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gpt2-finetuned-justification-v5

Text2Text Generation
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encoder-decoder
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End of training

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README.md CHANGED
@@ -15,11 +15,11 @@ should probably proofread and complete it, then remove this comment. -->
15
 
16
  This model is a fine-tuned version of [](https://huggingface.co/) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.3593
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- - Rouge1: 30.3314
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- - Rouge2: 13.6649
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- - Rougel: 22.1151
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- - Rougelsum: 27.5740
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  ## Model description
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@@ -39,117 +39,217 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 2e-05
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- - train_batch_size: 1
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- - eval_batch_size: 1
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  - seed: 42
45
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
46
  - lr_scheduler_type: linear
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- - num_epochs: 100
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49
  ### Training results
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51
  | Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum |
52
  |:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|
53
- | 0.2489 | 1.0 | 676 | 0.1998 | 31.2785 | 13.9405 | 23.6754 | 29.4276 |
54
- | 0.1946 | 2.0 | 1352 | 0.1975 | 28.9246 | 13.8110 | 21.8172 | 26.7381 |
55
- | 0.1665 | 3.0 | 2028 | 0.1992 | 30.6132 | 13.5815 | 22.8313 | 28.3888 |
56
- | 0.1502 | 4.0 | 2704 | 0.2014 | 28.8523 | 13.8110 | 21.7893 | 26.6709 |
57
- | 0.1468 | 5.0 | 3380 | 0.2056 | 30.6551 | 13.6239 | 22.4474 | 28.1216 |
58
- | 0.1252 | 6.0 | 4056 | 0.2108 | 27.3409 | 12.8890 | 22.0237 | 25.8205 |
59
- | 0.1165 | 7.0 | 4732 | 0.2156 | 30.6132 | 13.5815 | 22.8313 | 28.3888 |
60
- | 0.1066 | 8.0 | 5408 | 0.2256 | 27.4403 | 13.0727 | 22.0916 | 25.8186 |
61
- | 0.0934 | 9.0 | 6084 | 0.2280 | 26.2488 | 13.3334 | 21.6255 | 25.0369 |
62
- | 0.0852 | 10.0 | 6760 | 0.2389 | 29.5864 | 13.4737 | 21.9157 | 27.1120 |
63
- | 0.0761 | 11.0 | 7436 | 0.2431 | 26.4819 | 13.0004 | 20.5264 | 24.8436 |
64
- | 0.0684 | 12.0 | 8112 | 0.2452 | 30.6579 | 13.6910 | 22.8683 | 28.4284 |
65
- | 0.0611 | 13.0 | 8788 | 0.2583 | 28.2628 | 13.8124 | 21.5380 | 25.9928 |
66
- | 0.0602 | 14.0 | 9464 | 0.2605 | 27.2437 | 13.5522 | 20.9343 | 25.1400 |
67
- | 0.0498 | 15.0 | 10140 | 0.2677 | 30.5254 | 13.0067 | 22.0006 | 27.6813 |
68
- | 0.0459 | 16.0 | 10816 | 0.2727 | 28.2628 | 13.8124 | 21.5380 | 25.9928 |
69
- | 0.0463 | 17.0 | 11492 | 0.2769 | 30.4338 | 13.4529 | 22.2644 | 27.8807 |
70
- | 0.0379 | 18.0 | 12168 | 0.2807 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
71
- | 0.0363 | 19.0 | 12844 | 0.2850 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
72
- | 0.0329 | 20.0 | 13520 | 0.2889 | 30.5473 | 13.5205 | 22.8369 | 28.3332 |
73
- | 0.0292 | 21.0 | 14196 | 0.2906 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
74
- | 0.0293 | 22.0 | 14872 | 0.2926 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
75
- | 0.026 | 23.0 | 15548 | 0.2953 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
