rate": 2.855243405532919e-06,
      "loss": 1.8728,
      "step": 500
    },
    {
      "epoch": 0.42662116040955633,
      "grad_norm": 2.228030204772949,
      "learning_rate": 2.6944027450139397e-06,
      "loss": 1.4714,
      "step": 1000
    },
    {
      "epoch": 0.6399317406143344,
      "grad_norm": 2.2512168884277344,
      "learning_rate": 2.5335620844949606e-06,
      "loss": 1.3358,
      "step": 1500
    },
    {
      "epoch": 0.8532423208191127,
      "grad_norm": 3.124258279800415,
      "learning_rate": 2.372721423975981e-06,
      "loss": 1.264,
      "step": 2000
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.5423,
      "eval_loss": 1.2151408195495605,
      "eval_model_preparation_time": 0.0043,
      "eval_runtime": 907.0206,
      "eval_samples_per_second": 11.025,
      "eval_steps_per_second": 1.378,
      "step": 2344
    },
    {
      "epoch": 1.0665529010238908,
      "grad_norm": 5.8204874992370605,
      "learning_rate": 2.211880763457002e-06,
      "loss": 1.2174,
      "step": 2500
    },
    {
      "epoch": 1.2798634812286689,
      "grad_norm": 5.175824165344238,
      "learning_rate": 2.051040102938023e-06,
      "loss": 1.171,
      "step": 3000
    },
    {
      "epoch": 1.493174061433447,
      "grad_norm": 3.312744617462158,
      "learning_rate": 1.8901994424190437e-06,
      "loss": 1.1425,
      "step": 3500
    },
    {
      "epoch": 1.7064846416382253,
      "grad_norm": 4.630620002746582,
      "learning_rate": 1.7293587819000642e-06,
      "loss": 1.1267,
      "step": 4000
    },
    {
      "epoch": 1.9197952218430034,
      "grad_norm": 3.5600452423095703,
      "learning_rate": 1.5685181213810853e-06,
      "loss": 1.1051,
      "step": 4500
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.5688,
      "eval_loss": 1.1124917268753052,
      "eval_model_preparation_time": 0.0043,
      "eval_runtime": 915.0894,
      "eval_samples_per_second": 10.928,
      "eval_steps_per_second": 1.366,
      "step": 4688
    },
    {
      "epoch": 2.1331058020477816,
      "grad_norm": 7.453662395477295,
      "learning_rate": 1.407677460862106e-06,
      "loss": 1.0871,
      "step": 5000
    },
    {
      "epoch": 2.34641638225256,
      "grad_norm": 8.157800674438477,
      "learning_rate": 1.2468368003431269e-06,
      "loss": 1.0696,
      "step": 5500
    },
    {
      "epoch": 2.5597269624573378,
      "grad_norm": 3.6688616275787354,
      "learning_rate": 1.0859961398241475e-06,
      "loss": 1.0571,
      "step": 6000
    },
    {
      "epoch": 2.773037542662116,
      "grad_norm": 3.1099190711975098,
      "learning_rate": 9.251554793051683e-07,
      "loss": 1.0476,
      "step": 6500
    },
    {
      "epoch": 2.986348122866894,
      "grad_norm": 5.784822463989258,
      "learning_rate": 7.643148187861893e-07,
      "loss": 1.0407,
      "step": 7000
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.5756,
      "eval_loss": 1.0761935710906982,
      "eval_model_preparation_time": 0.0043,
      "eval_runtime": 920.0161,
      "eval_samples_per_second": 10.869,
      "eval_steps_per_second": 1.359,
      "step": 7032
    },
    {
      "epoch": 3.1996587030716723,
      "grad_norm": 5.856372833251953,
      "learning_rate": 6.0347415826721e-07,
      "loss": 1.0212,
      "step": 7500
    },
    {
      "epoch": 3.4129692832764507,
      "grad_norm": 5.725022792816162,
      "learning_rate": 4.426334977482307e-07,
      "loss": 1.0253,
      "step": 8000
    },
    {
      "epoch": 3.6262798634812285,
      "grad_norm": 4.74147891998291,
      "learning_rate": 2.8179283722925154e-07,
      "loss": 1.0232,
      "step": 8500
    },
    {
      "epoch": 3.839590443686007,
      "grad_norm": 4.050413131713867,
      "learning_rate": 1.2095217671027237e-07,
      "loss": 1.0173,
      "step": 9000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.5791,
      "eval_loss": 1.0641573667526245,
      "eval_model_preparation_time": 0.0043,
      "eval_runtime": 919.3696,
      "eval_samples_per_second": 10.877,
      "eval_steps_per_second": 1.36,
      "step": 9376
    }
  ],
  "logging_steps": 500,
  "max_steps": 9376,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 4,
  "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": 2.32490554103808e+19,
  "train_batch_size": 32,
  "trial_name": null,
  "trial_params": null
}