update model card README.md
Browse files
README.md
CHANGED
|
@@ -13,7 +13,7 @@ should probably proofread and complete it, then remove this comment. -->
|
|
| 13 |
|
| 14 |
This model is a fine-tuned version of [neulab/codebert-python](https://huggingface.co/neulab/codebert-python) on the None dataset.
|
| 15 |
It achieves the following results on the evaluation set:
|
| 16 |
-
- Loss: 0.
|
| 17 |
|
| 18 |
## Model description
|
| 19 |
|
|
@@ -44,16 +44,436 @@ The following hyperparameters were used during training:
|
|
| 44 |
|
| 45 |
| Training Loss | Epoch | Step | Validation Loss |
|
| 46 |
|:-------------:|:-----:|:----:|:---------------:|
|
| 47 |
-
|
|
| 48 |
-
|
|
| 49 |
-
|
|
| 50 |
-
|
|
| 51 |
-
|
|
| 52 |
-
|
|
| 53 |
-
|
|
| 54 |
-
|
|
| 55 |
-
|
|
| 56 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 57 |
|
| 58 |
|
| 59 |
### Framework versions
|
|
|
|
| 13 |
|
| 14 |
This model is a fine-tuned version of [neulab/codebert-python](https://huggingface.co/neulab/codebert-python) on the None dataset.
|
| 15 |
It achieves the following results on the evaluation set:
|
| 16 |
+
- Loss: 0.0122
|
| 17 |
|
| 18 |
## Model description
|
| 19 |
|
|
|
|
| 44 |
|
| 45 |
| Training Loss | Epoch | Step | Validation Loss |
|
| 46 |
|:-------------:|:-----:|:----:|:---------------:|
|
| 47 |
+
| 17.6391 | 0.02 | 1 | 18.8468 |
|
| 48 |
+
| 17.4624 | 0.05 | 2 | 16.8714 |
|
| 49 |
+
| 16.0325 | 0.07 | 3 | 14.7237 |
|
| 50 |
+
| 13.9159 | 0.09 | 4 | 12.3306 |
|
| 51 |
+
| 10.0481 | 0.12 | 5 | 9.8566 |
|
| 52 |
+
| 9.809 | 0.14 | 6 | 7.6512 |
|
| 53 |
+
| 7.2165 | 0.16 | 7 | 6.0915 |
|
| 54 |
+
| 5.712 | 0.19 | 8 | 5.3033 |
|
| 55 |
+
| 5.4211 | 0.21 | 9 | 5.0586 |
|
| 56 |
+
| 4.8932 | 0.23 | 10 | 5.0131 |
|
| 57 |
+
| 5.066 | 0.26 | 11 | 4.9536 |
|
| 58 |
+
| 4.9451 | 0.28 | 12 | 4.8411 |
|
| 59 |
+
| 5.0093 | 0.3 | 13 | 4.6795 |
|
| 60 |
+
| 4.6068 | 0.33 | 14 | 4.4849 |
|
| 61 |
+
| 4.3224 | 0.35 | 15 | 4.2770 |
|
| 62 |
+
| 3.9837 | 0.37 | 16 | 4.0797 |
|
| 63 |
+
| 4.1976 | 0.4 | 17 | 3.9111 |
|
| 64 |
+
| 4.128 | 0.42 | 18 | 3.7831 |
|
| 65 |
+
| 3.9352 | 0.44 | 19 | 3.6859 |
|
| 66 |
+
| 4.0264 | 0.47 | 20 | 3.6056 |
|
| 67 |
+
| 3.8478 | 0.49 | 21 | 3.5358 |
|
| 68 |
+
| 3.6362 | 0.51 | 22 | 3.4453 |
|
| 69 |
+
| 3.3028 | 0.53 | 23 | 3.3264 |
|
| 70 |
+
| 3.1371 | 0.56 | 24 | 3.2070 |
|
| 71 |
+
| 3.3148 | 0.58 | 25 | 3.0813 |
|
| 72 |
+
| 3.2673 | 0.6 | 26 | 2.9608 |
|
| 73 |
+
| 3.0928 | 0.63 | 27 | 2.8464 |
|
| 74 |
+
| 2.8426 | 0.65 | 28 | 2.7360 |
|
| 75 |
+
| 2.719 | 0.67 | 29 | 2.6269 |
|
| 76 |
+