76
- | 0.0245 | 24.0 | 16224 | 0.3007 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
77
- | 0.0234 | 25.0 | 16900 | 0.3026 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
78
- | 0.0216 | 26.0 | 17576 | 0.3051 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
79
- | 0.021 | 27.0 | 18252 | 0.3065 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
80
- | 0.0198 | 28.0 | 18928 | 0.3104 | 26.4846 | 12.9852 | 20.4826 | 24.8131 |
81
- | 0.0187 | 29.0 | 19604 | 0.3089 | 27.6064 | 13.3010 | 20.9219 | 25.4612 |
82
- | 0.0184 | 30.0 | 20280 | 0.3130 | 26.4846 | 12.9852 | 20.4826 | 24.8131 |
83
- | 0.0169 | 31.0 | 20956 | 0.3173 | 28.2628 | 13.8124 | 21.5380 | 25.9928 |
84
- | 0.0165 | 32.0 | 21632 | 0.3175 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
85
- | 0.0158 | 33.0 | 22308 | 0.3193 | 27.1320 | 12.8840 | 21.1562 | 25.2442 |
86
- | 0.0155 | 34.0 | 22984 | 0.3202 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
87
- | 0.0142 | 35.0 | 23660 | 0.3249 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
88
- | 0.0146 | 36.0 | 24336 | 0.3239 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
89
- | 0.0142 | 37.0 | 25012 | 0.3258 | 30.5254 | 13.0067 | 22.0006 | 27.6813 |
90
- | 0.0133 | 38.0 | 25688 | 0.3256 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
91
- | 0.0131 | 39.0 | 26364 | 0.3289 | 30.5254 | 13.0067 | 22.0006 | 27.6813 |
92
- | 0.013 | 40.0 | 27040 | 0.3302 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
93
- | 0.0124 | 41.0 | 27716 | 0.3316 | 29.4371 | 13.3012 | 21.8783 | 27.0869 |
94
- | 0.0122 | 42.0 | 28392 | 0.3333 | 28.9119 | 13.0811 | 21.4711 | 26.5360 |
95
- | 0.0121 | 43.0 | 29068 | 0.3351 | 27.4513 | 12.6124 | 20.8266 | 25.4587 |
96
- | 0.0119 | 44.0 | 29744 | 0.3328 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
97
- | 0.0117 | 45.0 | 30420 | 0.3337 | 26.4846 | 12.9852 | 20.4826 | 24.8131 |
98
- | 0.0113 | 46.0 | 31096 | 0.3381 | 28.2105 | 13.3220 | 20.6021 | 25.4881 |
99
- | 0.011 | 47.0 | 31772 | 0.3390 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
100
- | 0.0111 | 48.0 | 32448 | 0.3367 | 26.4846 | 12.9852 | 20.4826 | 24.8131 |
101
- | 0.0108 | 49.0 | 33124 | 0.3373 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
102
- | 0.0107 | 50.0 | 33800 | 0.3423 | 27.1320 | 12.8840 | 21.1562 | 25.2442 |
103
- | 0.0107 | 51.0 | 34476 | 0.3413 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
104
- | 0.0101 | 52.0 | 35152 | 0.3423 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
105
- | 0.0102 | 53.0 | 35828 | 0.3419 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
106
- | 0.0102 | 54.0 | 36504 | 0.3443 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
107
- | 0.01 | 55.0 | 37180 | 0.3447 | 22.6096 | 11.8510 | 18.9963 | 21.1395 |
108
- | 0.0098 | 56.0 | 37856 | 0.3447 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
109
- | 0.0097 | 57.0 | 38532 | 0.3435 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
110
- | 0.0096 | 58.0 | 39208 | 0.3487 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
111
- | 0.0096 | 59.0 | 39884 | 0.3467 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
112
- | 0.0096 | 60.0 | 40560 | 0.3465 | 28.5241 | 13.2937 | 21.7465 | 26.4838 |
113
- | 0.0094 | 61.0 | 41236 | 0.3477 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
114
- | 0.0093 | 62.0 | 41912 | 0.3514 | 28.5832 | 12.9429 | 21.4631 | 26.4030 |
115
- | 0.0091 | 63.0 | 42588 | 0.3520 | 26.4137 | 12.8727 | 19.8282 | 23.8750 |
116
