Hugging Face's logo

masakhane
/
afriqa_afroxlmr_squad_v2

Question Answering
Transformers
PyTorch
TensorBoard
xlm-roberta
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
1
afriqa_afroxlmr_squad_v2
File size: 7,324 Bytes 
3250715
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
 
{
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 5.0,
  "global_step": 10420,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.48,
      "learning_rate": 2.7120921305182343e-05,
      "loss": 1.6629,
      "step": 1000
    },
    {
      "epoch": 0.48,
      "eval_HasAns_exact": 62.432523616734144,
      "eval_HasAns_f1": 68.73496905793459,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 73.23801513877208,
      "eval_NoAns_f1": 73.23801513877208,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 67.84300513770741,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 70.98971587428946,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 67.84300513770741,
      "eval_f1": 70.98971587428946,
      "eval_total": 11873,
      "step": 1000
    },
    {
      "epoch": 0.96,
      "learning_rate": 2.4241842610364685e-05,
      "loss": 1.1484,
      "step": 2000
    },
    {
      "epoch": 0.96,
      "eval_HasAns_exact": 69.16329284750337,
      "eval_HasAns_f1": 75.09571117953085,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 76.50126156433979,
      "eval_NoAns_f1": 76.50126156433979,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 72.83753053145793,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 75.79949261957877,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 72.83753053145793,
      "eval_f1": 75.79949261957887,
      "eval_total": 11873,
      "step": 2000
    },
    {
      "epoch": 1.44,
      "learning_rate": 2.1362763915547027e-05,
      "loss": 0.9368,
      "step": 3000
    },
    {
      "epoch": 1.44,
      "eval_HasAns_exact": 70.1417004048583,
      "eval_HasAns_f1": 76.29593503528035,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 77.96467619848612,
      "eval_NoAns_f1": 77.96467619848612,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 74.05878884864819,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 77.13150028544948,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 74.05878884864819,
      "eval_f1": 77.13150028544946,
      "eval_total": 11873,
      "step": 3000
    },
    {
      "epoch": 1.92,
      "learning_rate": 1.8483685220729366e-05,
      "loss": 0.8956,
      "step": 4000
    },
    {
      "epoch": 1.92,
      "eval_HasAns_exact": 71.37314439946019,
      "eval_HasAns_f1": 77.92118181028806,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 77.47687132043734,
      "eval_NoAns_f1": 77.47687132043734,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 74.42937757938179,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 77.6987084790184,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 74.42937757938179,
      "eval_f1": 77.69870847901858,
      "eval_total": 11873,
      "step": 4000
    },
    {
      "epoch": 2.4,
      "learning_rate": 1.5604606525911708e-05,
      "loss": 0.7561,
      "step": 5000
    },
    {
      "epoch": 2.4,
      "eval_HasAns_exact": 72.73954116059379,
      "eval_HasAns_f1": 79.1460959770044,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 76.63582842724979,
      "eval_NoAns_f1": 76.63582842724979,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 74.69047418512592,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 77.88916507636502,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 74.69047418512592,
      "eval_f1": 77.889165076365,
      "eval_total": 11873,
      "step": 5000
    },
    {
      "epoch": 2.88,
      "learning_rate": 1.272552783109405e-05,
      "loss": 0.7174,
      "step": 6000
    },
    {
      "epoch": 2.88,
      "eval_HasAns_exact": 74.2914979757085,
      "eval_HasAns_f1": 81.01202096109864,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 74.48275862068965,
      "eval_NoAns_f1": 74.48275862068965,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 74.38726522361661,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 77.74271542637852,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 74.38726522361661,
      "eval_f1": 77.74271542637855,
      "eval_total": 11873,
      "step": 6000
    },
    {
      "epoch": 3.36,
      "learning_rate": 9.846449136276392e-06,
      "loss": 0.6354,
      "step": 7000
    },
    {
      "epoch": 3.36,
      "eval_HasAns_exact": 71.9298245614035,
      "eval_HasAns_f1": 78.42645795015271,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 78.4861227922624,
      "eval_NoAns_f1": 78.4861227922624,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 75.21266739661417,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 78.45633308586743,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 75.21266739661417,
      "eval_f1": 78.45633308586743,
      "eval_total": 11873,
      "step": 7000
    },
    {
      "epoch": 3.84,
      "learning_rate": 6.967370441458734e-06,
      "loss": 0.603,
      "step": 8000
    },
    {
      "epoch": 3.84,
      "eval_HasAns_exact": 69.68623481781377,
      "eval_HasAns_f1": 75.68905120730992,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 82.45584524810765,
      "eval_NoAns_f1": 82.45584524810765,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 76.0801819253769,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 79.07729264355531,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 76.0801819253769,
      "eval_f1": 79.07729264355528,
      "eval_total": 11873,
      "step": 8000
    },
    {
      "epoch": 4.32,
      "learning_rate": 4.088291746641075e-06,
      "loss": 0.5511,
      "step": 9000
    },
    {
      "epoch": 4.32,
      "eval_HasAns_exact": 72.08164642375169,
      "eval_HasAns_f1": 78.78904517769465,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 79.1757779646762,
      "eval_NoAns_f1": 79.1757779646762,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 75.63379095426598,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 78.98268843707342,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 75.63379095426598,
      "eval_f1": 78.98268843707345,
      "eval_total": 11873,
      "step": 9000
    },
    {
      "epoch": 4.8,
      "learning_rate": 1.2092130518234166e-06,
      "loss": 0.5237,
      "step": 10000
    },
    {
      "epoch": 4.8,
      "eval_HasAns_exact": 71.9298245614035,
      "eval_HasAns_f1": 78.5833413462209,
      "eval_HasAns_total": 5928,
      "eval_NoAns_exact": 79.42809083263246,
      "eval_NoAns_f1": 79.42809083263246,
      "eval_NoAns_total": 5945,
      "eval_best_exact": 75.6843257811842,
      "eval_best_exact_thresh": 0.0,
      "eval_best_f1": 79.00632085407202,
      "eval_best_f1_thresh": 0.0,
      "eval_exact": 75.6843257811842,
      "eval_f1": 79.00632085407196,
      "eval_total": 11873,
      "step": 10000
    },
    {
      "epoch": 5.0,
      "step": 10420,
      "total_flos": 1.3063237394164992e+17,
      "train_loss": 0.8300563907440244,
      "train_runtime": 12062.7684,
      "train_samples_per_second": 55.26,
      "train_steps_per_second": 0.864
    }
  ],
  "max_steps": 10420,
  "num_train_epochs": 5,
  "total_flos": 1.3063237394164992e+17,
  "trial_name": null,
  "trial_params": null
}