| 2.9311 | 0.7 | 30 | 2.5197 |
|
| 77 |
+
| 2.7809 | 0.72 | 31 | 2.4133 |
|
| 78 |
+
| 2.5529 | 0.74 | 32 | 2.3118 |
|
| 79 |
+
| 2.3033 | 0.77 | 33 | 2.2164 |
|
| 80 |
+
| 2.3882 | 0.79 | 34 | 2.1272 |
|
| 81 |
+
| 2.4683 | 0.81 | 35 | 2.0446 |
|
| 82 |
+
| 2.4469 | 0.84 | 36 | 1.9679 |
|
| 83 |
+
| 2.2185 | 0.86 | 37 | 1.8938 |
|
| 84 |
+
| 2.2096 | 0.88 | 38 | 1.8196 |
|
| 85 |
+
| 2.2544 | 0.91 | 39 | 1.7513 |
|
| 86 |
+
| 1.9036 | 0.93 | 40 | 1.6817 |
|
| 87 |
+
| 1.983 | 0.95 | 41 | 1.6117 |
|
| 88 |
+
| 1.6973 | 0.98 | 42 | 1.5473 |
|
| 89 |
+
| 1.7622 | 1.0 | 43 | 1.4910 |
|
| 90 |
+
| 1.8068 | 1.02 | 44 | 1.4393 |
|
| 91 |
+
| 1.6332 | 1.05 | 45 | 1.3937 |
|
| 92 |
+
| 1.5962 | 1.07 | 46 | 1.3504 |
|
| 93 |
+
| 1.5566 | 1.09 | 47 | 1.3093 |
|
| 94 |
+
| 1.467 | 1.12 | 48 | 1.2705 |
|
| 95 |
+
| 1.5833 | 1.14 | 49 | 1.2302 |
|
| 96 |
+
| 1.462 | 1.16 | 50 | 1.1902 |
|
| 97 |
+
| 1.6844 | 1.19 | 51 | 1.1489 |
|
| 98 |
+
| 1.4811 | 1.21 | 52 | 1.1072 |
|
| 99 |
+
| 1.132 | 1.23 | 53 | 1.0670 |
|
| 100 |
+
| 1.3929 | 1.26 | 54 | 1.0320 |
|
| 101 |
+
| 1.3733 | 1.28 | 55 | 1.0005 |
|
| 102 |
+
| 1.3173 | 1.3 | 56 | 0.9679 |
|
| 103 |
+
| 0.9966 | 1.33 | 57 | 0.9359 |
|
| 104 |
+
| 1.3424 | 1.35 | 58 | 0.9031 |
|
| 105 |
+
| 1.0773 | 1.37 | 59 | 0.8694 |
|
| 106 |
+
| 1.0527 | 1.4 | 60 | 0.8364 |
|
| 107 |
+
| 1.139 | 1.42 | 61 | 0.8032 |
|
| 108 |
+
| 1.1167 | 1.44 | 62 | 0.7734 |
|
| 109 |
+
| 0.7685 | 1.47 | 63 | 0.7460 |
|
| 110 |
+
| 1.011 | 1.49 | 64 | 0.7211 |
|
| 111 |
+
| 0.9925 | 1.51 | 65 | 0.6949 |
|
| 112 |
+
| 1.1036 | 1.53 | 66 | 0.6706 |
|
| 113 |
+
| 0.9265 | 1.56 | 67 | 0.6462 |
|
| 114 |
+
| 0.8027 | 1.58 | 68 | 0.6212 |
|
| 115 |
+
| 0.8847 | 1.6 | 69 | 0.5986 |
|
| 116 |
+
| 0.8378 | 1.63 | 70 | 0.5767 |
|
| 117 |
+
| 0.9169 | 1.65 | 71 | 0.5578 |
|
| 118 |
+
| 0.937 | 1.67 | 72 | 0.5385 |
|
| 119 |
+
| 0.9755 | 1.7 | 73 | 0.5213 |
|
| 120 |
+
| 0.8666 | 1.72 | 74 | 0.5065 |
|
| 121 |
+
| 0.7972 | 1.74 | 75 | 0.4924 |
|
| 122 |
+
| 0.8839 | 1.77 | 76 | 0.4777 |
|
| 123 |
+
| 0.6774 | 1.79 | 77 | 0.4632 |
|
| 124 |
+
| 0.7032 | 1.81 | 78 | 0.4484 |
|
| 125 |
+
| 0.595 | 1.84 | 79 | 0.4343 |
|
| 126 |
+
| 0.733 | 1.86 | 80 | 0.4218 |
|
| 127 |
+
| 0.7852 | 1.88 | 81 | 0.4105 |
|
| 128 |
+
| 0.649 | 1.91 | 82 | 0.3998 |
|
| 129 |
+
| 0.729 | 1.93 | 83 | 0.3904 |
|
| 130 |
+
| 0.7798 | 1.95 | 84 | 0.3828 |
|
| 131 |
+
| 0.612 | 1.98 | 85 | 0.3756 |
|
| 132 |
+
| 0.7662 | 2.0 | 86 | 0.3690 |
|
| 133 |
+
| 0.5521 | 2.02 | 87 | 0.3612 |
|
| 134 |
+
| 0.5335 | 2.05 | 88 | 0.3528 |
|
| 135 |
+