- | 0.0092 | 64.0 | 43264 | 0.3499 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
117
- | 0.009 | 65.0 | 43940 | 0.3515 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
118
- | 0.0091 | 66.0 | 44616 | 0.3517 | 27.0378 | 13.1450 | 20.9935 | 24.8358 |
119
- | 0.0089 | 67.0 | 45292 | 0.3518 | 28.9119 | 13.0811 | 21.4711 | 26.5360 |
120
- | 0.0089 | 68.0 | 45968 | 0.3523 | 26.4137 | 12.8727 | 19.8282 | 23.8750 |
121
- | 0.0088 | 69.0 | 46644 | 0.3521 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
122
- | 0.0087 | 70.0 | 47320 | 0.3520 | 26.4846 | 12.9852 | 20.4826 | 24.8131 |
123
- | 0.0087 | 71.0 | 47996 | 0.3530 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
124
- | 0.0087 | 72.0 | 48672 | 0.3525 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
125
- | 0.0085 | 73.0 | 49348 | 0.3568 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
126
- | 0.0087 | 74.0 | 50024 | 0.3553 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
127
- | 0.0084 | 75.0 | 50700 | 0.3555 | 28.2105 | 13.3220 | 20.6021 | 25.4881 |
128
- | 0.0086 | 76.0 | 51376 | 0.3563 | 28.2105 | 13.3220 | 20.6021 | 25.4881 |
129
- | 0.0083 | 77.0 | 52052 | 0.3555 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
130
- | 0.0084 | 78.0 | 52728 | 0.3525 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
131
- | 0.0083 | 79.0 | 53404 | 0.3552 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
132
- | 0.0082 | 80.0 | 54080 | 0.3559 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
133
- | 0.0082 | 81.0 | 54756 | 0.3557 | 26.3616 | 12.4359 | 20.2061 | 24.1975 |
134
- | 0.0082 | 82.0 | 55432 | 0.3560 | 28.2105 | 13.3220 | 20.6021 | 25.4881 |
135
- | 0.0082 | 83.0 | 56108 | 0.3563 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
136
- | 0.0081 | 84.0 | 56784 | 0.3562 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
137
- | 0.008 | 85.0 | 57460 | 0.3565 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
138
- | 0.008 | 86.0 | 58136 | 0.3588 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
139
- | 0.008 | 87.0 | 58812 | 0.3572 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
140
- | 0.0081 | 88.0 | 59488 | 0.3583 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
141
- | 0.008 | 89.0 | 60164 | 0.3569 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
142
- | 0.0079 | 90.0 | 60840 | 0.3568 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
143
- | 0.008 | 91.0 | 61516 | 0.3577 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
144
- | 0.0079 | 92.0 | 62192 | 0.3587 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
145
- | 0.0078 | 93.0 | 62868 | 0.3592 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
146
- | 0.0078 | 94.0 | 63544 | 0.3591 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
147
- | 0.0078 | 95.0 | 64220 | 0.3591 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
148
- | 0.0077 | 96.0 | 64896 | 0.3590 | 27.2109 | 13.8527 | 21.2733 | 25.1714 |
149
- | 0.0077 | 97.0 | 65572 | 0.3596 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
150
- | 0.0077 | 98.0 | 66248 | 0.3594 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
151
- | 0.0076 | 99.0 | 66924 | 0.3592 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
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- | 0.0076 | 100.0 | 67600 | 0.3593 | 30.3314 | 13.6649 | 22.1151 | 27.5740 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
153
 
154
 
155
  ### Framework versions
 
15
 
16
  This model is a fine-tuned version of [](https://huggingface.co/) on the None dataset.
