File size: 4,853 Bytes
f52379d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
201
202
203
204
205
206
{
  "best_metric": 0.6307053941908713,
  "best_model_checkpoint": "distilbert-base-multilingual-cased-hyper-matt/run-qtr0udgj/checkpoint-200",
  "epoch": 2.0,
  "eval_steps": 500,
  "global_step": 200,
  "is_hyper_param_search": true,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.1,
      "grad_norm": 2.049558639526367,
      "learning_rate": 8.243172962606281e-06,
      "loss": 0.663,
      "step": 10
    },
    {
      "epoch": 0.2,
      "grad_norm": 1.8758213520050049,
      "learning_rate": 7.809321754048056e-06,
      "loss": 0.5872,
      "step": 20
    },
    {
      "epoch": 0.3,
      "grad_norm": 1.6676493883132935,
      "learning_rate": 7.375470545489831e-06,
      "loss": 0.5806,
      "step": 30
    },
    {
      "epoch": 0.4,
      "grad_norm": 2.160999298095703,
      "learning_rate": 6.941619336931606e-06,
      "loss": 0.5375,
      "step": 40
    },
    {
      "epoch": 0.5,
      "grad_norm": 3.5581603050231934,
      "learning_rate": 6.507768128373381e-06,
      "loss": 0.5219,
      "step": 50
    },
    {
      "epoch": 0.6,
      "grad_norm": 3.43050479888916,
      "learning_rate": 6.0739169198151545e-06,
      "loss": 0.4933,
      "step": 60
    },
    {
      "epoch": 0.7,
      "grad_norm": 3.4380669593811035,
      "learning_rate": 5.64006571125693e-06,
      "loss": 0.4417,
      "step": 70
    },
    {
      "epoch": 0.8,
      "grad_norm": 3.310192823410034,
      "learning_rate": 5.2062145026987045e-06,
      "loss": 0.484,
      "step": 80
    },
    {
      "epoch": 0.9,
      "grad_norm": 5.5063323974609375,
      "learning_rate": 4.772363294140479e-06,
      "loss": 0.5157,
      "step": 90
    },
    {
      "epoch": 1.0,
      "grad_norm": 2.589657783508301,
      "learning_rate": 4.3385120855822536e-06,
      "loss": 0.4096,
      "step": 100
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.755,
      "eval_f1": 0.5882352941176471,
      "eval_loss": 0.4866395890712738,
      "eval_precision": 0.6086956521739131,
      "eval_recall": 0.5691056910569106,
      "eval_runtime": 1.5211,
      "eval_samples_per_second": 262.961,
      "eval_steps_per_second": 16.435,
      "step": 100
    },
    {
      "epoch": 1.1,
      "grad_norm": 3.2699267864227295,
      "learning_rate": 3.904660877024028e-06,
      "loss": 0.4491,
      "step": 110
    },
    {
      "epoch": 1.2,
      "grad_norm": 3.8382904529571533,
      "learning_rate": 3.470809668465803e-06,
      "loss": 0.4236,
      "step": 120
    },
    {
      "epoch": 1.3,
      "grad_norm": 3.1422176361083984,
      "learning_rate": 3.0369584599075772e-06,
      "loss": 0.4383,
      "step": 130
    },
    {
      "epoch": 1.4,
      "grad_norm": 2.356064558029175,
      "learning_rate": 2.6031072513493522e-06,
      "loss": 0.4434,
      "step": 140
    },
    {
      "epoch": 1.5,
      "grad_norm": 3.1500184535980225,
      "learning_rate": 2.1692560427911268e-06,
      "loss": 0.3509,
      "step": 150
    },
    {
      "epoch": 1.6,
      "grad_norm": 2.9784765243530273,
      "learning_rate": 1.7354048342329016e-06,
      "loss": 0.4451,
      "step": 160
    },
    {
      "epoch": 1.7,
      "grad_norm": 8.244532585144043,
      "learning_rate": 1.3015536256746761e-06,
      "loss": 0.381,
      "step": 170
    },
    {
      "epoch": 1.8,
      "grad_norm": 8.15170669555664,
      "learning_rate": 8.677024171164508e-07,
      "loss": 0.4256,
      "step": 180
    },
    {
      "epoch": 1.9,
      "grad_norm": 3.7399942874908447,
      "learning_rate": 4.338512085582254e-07,
      "loss": 0.3909,
      "step": 190
    },
    {
      "epoch": 2.0,
      "grad_norm": 3.0128397941589355,
      "learning_rate": 0.0,
      "loss": 0.3897,
      "step": 200
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7775,
      "eval_f1": 0.6307053941908713,
      "eval_loss": 0.4450126588344574,
      "eval_precision": 0.6440677966101694,
      "eval_recall": 0.6178861788617886,
      "eval_runtime": 1.5626,
      "eval_samples_per_second": 255.985,
      "eval_steps_per_second": 15.999,
      "step": 200
    }
  ],
  "logging_steps": 10,
  "max_steps": 200,
  "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": 423630740901888.0,
  "train_batch_size": 16,
  "trial_name": null,
  "trial_params": {
    "_wandb": {},
    "assignments": {},
    "learning_rate": 8.677024171164507e-06,
    "metric": "eval/loss",
    "num_train_epochs": 2,
    "per_device_train_batch_size": 16,
    "seed": 37
  }
}