| 0.603 | 2.07 | 89 | 0.3428 |
|
| 136 |
+
| 0.5893 | 2.09 | 90 | 0.3328 |
|
| 137 |
+
| 0.6001 | 2.12 | 91 | 0.3214 |
|
| 138 |
+
| 0.4813 | 2.14 | 92 | 0.3091 |
|
| 139 |
+
| 0.5835 | 2.16 | 93 | 0.2986 |
|
| 140 |
+
| 0.4238 | 2.19 | 94 | 0.2899 |
|
| 141 |
+
| 0.517 | 2.21 | 95 | 0.2826 |
|
| 142 |
+
| 0.3389 | 2.23 | 96 | 0.2771 |
|
| 143 |
+
| 0.5621 | 2.26 | 97 | 0.2719 |
|
| 144 |
+
| 0.5298 | 2.28 | 98 | 0.2676 |
|
| 145 |
+
| 0.5001 | 2.3 | 99 | 0.2636 |
|
| 146 |
+
| 0.6028 | 2.33 | 100 | 0.2598 |
|
| 147 |
+
| 0.4834 | 2.35 | 101 | 0.2560 |
|
| 148 |
+
| 0.3828 | 2.37 | 102 | 0.2513 |
|
| 149 |
+
| 0.3283 | 2.4 | 103 | 0.2453 |
|
| 150 |
+
| 0.362 | 2.42 | 104 | 0.2379 |
|
| 151 |
+
| 0.3924 | 2.44 | 105 | 0.2312 |
|
| 152 |
+
| 0.5881 | 2.47 | 106 | 0.2254 |
|
| 153 |
+
| 0.4036 | 2.49 | 107 | 0.2190 |
|
| 154 |
+
| 0.3797 | 2.51 | 108 | 0.2131 |
|
| 155 |
+
| 0.4023 | 2.53 | 109 | 0.2076 |
|
| 156 |
+
| 0.3779 | 2.56 | 110 | 0.2024 |
|
| 157 |
+
| 0.5212 | 2.58 | 111 | 0.1968 |
|
| 158 |
+
| 0.3527 | 2.6 | 112 | 0.1913 |
|
| 159 |
+
| 0.4868 | 2.63 | 113 | 0.1858 |
|
| 160 |
+
| 0.3335 | 2.65 | 114 | 0.1804 |
|
| 161 |
+
| 0.3045 | 2.67 | 115 | 0.1759 |
|
| 162 |
+
| 0.3618 | 2.7 | 116 | 0.1718 |
|
| 163 |
+
| 0.304 | 2.72 | 117 | 0.1682 |
|
| 164 |
+
| 0.3166 | 2.74 | 118 | 0.1647 |
|
| 165 |
+
| 0.3969 | 2.77 | 119 | 0.1615 |
|
| 166 |
+
| 0.2572 | 2.79 | 120 | 0.1594 |
|
| 167 |
+
| 0.3467 | 2.81 | 121 | 0.1569 |
|
| 168 |
+
| 0.3321 | 2.84 | 122 | 0.1546 |
|
| 169 |
+
| 0.33 | 2.86 | 123 | 0.1512 |
|
| 170 |
+
| 0.2282 | 2.88 | 124 | 0.1477 |
|
| 171 |
+
| 0.2623 | 2.91 | 125 | 0.1437 |
|
| 172 |
+
| 0.4284 | 2.93 | 126 | 0.1400 |
|
| 173 |
+
| 0.3089 | 2.95 | 127 | 0.1367 |
|
| 174 |
+
| 0.3058 | 2.98 | 128 | 0.1333 |
|
| 175 |
+
| 0.1779 | 3.0 | 129 | 0.1302 |
|
| 176 |
+
| 0.2915 | 3.02 | 130 | 0.1271 |
|
| 177 |
+
| 0.2477 | 3.05 | 131 | 0.1240 |
|
| 178 |
+
| 0.2636 | 3.07 | 132 | 0.1209 |
|
| 179 |
+
| 0.2607 | 3.09 | 133 | 0.1181 |
|
| 180 |
+
| 0.2009 | 3.12 | 134 | 0.1158 |
|
| 181 |
+
| 0.3641 | 3.14 | 135 | 0.1140 |
|
| 182 |
+
| 0.2024 | 3.16 | 136 | 0.1127 |
|
| 183 |
+
| 0.232 | 3.19 | 137 | 0.1112 |
|
| 184 |
+
| 0.3783 | 3.21 | 138 | 0.1096 |
|
| 185 |
+
| 0.2223 | 3.23 | 139 | 0.1083 |
|
| 186 |
+
| 0.1471 | 3.26 | 140 | 0.1071 |
|
| 187 |
+
| 0.2082 | 3.28 | 141 | 0.1057 |
|
| 188 |
+
| 0.1142 | 3.3 | 142 | 0.1047 |
|
| 189 |
+
| 0.1785 | 3.33 | 143 | 0.1032 |
|
| 190 |
+
| 0.1935 | 3.35 | 144 | 0.1013 |
|
| 191 |
+
| 0.2114 | 3.37 | 145 | 0.0994 |
|
| 192 |
+
| 0.1827 | 3.4 | 146 | 0.0977 |