17
  It achieves the following results on the evaluation set:
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+ - Loss: 0.3678
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+ - Rouge1: 28.2558
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+ - Rouge2: 13.2942
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+ - Rougel: 20.5646
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+ - Rougelsum: 25.4960
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24
  ## Model description
25
 
 
39
 
40
  The following hyperparameters were used during training:
41
  - learning_rate: 2e-05
42
+ - train_batch_size: 2
43
+ - eval_batch_size: 2
44
  - seed: 42
45
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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+ - num_epochs: 200
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49
  ### Training results
50
 
51
  | Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum |
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  |:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|
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+ | No log | 1.0 | 338 | 0.2009 | 31.3319 | 13.9488 | 23.6685 | 29.4548 |
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+ | 0.2408 | 2.0 | 676 | 0.1974 | 29.1645 | 13.8230 | 21.7497 | 26.8219 |
55
+ | 0.1816 | 3.0 | 1014 | 0.1970 | 29.1922 | 13.8428 | 21.7595 | 26.8727 |
56
+ | 0.1816 | 4.0 | 1352 | 0.1976 | 31.8894 | 13.6293 | 23.2637 | 29.1353 |
57
+ | 0.1594 | 5.0 | 1690 | 0.1999 | 28.9161 | 13.7629 | 21.7786 | 26.6707 |
58
+ | 0.1417 | 6.0 | 2028 | 0.2019 | 26.1827 | 13.0883 | 21.6704 | 25.0609 |
59
+ | 0.1417 | 7.0 | 2366 | 0.2052 | 32.5679 | 14.4370 | 23.6445 | 29.7651 |
60
+ | 0.1287 | 8.0 | 2704 | 0.2093 | 30.4390 | 13.4570 | 22.2407 | 27.9234 |
61
+ | 0.1148 | 9.0 | 3042 | 0.2140 | 26.3746 | 13.2671 | 21.7004 | 25.0909 |
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+ | 0.1148 | 10.0 | 3380 | 0.2182 | 30.4390 | 13.4570 | 22.2407 | 27.9234 |
63
+ | 0.0996 | 11.0 | 3718 | 0.2235 | 28.9954 | 13.7629 | 21.8212 | 26.7486 |
64
+ | 0.0918 | 12.0 | 4056 | 0.2292 | 29.6633 | 13.5103 | 21.9731 | 27.1570 |
65
+ | 0.0918 | 13.0 | 4394 | 0.2344 | 32.1781 | 13.7632 | 22.8996 | 29.0738 |
66
+ | 0.0783 | 14.0 | 4732 | 0.2369 | 27.9019 | 13.5715 | 21.1971 | 25.6530 |
67
+ | 0.0697 | 15.0 | 5070 | 0.2448 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
68
+ | 0.0697 | 16.0 | 5408 | 0.2478 | 32.2060 | 13.7632 | 22.8806 | 29.0774 |
69
+ | 0.0617 | 17.0 | 5746 | 0.2511 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
70
+ | 0.0547 | 18.0 | 6084 | 0.2562 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
71
+ | 0.0547 | 19.0 | 6422 | 0.2614 | 31.7077 | 14.1430 | 23.3427 | 29.2428 |
72
+ | 0.0486 | 20.0 | 6760 | 0.2619 | 30.3691 | 13.6839 | 22.1309 | 27.5877 |
73
+ | 0.0431 | 21.0 | 7098 | 0.2666 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
74
+ | 0.0431 | 22.0 | 7436 | 0.2661 | 32.1647 | 13.7632 | 22.8606 | 29.0573 |
75
+ | 0.0398 | 23.0 | 7774 | 0.2710 | 28.3033 | 13.7723 | 21.5098 | 26.0225 |
76
+ | 0.0356 | 24.0 | 8112 | 0.2743 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
77
+ | 0.0356 | 25.0 | 8450 | 0.2729 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
78
+ | 0.033 | 26.0 | 8788 | 0.2761 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
79
+ | 0.03 | 27.0 | 9126 | 0.2782 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
80
+ | 0.03 | 28.0 | 9464 | 0.2821 | 27.7803 | 13.2224 | 20.9152 | 25.2690 |
81
+ | 0.0274 | 29.0 | 9802 | 0.2840 | 27.7800 | 13.4113 | 20.6604 | 25.5476 |
82
+ | 0.0257 | 30.0 | 10140 | 0.2855 | 30.2852 | 13.6008 | 22.0867 | 27.5376 |
83
+ | 0.0257 | 31.0 | 10478 | 0.2878 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
84
+ | 0.0238 | 32.0 | 10816 | 0.2888 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
85
+ | 0.0219 | 33.0 | 11154 | 0.2872 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
86
+ | 0.0219 | 34.0 | 11492 | 0.2905 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
87
+ | 0.0211 | 35.0 | 11830 | 0.2926 | 30.2097 | 13.6132 | 22.0455 | 27.4601 |
88
+ | 0.0192 | 36.0 | 12168 | 0.2961 | 26.7582 | 13.4935 | 20.6488 | 24.7462 |
89
+ | 0.0186 | 37.0 | 12506 | 0.2984 | 26.7089 | 12.7390 | 20.4116 | 24.8107 |
90
+ | 0.0186 | 38.0 | 12844 | 0.2955 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
91
+ | 0.0175 | 39.0 | 13182 | 0.2985 | 30.3545 | 13.8737 | 22.2152 | 27.6296 |
92
+ | 0.017 | 40.0 | 13520 | 0.3025 | 30.3545 | 13.8737 | 22.2152 | 27.6296 |
93
+ | 0.017 | 41.0 | 13858 | 0.3038 | 30.5505 | 13.0272 | 21.9910 | 27.6810 |
94
+ | 0.0158 | 42.0 | 14196 | 0.3042 | 30.3545 | 13.8737 | 22.2152 | 27.6296 |
95
+ | 0.0156 | 43.0 | 14534 | 0.3048 | 26.7070 | 13.5119 | 20.6281 | 24.6882 |
96
+ | 0.0156 | 44.0 | 14872 | 0.3061 | 30.3440 | 13.8737 | 22.1997 | 27.6126 |
97
+ | 0.0147 | 45.0 | 15210 | 0.3081 | 26.7070 | 13.5119 | 20.6281 | 24.6882 |
98
+ | 0.0141 | 46.0 | 15548 | 0.3133 | 26.7414 | 13.5119 | 20.6325 | 24.7363 |
99
+ | 0.0141 | 47.0 | 15886 | 0.3115 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
100
+ | 0.0135 | 48.0 | 16224 | 0.3131 | 26.5987 | 13.0206 | 20.4843 | 24.9550 |
101
+ | 0.0131 | 49.0 | 16562 | 0.3142 | 27.9816 | 13.6880 | 21.2917 | 25.7438 |
102
+ | 0.0131 | 50.0 | 16900 | 0.3161 | 26.9511 | 13.3418 | 20.9442 | 25.0861 |
103
+ | 0.0128 | 51.0 | 17238 | 0.3157 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
104
+ | 0.0123 | 52.0 | 17576 | 0.3169 | 26.4482 | 12.8554 | 19.8262 | 23.8895 |
105
+ | 0.0123 | 53.0 | 17914 | 0.3162 | 27.4677 | 13.5119 | 21.0011 | 25.2709 |
106
+ | 0.0121 | 54.0 | 18252 | 0.3192 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
107
+ | 0.012 | 55.0 | 18590 | 0.3192 | 27.4743 | 13.5029 | 21.0202 | 25.2768 |
108
+ | 0.012 | 56.0 | 18928 | 0.3217 | 28.7538 | 13.6889 | 21.2448 | 26.2972 |
109
+ | 0.0116 | 57.0 | 19266 | 0.3221 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
110
+ | 0.0112 | 58.0 | 19604 | 0.3214 | 27.4677 | 13.5119 | 21.0011 | 25.2709 |
111
+ | 0.0112 | 59.0 | 19942 | 0.3256 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
112
+ | 0.011 | 60.0 | 20280 | 0.3246 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
113
+ | 0.0107 | 61.0 | 20618 | 0.3269 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
114
+ | 0.0107 | 62.0 | 20956 | 0.3262 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
115
+ | 0.0107 | 63.0 | 21294 | 0.3262 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
116
+ | 0.0104 | 64.0 | 21632 | 0.3313 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
117
+ | 0.0104 | 65.0 | 21970 | 0.3301 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
118
+ | 0.0102 | 66.0 | 22308 | 0.3334 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
119
+ | 0.01 | 67.0 | 22646 | 0.3307 | 27.1356 | 13.1167 | 20.9787 | 24.9210 |
120
+ | 0.01 | 68.0 | 22984 | 0.3351 | 26.4482 | 12.8554 | 19.8262 | 23.8895 |
121
+ | 0.0101 | 69.0 | 23322 | 0.3334 | 28.2990 | 13.2942 | 20.5684 | 25.5223 |
122
+ | 0.0098 | 70.0 | 23660 | 0.3337 | 27.4743 | 13.5029 | 21.0202 | 25.2768 |
123
+ | 0.0098 | 71.0 | 23998 | 0.3320 | 26.5357 | 12.9745 | 20.4634 | 24.8632 |
124
+ | 0.0097 | 72.0 | 24336 | 0.3371 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
125
+ | 0.0094 | 73.0 | 24674 | 0.3365 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
126
+ | 0.0096 | 74.0 | 25012 | 0.3334 | 27.4677 | 13.5119 | 21.0011 | 25.2709 |
127
+ | 0.0096 | 75.0 | 25350 | 0.3401 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
128
+ | 0.0094 | 76.0 | 25688 | 0.3369 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