|
| 193 |
+
| 0.2312 | 3.42 | 147 | 0.0960 |
|
| 194 |
+
| 0.2209 | 3.44 | 148 | 0.0943 |
|
| 195 |
+
| 0.4012 | 3.47 | 149 | 0.0930 |
|
| 196 |
+
| 0.2126 | 3.49 | 150 | 0.0914 |
|
| 197 |
+
| 0.1883 | 3.51 | 151 | 0.0897 |
|
| 198 |
+
| 0.2101 | 3.53 | 152 | 0.0883 |
|
| 199 |
+
| 0.2442 | 3.56 | 153 | 0.0868 |
|
| 200 |
+
| 0.1923 | 3.58 | 154 | 0.0852 |
|
| 201 |
+
| 0.2541 | 3.6 | 155 | 0.0838 |
|
| 202 |
+
| 0.2062 | 3.63 | 156 | 0.0823 |
|
| 203 |
+
| 0.2114 | 3.65 | 157 | 0.0807 |
|
| 204 |
+
| 0.1809 | 3.67 | 158 | 0.0792 |
|
| 205 |
+
| 0.2083 | 3.7 | 159 | 0.0777 |
|
| 206 |
+
| 0.2163 | 3.72 | 160 | 0.0764 |
|
| 207 |
+
| 0.1913 | 3.74 | 161 | 0.0753 |
|
| 208 |
+
| 0.2633 | 3.77 | 162 | 0.0744 |
|
| 209 |
+
| 0.3123 | 3.79 | 163 | 0.0736 |
|
| 210 |
+
| 0.1271 | 3.81 | 164 | 0.0729 |
|
| 211 |
+
| 0.2404 | 3.84 | 165 | 0.0722 |
|
| 212 |
+
| 0.1316 | 3.86 | 166 | 0.0714 |
|
| 213 |
+
| 0.2107 | 3.88 | 167 | 0.0710 |
|
| 214 |
+
| 0.2088 | 3.91 | 168 | 0.0703 |
|
| 215 |
+
| 0.1813 | 3.93 | 169 | 0.0697 |
|
| 216 |
+
| 0.2049 | 3.95 | 170 | 0.0690 |
|
| 217 |
+
| 0.2178 | 3.98 | 171 | 0.0685 |
|
| 218 |
+
| 0.3137 | 4.0 | 172 | 0.0677 |
|
| 219 |
+
| 0.1661 | 4.02 | 173 | 0.0668 |
|
| 220 |
+
| 0.0944 | 4.05 | 174 | 0.0658 |
|
| 221 |
+
| 0.2131 | 4.07 | 175 | 0.0649 |
|
| 222 |
+
| 0.1349 | 4.09 | 176 | 0.0638 |
|
| 223 |
+
| 0.2231 | 4.12 | 177 | 0.0627 |
|
| 224 |
+
| 0.2046 | 4.14 | 178 | 0.0618 |
|
| 225 |
+
| 0.1806 | 4.16 | 179 | 0.0609 |
|
| 226 |
+
| 0.1463 | 4.19 | 180 | 0.0601 |
|
| 227 |
+
| 0.1696 | 4.21 | 181 | 0.0593 |
|
| 228 |
+
| 0.1271 | 4.23 | 182 | 0.0584 |
|
| 229 |
+
| 0.132 | 4.26 | 183 | 0.0575 |
|
| 230 |
+
| 0.1295 | 4.28 | 184 | 0.0566 |
|
| 231 |
+
| 0.182 | 4.3 | 185 | 0.0557 |
|
| 232 |
+
| 0.1896 | 4.33 | 186 | 0.0548 |
|
| 233 |
+
| 0.1694 | 4.35 | 187 | 0.0540 |
|
| 234 |
+
| 0.2121 | 4.37 | 188 | 0.0534 |
|
| 235 |
+
| 0.1299 | 4.4 | 189 | 0.0530 |
|
| 236 |
+
| 0.1471 | 4.42 | 190 | 0.0523 |
|
| 237 |
+
| 0.0996 | 4.44 | 191 | 0.0518 |
|
| 238 |
+
| 0.2355 | 4.47 | 192 | 0.0514 |
|
| 239 |
+
| 0.1295 | 4.49 | 193 | 0.0511 |
|
| 240 |
+
| 0.1528 | 4.51 | 194 | 0.0508 |
|
| 241 |
+
| 0.1407 | 4.53 | 195 | 0.0506 |
|
| 242 |
+
| 0.1246 | 4.56 | 196 | 0.0502 |
|
| 243 |
+
| 0.1635 | 4.58 | 197 | 0.0497 |
|
| 244 |
+
| 0.1935 | 4.6 | 198 | 0.0492 |
|
| 245 |
+
| 0.1354 | 4.63 | 199 | 0.0485 |
|
| 246 |
+
| 0.1051 | 4.65 | 200 | 0.0477 |
|
| 247 |
+
| 0.0837 | 4.67 | 201 | 0.0468 |
|
| 248 |
+
| 0.1822 | 4.7 | 202 | 0.0459 |
|
| 249 |
+
| 0.127 | 4.72 | 203 | 0.0450 |
|
| 250 |
+
| 0.1133 | 4.74 | 204 | 0.0443 |
|
| 251 |
+
| 0.1641 | 4.77 | 205 | 0.0435 |
|
| 252 |
+
| 0.1318 | 4.79 | 206 | 0.0428 |
|
| 253 |
+
| 0.1544 | 4.81 | 207 | 0.0421 |
|
| 254 |
+
| 0.1003 | 4.84 | 208 | 0.0413 |
|
| 255 |
+
| 0.1205 | 4.86 | 209 | 0.0406 |
|
| 256 |
+
| 0.1348 | 4.88 | 210 | 0.0399 |
|
| 257 |
+
| 0.0895 | 4.91 | 211 | 0.0393 |
|
| 258 |
+
| 0.095 | 4.93 | 212 | 0.0388 |
|
| 259 |
+
| 0.138 | 4.95 | 213 | 0.0383 |
|
| 260 |
+
| 0.117 | 4.98 | 214 | 0.0378 |
|
| 261 |
+
| 0.0997 | 5.0 | 215 | 0.0374 |
|
| 262 |
+
| 0.0989 | 5.02 | 216 | 0.0372 |
|
| 263 |
+
| 0.0973 | 5.05 | 217 | 0.0370 |
|
| 264 |
+
| 0.0848 | 5.07 | 218 | 0.0370 |
|
| 265 |
+
| 0.1232 | 5.09 | 219 | 0.0370 |
|
| 266 |
+
| 0.1271 | 5.12 | 220 | 0.0370 |
|
| 267 |
+
| 0.1636 | 5.14 | 221 | 0.0369 |
|
| 268 |
+
| 0.0893 | 5.16 | 222 | 0.0367 |
|
| 269 |
+
| 0.125 | 5.19 | 223 | 0.0364 |
|
| 270 |
+
| 0.1305 | 5.21 | 224 | 0.0360 |
|
| 271 |
+
| 0.091 | 5.23 | 225 | 0.0356 |
|
| 272 |
+
| 0.1198 | 5.26 | 226 | 0.0352 |
|
| 273 |
+
| 0.074 | 5.28 | 227 | 0.0346 |
|
| 274 |
+
| 0.1208 | 5.3 | 228 | 0.0340 |
|
| 275 |
+
| 0.1737 | 5.33 | 229 | 0.0334 |
|
| 276 |
+
| 0.1277 | 5.35 | 230 | 0.0326 |
|
| 277 |
+
| 0.0811 | 5.37 | 231 | 0.0317 |
|
| 278 |
+
| 0.0726 | 5.4 | 232 | 0.0310 |
|
| 279 |
+
| 0.0803 | 5.42 | 233 | 0.0304 |
|
| 280 |
+
| 0.0793 | 5.44 | 234 | 0.0299 |
|
| 281 |
+
| 0.0595 | 5.47 | 235 | 0.0296 |
|
| 282 |
+
| 0.0915 | 5.49 | 236 | 0.0293 |
|
| 283 |
+
| 0.1049 | 5.51 | 237 | 0.0291 |
|
| 284 |
+
| 0.1088 | 5.53 | 238 | 0.0289 |
|
| 285 |
+
| 0.1269 | 5.56 | 239 | 0.0287 |
|
| 286 |
+
| 0.0589 | 5.58 | 240 | 0.0286 |
|
| 287 |
+
| 0.1118 | 5.6 | 241 | 0.0285 |
|
| 288 |
+
| 0.0834 | 5.63 | 242 | 0.0283 |
|
| 289 |
+
| 0.1003 | 5.65 | 243 | 0.0280 |
|
| 290 |
+
| 0.0704 | 5.67 | 244 | 0.0278 |
|
| 291 |
+
| 0.0892 | 5.7 | 245 | 0.0275 |
|
| 292 |
+
| 0.1004 | 5.72 | 246 | 0.0273 |
|
| 293 |
+
| 0.119 | 5.74 | 247 | 0.0272 |
|
| 294 |
+
| 0.1096 | 5.77 | 248 | 0.0270 |
|
| 295 |
+
| 0.1554 | 5.79 | 249 | 0.0269 |
|
| 296 |
+
| 0.0903 | 5.81 | 250 | 0.0267 |
|
| 297 |
+
| 0.0829 | 5.84 | 251 | 0.0266 |
|
| 298 |
+
| 0.1561 | 5.86 | 252 | 0.0265 |
|
| 299 |
+
| 0.0707 | 5.88 | 253 | 0.0264 |
|
| 300 |
+
| 0.1329 | 5.91 | 254 | 0.0262 |
|
| 301 |
+
| 0.104 | 5.93 | 255 | 0.0256 |
|
| 302 |
+
| 0.0873 | 5.95 | 256 | 0.0250 |
|
| 303 |
+
| 0.0954 | 5.98 | 257 | 0.0245 |
|
| 304 |
+
| 0.1387 | 6.0 | 258 | 0.0239 |
|
| 305 |
+
| 0.094 | 6.02 | 259 | 0.0234 |
|
| 306 |
+
| 0.0989 | 6.05 | 260 | 0.0231 |