129
+ | 0.0092 | 77.0 | 26026 | 0.3379 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
130
+ | 0.0092 | 78.0 | 26364 | 0.3402 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
131
+ | 0.0091 | 79.0 | 26702 | 0.3394 | 29.8901 | 13.3237 | 21.5272 | 26.8283 |
132
+ | 0.0091 | 80.0 | 27040 | 0.3381 | 20.8422 | 11.5482 | 18.3383 | 20.0148 |
133
+ | 0.0091 | 81.0 | 27378 | 0.3375 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
134
+ | 0.009 | 82.0 | 27716 | 0.3382 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
135
+ | 0.0088 | 83.0 | 28054 | 0.3393 | 27.4677 | 13.5119 | 21.0011 | 25.2709 |
136
+ | 0.0088 | 84.0 | 28392 | 0.3412 | 27.2358 | 13.8221 | 21.2686 | 25.1893 |
137
+ | 0.0087 | 85.0 | 28730 | 0.3473 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
138
+ | 0.0088 | 86.0 | 29068 | 0.3433 | 28.2902 | 13.2884 | 20.5599 | 25.5133 |
139
+ | 0.0088 | 87.0 | 29406 | 0.3433 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
140
+ | 0.0086 | 88.0 | 29744 | 0.3430 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
141
+ | 0.0086 | 89.0 | 30082 | 0.3465 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
142
+ | 0.0086 | 90.0 | 30420 | 0.3444 | 26.4611 | 12.8498 | 19.8370 | 23.8945 |
143
+ | 0.0085 | 91.0 | 30758 | 0.3480 | 26.4243 | 12.8644 | 19.8396 | 23.8598 |
144
+ | 0.0085 | 92.0 | 31096 | 0.3462 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
145
+ | 0.0085 | 93.0 | 31434 | 0.3458 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
146
+ | 0.0084 | 94.0 | 31772 | 0.3433 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
147
+ | 0.0084 | 95.0 | 32110 | 0.3468 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
148
+ | 0.0084 | 96.0 | 32448 | 0.3453 | 19.7830 | 7.7026 | 16.7373 | 18.8332 |
149
+ | 0.0083 | 97.0 | 32786 | 0.3499 | 21.9400 | 11.8071 | 19.0004 | 20.7038 |
150
+ | 0.0082 | 98.0 | 33124 | 0.3509 | 28.9561 | 13.0484 | 21.4552 | 26.5578 |
151
+ | 0.0082 | 99.0 | 33462 | 0.3493 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
152
+ | 0.0082 | 100.0 | 33800 | 0.3505 | 27.1066 | 13.1324 | 20.9784 | 24.8951 |
153
+ | 0.0082 | 101.0 | 34138 | 0.3482 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
154
+ | 0.0082 | 102.0 | 34476 | 0.3497 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
155
+ | 0.0082 | 103.0 | 34814 | 0.3517 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
156
+ | 0.0081 | 104.0 | 35152 | 0.3529 | 30.3100 | 13.6441 | 22.1010 | 27.5391 |
157
+ | 0.0081 | 105.0 | 35490 | 0.3490 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
158
+ | 0.0081 | 106.0 | 35828 | 0.3524 | 30.3282 | 13.6242 | 22.1001 | 27.5644 |
159
+ | 0.0079 | 107.0 | 36166 | 0.3514 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
160
+ | 0.0081 | 108.0 | 36504 | 0.3534 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
161
+ | 0.0081 | 109.0 | 36842 | 0.3518 | 28.3079 | 13.2884 | 20.5813 | 25.5310 |
162
+ | 0.0078 | 110.0 | 37180 | 0.3538 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
163
+ | 0.0079 | 111.0 | 37518 | 0.3567 | 27.2358 | 13.8221 | 21.2686 | 25.1893 |
164
+ | 0.0079 | 112.0 | 37856 | 0.3517 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
165
+ | 0.0078 | 113.0 | 38194 | 0.3542 | 27.2358 | 13.8221 | 21.2686 | 25.1893 |
166
+ | 0.0078 | 114.0 | 38532 | 0.3558 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
167
+ | 0.0078 | 115.0 | 38870 | 0.3571 | 28.3079 | 13.2884 | 20.5813 | 25.5310 |
168
+ | 0.0077 | 116.0 | 39208 | 0.3566 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
169
+ | 0.0077 | 117.0 | 39546 | 0.3590 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
170
+ | 0.0077 | 118.0 | 39884 | 0.3574 | 23.4456 | 12.1733 | 19.9307 | 22.2553 |
171