|
| 307 |
+
| 0.1187 | 6.07 | 261 | 0.0228 |
|
| 308 |
+
| 0.1052 | 6.09 | 262 | 0.0226 |
|
| 309 |
+
| 0.0981 | 6.12 | 263 | 0.0225 |
|
| 310 |
+
| 0.0529 | 6.14 | 264 | 0.0225 |
|
| 311 |
+
| 0.0757 | 6.16 | 265 | 0.0225 |
|
| 312 |
+
| 0.0742 | 6.19 | 266 | 0.0224 |
|
| 313 |
+
| 0.0532 | 6.21 | 267 | 0.0223 |
|
| 314 |
+
| 0.0487 | 6.23 | 268 | 0.0223 |
|
| 315 |
+
| 0.0899 | 6.26 | 269 | 0.0222 |
|
| 316 |
+
| 0.0479 | 6.28 | 270 | 0.0222 |
|
| 317 |
+
| 0.1019 | 6.3 | 271 | 0.0221 |
|
| 318 |
+
| 0.0422 | 6.33 | 272 | 0.0218 |
|
| 319 |
+
| 0.0581 | 6.35 | 273 | 0.0216 |
|
| 320 |
+
| 0.0725 | 6.37 | 274 | 0.0214 |
|
| 321 |
+
| 0.0703 | 6.4 | 275 | 0.0211 |
|
| 322 |
+
| 0.0943 | 6.42 | 276 | 0.0209 |
|
| 323 |
+
| 0.0732 | 6.44 | 277 | 0.0207 |
|
| 324 |
+
| 0.072 | 6.47 | 278 | 0.0204 |
|
| 325 |
+
| 0.064 | 6.49 | 279 | 0.0201 |
|
| 326 |
+
| 0.0433 | 6.51 | 280 | 0.0199 |
|
| 327 |
+
| 0.0705 | 6.53 | 281 | 0.0197 |
|
| 328 |
+
| 0.0928 | 6.56 | 282 | 0.0195 |
|
| 329 |
+
| 0.067 | 6.58 | 283 | 0.0194 |
|
| 330 |
+
| 0.0527 | 6.6 | 284 | 0.0192 |
|
| 331 |
+
| 0.0771 | 6.63 | 285 | 0.0190 |
|
| 332 |
+
| 0.0934 | 6.65 | 286 | 0.0189 |
|
| 333 |
+
| 0.0687 | 6.67 | 287 | 0.0188 |
|
| 334 |
+
| 0.0915 | 6.7 | 288 | 0.0186 |
|
| 335 |
+
| 0.0729 | 6.72 | 289 | 0.0186 |
|
| 336 |
+
| 0.0966 | 6.74 | 290 | 0.0185 |
|
| 337 |
+
| 0.1624 | 6.77 | 291 | 0.0184 |
|
| 338 |
+
| 0.0735 | 6.79 | 292 | 0.0183 |
|
| 339 |
+
| 0.0664 | 6.81 | 293 | 0.0183 |
|
| 340 |
+
| 0.0718 | 6.84 | 294 | 0.0181 |
|
| 341 |
+
| 0.0455 | 6.86 | 295 | 0.0179 |
|
| 342 |
+
| 0.1095 | 6.88 | 296 | 0.0177 |
|
| 343 |
+
| 0.062 | 6.91 | 297 | 0.0176 |
|
| 344 |
+
| 0.0753 | 6.93 | 298 | 0.0174 |
|
| 345 |
+
| 0.0967 | 6.95 | 299 | 0.0172 |
|
| 346 |
+
| 0.0988 | 6.98 | 300 | 0.0171 |
|
| 347 |
+
| 0.0919 | 7.0 | 301 | 0.0169 |
|
| 348 |
+
| 0.0554 | 7.02 | 302 | 0.0167 |
|
| 349 |
+
| 0.0858 | 7.05 | 303 | 0.0166 |
|
| 350 |
+
| 0.092 | 7.07 | 304 | 0.0165 |
|
| 351 |
+
| 0.0299 | 7.09 | 305 | 0.0164 |
|
| 352 |
+
| 0.0933 | 7.12 | 306 | 0.0163 |
|
| 353 |
+
| 0.0764 | 7.14 | 307 | 0.0162 |
|
| 354 |
+
| 0.0657 | 7.16 | 308 | 0.0161 |
|
| 355 |
+
| 0.0563 | 7.19 | 309 | 0.0159 |
|
| 356 |
+
| 0.0893 | 7.21 | 310 | 0.0158 |
|
| 357 |
+
| 0.0988 | 7.23 | 311 | 0.0157 |
|
| 358 |
+
| 0.0574 | 7.26 | 312 | 0.0156 |
|
| 359 |
+
| 0.1329 | 7.28 | 313 | 0.0155 |
|
| 360 |
+
| 0.0853 | 7.3 | 314 | 0.0153 |
|
| 361 |
+
| 0.0585 | 7.33 | 315 | 0.0152 |
|
| 362 |
+
| 0.0747 | 7.35 | 316 | 0.0151 |
|
| 363 |
+
| 0.0494 | 7.37 | 317 | 0.0150 |
|
| 364 |
+
| 0.0368 | 7.4 | 318 | 0.0149 |
|
| 365 |
+
| 0.0907 | 7.42 | 319 | 0.0149 |
|
| 366 |
+
| 0.0698 | 7.44 | 320 | 0.0148 |
|
| 367 |
+
| 0.0571 | 7.47 | 321 | 0.0148 |
|
| 368 |
+
| 0.0456 | 7.49 | 322 | 0.0147 |
|
| 369 |
+
| 0.0492 | 7.51 | 323 | 0.0147 |
|
| 370 |
+
| 0.0686 | 7.53 | 324 | 0.0146 |
|
| 371 |
+
| 0.067 | 7.56 | 325 | 0.0145 |
|
| 372 |
+
| 0.0548 | 7.58 | 326 | 0.0144 |
|
| 373 |
+
| 0.0415 | 7.6 | 327 | 0.0143 |
|
| 374 |
+
| 0.0816 | 7.63 | 328 | 0.0143 |
|
| 375 |
+
| 0.0529 | 7.65 | 329 | 0.0142 |
|
| 376 |
+
| 0.0818 | 7.67 | 330 | 0.0142 |
|
| 377 |
+
| 0.0594 | 7.7 | 331 | 0.0142 |
|
| 378 |
+
| 0.0387 | 7.72 | 332 | 0.0141 |
|
| 379 |
+
| 0.0561 | 7.74 | 333 | 0.0141 |
|
| 380 |
+
| 0.0875 | 7.77 | 334 | 0.0140 |
|
| 381 |
+
| 0.0534 | 7.79 | 335 | 0.0140 |
|
| 382 |
+
| 0.052 | 7.81 | 336 | 0.0140 |
|
| 383 |
+
| 0.0894 | 7.84 | 337 | 0.0140 |
|
| 384 |
+
| 0.0384 | 7.86 | 338 | 0.0139 |
|
| 385 |
+
| 0.0353 | 7.88 | 339 | 0.0139 |
|
| 386 |
+
| 0.0843 | 7.91 | 340 | 0.0138 |
|
| 387 |
+
| 0.059 | 7.93 | 341 | 0.0138 |
|
| 388 |
+
| 0.0538 | 7.95 | 342 | 0.0138 |
|
| 389 |
+
| 0.0637 | 7.98 | 343 | 0.0137 |
|
| 390 |
+
| 0.0492 | 8.0 | 344 | 0.0137 |
|
| 391 |
+
| 0.0424 | 8.02 | 345 | 0.0137 |
|
| 392 |
+
| 0.0416 | 8.05 | 346 | 0.0136 |
|
| 393 |
+
| 0.0608 | 8.07 | 347 | 0.0135 |
|
| 394 |
+
| 0.0158 | 8.09 | 348 | 0.0135 |
|
| 395 |
+
| 0.0551 | 8.12 | 349 | 0.0134 |
|
| 396 |
+
| 0.0954 | 8.14 | 350 | 0.0134 |
|
| 397 |
+
| 0.0327 | 8.16 | 351 | 0.0133 |
|
| 398 |
+
| 0.0329 | 8.19 | 352 | 0.0133 |
|
| 399 |
+
| 0.0604 | 8.21 | 353 | 0.0133 |
|
| 400 |
+
| 0.0565 | 8.23 | 354 | 0.0133 |
|
| 401 |
+
| 0.0677 | 8.26 | 355 | 0.0133 |
|
| 402 |
+
| 0.0483 | 8.28 | 356 | 0.0133 |
|
| 403 |
+
| 0.0576 | 8.3 | 357 | 0.0133 |
|
| 404 |
+
| 0.0515 | 8.33 | 358 | 0.0132 |
|
| 405 |
+
| 0.0381 | 8.35 | 359 | 0.0132 |
|
| 406 |
+
| 0.0436 | 8.37 | 360 | 0.0132 |
|
| 407 |
+
| 0.0695 | 8.4 | 361 | 0.0132 |
|
| 408 |
+
| 0.0564 | 8.42 | 362 | 0.0132 |
|
| 409 |
+
| 0.0784 | 8.44 | 363 | 0.0132 |
|
| 410 |
+
| 0.0582 | 8.47 | 364 | 0.0132 |
|
| 411 |
+
| 0.0476 | 8.49 | 365 | 0.0132 |
|
| 412 |
+
| 0.1157 | 8.51 | 366 | 0.0131 |
|
| 413 |
+
| 0.0603 | 8.53 | 367 | 0.0131 |
|
| 414 |
+
| 0.05 | 8.56 | 368 | 0.0131 |
|
| 415 |
+
| 0.0428 | 8.58 | 369 | 0.0130 |
|
| 416 |
+
| 0.0283 | 8.6 | 370 | 0.0130 |
|
| 417 |
+
| 0.0726 | 8.63 | 371 | 0.0129 |
|
| 418 |
+
| 0.0681 | 8.65 | 372 | 0.0129 |
|
| 419 |
+
| 0.0753 | 8.67 | 373 | 0.0128 |
|
| 420 |
+
| 0.0813 | 8.7 | 374 | 0.0127 |
|
| 421 |