+ | 0.0076 | 119.0 | 40222 | 0.3563 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
172
+ | 0.0077 | 120.0 | 40560 | 0.3547 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
173
+ | 0.0077 | 121.0 | 40898 | 0.3590 | 26.4611 | 12.8498 | 19.8370 | 23.8945 |
174
+ | 0.0076 | 122.0 | 41236 | 0.3559 | 22.1818 | 12.0059 | 19.2020 | 20.9696 |
175
+ | 0.0076 | 123.0 | 41574 | 0.3529 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
176
+ | 0.0076 | 124.0 | 41912 | 0.3566 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
177
+ | 0.0076 | 125.0 | 42250 | 0.3586 | 26.4243 | 12.8644 | 19.8396 | 23.8598 |
178
+ | 0.0076 | 126.0 | 42588 | 0.3562 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
179
+ | 0.0076 | 127.0 | 42926 | 0.3594 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
180
+ | 0.0075 | 128.0 | 43264 | 0.3575 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
181
+ | 0.0075 | 129.0 | 43602 | 0.3536 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
182
+ | 0.0075 | 130.0 | 43940 | 0.3566 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
183
+ | 0.0074 | 131.0 | 44278 | 0.3591 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
184
+ | 0.0075 | 132.0 | 44616 | 0.3576 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
185
+ | 0.0075 | 133.0 | 44954 | 0.3573 | 26.4611 | 12.8498 | 19.8370 | 23.8945 |
186
+ | 0.0075 | 134.0 | 45292 | 0.3580 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
187
+ | 0.0075 | 135.0 | 45630 | 0.3584 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
188
+ | 0.0075 | 136.0 | 45968 | 0.3584 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
189
+ | 0.0074 | 137.0 | 46306 | 0.3591 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
190
+ | 0.0074 | 138.0 | 46644 | 0.3604 | 28.3079 | 13.2884 | 20.5813 | 25.5310 |
191
+ | 0.0074 | 139.0 | 46982 | 0.3624 | 25.6025 | 13.3836 | 19.9214 | 23.2847 |
192
+ | 0.0074 | 140.0 | 47320 | 0.3598 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
193
+ | 0.0073 | 141.0 | 47658 | 0.3604 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
194
+ | 0.0073 | 142.0 | 47996 | 0.3613 | 26.3898 | 12.8644 | 19.8160 | 23.8305 |
195
+ | 0.0074 | 143.0 | 48334 | 0.3614 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
196
+ | 0.0074 | 144.0 | 48672 | 0.3615 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
197
+ | 0.0073 | 145.0 | 49010 | 0.3608 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
198
+ | 0.0073 | 146.0 | 49348 | 0.3616 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
199
+ | 0.0072 | 147.0 | 49686 | 0.3652 | 28.9561 | 13.0484 | 21.4552 | 26.5578 |
200
+ | 0.0073 | 148.0 | 50024 | 0.3632 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
201
+ | 0.0073 | 149.0 | 50362 | 0.3603 | 27.0875 | 13.1212 | 20.9683 | 24.8767 |
202
+ | 0.0073 | 150.0 | 50700 | 0.3608 | 26.3919 | 12.8457 | 19.8638 | 23.8486 |
203
+ | 0.0072 | 151.0 | 51038 | 0.3614 | 26.3919 | 12.8457 | 19.8638 | 23.8486 |
204
+ | 0.0072 | 152.0 | 51376 | 0.3624 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
205
+ | 0.0071 | 153.0 | 51714 | 0.3615 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
206
+ | 0.0071 | 154.0 | 52052 | 0.3636 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
207
+ | 0.0071 | 155.0 | 52390 | 0.3646 | 30.3482 | 13.6242 | 22.1001 | 27.5802 |
208
+ | 0.0072 | 156.0 | 52728 | 0.3656 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
209
+ | 0.0071 | 157.0 | 53066 | 0.3653 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
210
+ | 0.0071 | 158.0 | 53404 | 0.3644 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
211
+ | 0.0071 | 159.0 | 53742 | 0.3648 | 26.4611 | 12.8498 | 19.8370 | 23.8945 |
212
+ | 0.0071 | 160.0 | 54080 | 0.3616 | 28.2107 | 13.2942 | 20.5662 | 25.4111 |
213
+ | 0.0071 | 161.0 | 54418 | 0.3629 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