+
| 0.0592 | 8.72 | 375 | 0.0127 |
|
| 422 |
+
| 0.0602 | 8.74 | 376 | 0.0127 |
|
| 423 |
+
| 0.0552 | 8.77 | 377 | 0.0127 |
|
| 424 |
+
| 0.0547 | 8.79 | 378 | 0.0126 |
|
| 425 |
+
| 0.0777 | 8.81 | 379 | 0.0126 |
|
| 426 |
+
| 0.0719 | 8.84 | 380 | 0.0126 |
|
| 427 |
+
| 0.0641 | 8.86 | 381 | 0.0125 |
|
| 428 |
+
| 0.0326 | 8.88 | 382 | 0.0125 |
|
| 429 |
+
| 0.0431 | 8.91 | 383 | 0.0125 |
|
| 430 |
+
| 0.0813 | 8.93 | 384 | 0.0125 |
|
| 431 |
+
| 0.077 | 8.95 | 385 | 0.0125 |
|
| 432 |
+
| 0.1018 | 8.98 | 386 | 0.0125 |
|
| 433 |
+
| 0.0619 | 9.0 | 387 | 0.0125 |
|
| 434 |
+
| 0.0525 | 9.02 | 388 | 0.0125 |
|
| 435 |
+
| 0.0501 | 9.05 | 389 | 0.0125 |
|
| 436 |
+
| 0.057 | 9.07 | 390 | 0.0125 |
|
| 437 |
+
| 0.069 | 9.09 | 391 | 0.0125 |
|
| 438 |
+
| 0.0258 | 9.12 | 392 | 0.0125 |
|
| 439 |
+
| 0.0639 | 9.14 | 393 | 0.0125 |
|
| 440 |
+
| 0.0696 | 9.16 | 394 | 0.0125 |
|
| 441 |
+
| 0.0407 | 9.19 | 395 | 0.0125 |
|
| 442 |
+
| 0.0465 | 9.21 | 396 | 0.0124 |
|
| 443 |
+
| 0.084 | 9.23 | 397 | 0.0124 |
|
| 444 |
+
| 0.0483 | 9.26 | 398 | 0.0124 |
|
| 445 |
+
| 0.1181 | 9.28 | 399 | 0.0124 |
|
| 446 |
+
| 0.0383 | 9.3 | 400 | 0.0124 |
|
| 447 |
+
| 0.0574 | 9.33 | 401 | 0.0124 |
|
| 448 |
+
| 0.0475 | 9.35 | 402 | 0.0124 |
|
| 449 |
+
| 0.0549 | 9.37 | 403 | 0.0124 |
|
| 450 |
+
| 0.0594 | 9.4 | 404 | 0.0124 |
|
| 451 |
+
| 0.0428 | 9.42 | 405 | 0.0124 |
|
| 452 |
+
| 0.0825 | 9.44 | 406 | 0.0124 |
|
| 453 |
+
| 0.0617 | 9.47 | 407 | 0.0124 |
|
| 454 |
+
| 0.0584 | 9.49 | 408 | 0.0124 |
|
| 455 |
+
| 0.0579 | 9.51 | 409 | 0.0124 |
|
| 456 |
+
| 0.0521 | 9.53 | 410 | 0.0124 |
|
| 457 |
+
| 0.0703 | 9.56 | 411 | 0.0124 |
|
| 458 |
+
| 0.0279 | 9.58 | 412 | 0.0123 |
|
| 459 |
+
| 0.0469 | 9.6 | 413 | 0.0123 |
|
| 460 |
+
| 0.0492 | 9.63 | 414 | 0.0123 |
|
| 461 |
+
| 0.0308 | 9.65 | 415 | 0.0123 |
|
| 462 |
+
| 0.0342 | 9.67 | 416 | 0.0123 |
|
| 463 |
+
| 0.0486 | 9.7 | 417 | 0.0123 |
|
| 464 |
+
| 0.0284 | 9.72 | 418 | 0.0123 |
|
| 465 |
+
| 0.0325 | 9.74 | 419 | 0.0123 |
|
| 466 |
+
| 0.043 | 9.77 | 420 | 0.0123 |
|
| 467 |
+
| 0.0602 | 9.79 | 421 | 0.0123 |
|
| 468 |
+
| 0.0349 | 9.81 | 422 | 0.0122 |
|
| 469 |
+
| 0.0569 | 9.84 | 423 | 0.0122 |
|
| 470 |
+
| 0.0513 | 9.86 | 424 | 0.0122 |
|
| 471 |
+
| 0.0455 | 9.88 | 425 | 0.0122 |
|
| 472 |
+
| 0.0936 | 9.91 | 426 | 0.0122 |
|
| 473 |
+
| 0.0484 | 9.93 | 427 | 0.0122 |
|
| 474 |
+
| 0.0556 | 9.95 | 428 | 0.0122 |
|
| 475 |
+
| 0.0352 | 9.98 | 429 | 0.0122 |
|
| 476 |
+
| 0.0594 | 10.0 | 430 | 0.0122 |
|
| 477 |
|
| 478 |
|
| 479 |
### Framework versions
|