214
+ | 0.0071 | 162.0 | 54756 | 0.3647 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
215
+ | 0.007 | 163.0 | 55094 | 0.3636 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
216
+ | 0.007 | 164.0 | 55432 | 0.3650 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
217
+ | 0.007 | 165.0 | 55770 | 0.3663 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
218
+ | 0.007 | 166.0 | 56108 | 0.3659 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
219
+ | 0.007 | 167.0 | 56446 | 0.3676 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
220
+ | 0.0069 | 168.0 | 56784 | 0.3659 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
221
+ | 0.0069 | 169.0 | 57122 | 0.3674 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
222
+ | 0.0069 | 170.0 | 57460 | 0.3662 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
223
+ | 0.007 | 171.0 | 57798 | 0.3651 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
224
+ | 0.007 | 172.0 | 58136 | 0.3670 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
225
+ | 0.007 | 173.0 | 58474 | 0.3666 | 26.4405 | 12.8498 | 19.8095 | 23.8804 |
226
+ | 0.007 | 174.0 | 58812 | 0.3684 | 26.5255 | 12.8696 | 19.9233 | 24.0077 |
227
+ | 0.0069 | 175.0 | 59150 | 0.3682 | 28.2902 | 13.2884 | 20.5599 | 25.5133 |
228
+ | 0.0069 | 176.0 | 59488 | 0.3681 | 28.3079 | 13.2884 | 20.5813 | 25.5310 |
229
+ | 0.0069 | 177.0 | 59826 | 0.3687 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
230
+ | 0.0069 | 178.0 | 60164 | 0.3691 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
231
+ | 0.0069 | 179.0 | 60502 | 0.3656 | 26.4008 | 12.8554 | 19.8262 | 23.8411 |
232
+ | 0.0069 | 180.0 | 60840 | 0.3664 | 28.2536 | 13.2942 | 20.5684 | 25.4770 |
233
+ | 0.0069 | 181.0 | 61178 | 0.3663 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
234
+ | 0.0069 | 182.0 | 61516 | 0.3667 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
235
+ | 0.0069 | 183.0 | 61854 | 0.3658 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
236
+ | 0.0069 | 184.0 | 62192 | 0.3671 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
237
+ | 0.0068 | 185.0 | 62530 | 0.3686 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
238
+ | 0.0068 | 186.0 | 62868 | 0.3670 | 28.2652 | 13.2942 | 20.5234 | 25.4470 |
239
+ | 0.0068 | 187.0 | 63206 | 0.3667 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
240
+ | 0.0068 | 188.0 | 63544 | 0.3669 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
241
+ | 0.0068 | 189.0 | 63882 | 0.3676 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
242
+ | 0.0067 | 190.0 | 64220 | 0.3675 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
243
+ | 0.0068 | 191.0 | 64558 | 0.3680 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
244
+ | 0.0068 | 192.0 | 64896 | 0.3681 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
245
+ | 0.007 | 193.0 | 65234 | 0.3675 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
246
+ | 0.0068 | 194.0 | 65572 | 0.3675 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
247
+ | 0.0068 | 195.0 | 65910 | 0.3674 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
248
+ | 0.0068 | 196.0 | 66248 | 0.3679 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
249
+ | 0.0068 | 197.0 | 66586 | 0.3678 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
250
+ | 0.0068 | 198.0 | 66924 | 0.3677 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
251
+ | 0.0067 | 199.0 | 67262 | 0.3678 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
252
+ | 0.0068 | 200.0 | 67600 | 0.3678 | 28.2558 | 13.2942 | 20.5646 | 25.4960 |
253
 
254
 
255
  ### Framework versions
model.safetensors CHANGED
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  size 1205925664
 
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