End of training
Browse files
README.md
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@@ -15,7 +15,7 @@ should probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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-
- Loss: 0.
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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-
- learning_rate:
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-
- train_batch_size:
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 10
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- total_train_batch_size:
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- num_epochs: 500
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@@ -49,506 +49,506 @@ The following hyperparameters were used during training:
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| No log | 1.0 | 1 |
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| No log | 2.0 | 2 |
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| No log | 3.0 | 3 |
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| No log | 4.0 | 4 |
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| No log | 5.0 | 5 |
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| No log | 6.0 | 6 |
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| No log | 7.0 | 7 |
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| No log | 8.0 | 8 |
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| No log | 9.0 | 9 |
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|
| 528 |
-
| 0.
|
| 529 |
-
| 0.
|
| 530 |
-
| 0.
|
| 531 |
-
| 0.
|
| 532 |
-
| 0.
|
| 533 |
-
| 0.
|
| 534 |
-
| 0.
|
| 535 |
-
| 0.
|
| 536 |
-
| 0.
|
| 537 |
-
| 0.
|
| 538 |
-
| 0.
|
| 539 |
-
| 0.
|
| 540 |
-
| 0.
|
| 541 |
-
| 0.
|
| 542 |
-
| 0.
|
| 543 |
-
| 0.
|
| 544 |
-
| 0.
|
| 545 |
-
| 0.
|
| 546 |
-
| 0.
|
| 547 |
-
| 0.
|
| 548 |
-
| 0.
|
| 549 |
-
| 0.
|
| 550 |
-
| 0.
|
| 551 |
-
| 0.
|
| 552 |
|
| 553 |
|
| 554 |
### Framework versions
|
|
|
|
| 15 |
|
| 16 |
This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on an unknown dataset.
|
| 17 |
It achieves the following results on the evaluation set:
|
| 18 |
+
- Loss: 0.0965
|
| 19 |
|
| 20 |
## Model description
|
| 21 |
|
|
|
|
| 34 |
### Training hyperparameters
|
| 35 |
|
| 36 |
The following hyperparameters were used during training:
|
| 37 |
+
- learning_rate: 0.0005
|
| 38 |
+
- train_batch_size: 1024
|
| 39 |
- eval_batch_size: 8
|
| 40 |
- seed: 42
|
| 41 |
- gradient_accumulation_steps: 10
|
| 42 |
+
- total_train_batch_size: 10240
|
| 43 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 44 |
- lr_scheduler_type: cosine
|
| 45 |
- num_epochs: 500
|
|
|
|
| 49 |
|
| 50 |
| Training Loss | Epoch | Step | Validation Loss |
|
| 51 |
|:-------------:|:-----:|:----:|:---------------:|
|
| 52 |
+
| No log | 1.0 | 1 | 9.5146 |
|
| 53 |
+
| No log | 2.0 | 2 | 9.1606 |
|
| 54 |
+
| No log | 3.0 | 3 | 8.9045 |
|
| 55 |
+
| No log | 4.0 | 4 | 8.7026 |
|
| 56 |
+
| No log | 5.0 | 5 | 8.5537 |
|
| 57 |
+
| No log | 6.0 | 6 | 8.4186 |
|
| 58 |
+
| No log | 7.0 | 7 | 8.3168 |
|
| 59 |
+
| No log | 8.0 | 8 | 8.2216 |
|
| 60 |
+
| No log | 9.0 | 9 | 8.1251 |
|
| 61 |
+
| 0.888 | 10.0 | 10 | 8.0236 |
|
| 62 |
+
| 0.888 | 11.0 | 11 | 7.9225 |
|
| 63 |
+
| 0.888 | 12.0 | 12 | 7.8303 |
|
| 64 |
+
| 0.888 | 13.0 | 13 | 7.7435 |
|
| 65 |
+
| 0.888 | 14.0 | 14 | 7.6554 |
|
| 66 |
+
| 0.888 | 15.0 | 15 | 7.5607 |
|
| 67 |
+
| 0.888 | 16.0 | 16 | 7.4767 |
|
| 68 |
+
| 0.888 | 17.0 | 17 | 7.3998 |
|
| 69 |
+
| 0.888 | 18.0 | 18 | 7.3059 |
|
| 70 |
+
| 0.888 | 19.0 | 19 | 7.2133 |
|
| 71 |
+
| 0.7655 | 20.0 | 20 | 7.1289 |
|
| 72 |
+
| 0.7655 | 21.0 | 21 | 7.0428 |
|
| 73 |
+
| 0.7655 | 22.0 | 22 | 6.9391 |
|
| 74 |
+
| 0.7655 | 23.0 | 23 | 6.8429 |
|
| 75 |
+
| 0.7655 | 24.0 | 24 | 6.7473 |
|
| 76 |
+
| 0.7655 | 25.0 | 25 | 6.6489 |
|
| 77 |
+
| 0.7655 | 26.0 | 26 | 6.5543 |
|
| 78 |
+
| 0.7655 | 27.0 | 27 | 6.4611 |
|
| 79 |
+
| 0.7655 | 28.0 | 28 | 6.3668 |
|
| 80 |
+
| 0.7655 | 29.0 | 29 | 6.2664 |
|
| 81 |
+
| 0.6743 | 30.0 | 30 | 6.1688 |
|
| 82 |
+
| 0.6743 | 31.0 | 31 | 6.0714 |
|
| 83 |
+
| 0.6743 | 32.0 | 32 | 5.9698 |
|
| 84 |
+
| 0.6743 | 33.0 | 33 | 5.8663 |
|
| 85 |
+
| 0.6743 | 34.0 | 34 | 5.7670 |
|
| 86 |
+
| 0.6743 | 35.0 | 35 | 5.6677 |
|
| 87 |
+
| 0.6743 | 36.0 | 36 | 5.5609 |
|
| 88 |
+
| 0.6743 | 37.0 | 37 | 5.4567 |
|
| 89 |
+
| 0.6743 | 38.0 | 38 | 5.3542 |
|
| 90 |
+
| 0.6743 | 39.0 | 39 | 5.2512 |
|
| 91 |
+
| 0.5757 | 40.0 | 40 | 5.1425 |
|
| 92 |
+
| 0.5757 | 41.0 | 41 | 5.0330 |
|
| 93 |
+
| 0.5757 | 42.0 | 42 | 4.9269 |
|
| 94 |
+
| 0.5757 | 43.0 | 43 | 4.8203 |
|
| 95 |
+
| 0.5757 | 44.0 | 44 | 4.7124 |
|
| 96 |
+
| 0.5757 | 45.0 | 45 | 4.6002 |
|
| 97 |
+
| 0.5757 | 46.0 | 46 | 4.4894 |
|
| 98 |
+
| 0.5757 | 47.0 | 47 | 4.3800 |
|
| 99 |
+
| 0.5757 | 48.0 | 48 | 4.2690 |
|
| 100 |
+
| 0.5757 | 49.0 | 49 | 4.1594 |
|
| 101 |
+
| 0.47 | 50.0 | 50 | 4.0509 |
|
| 102 |
+
| 0.47 | 51.0 | 51 | 3.9371 |
|
| 103 |
+
| 0.47 | 52.0 | 52 | 3.8215 |
|
| 104 |
+
| 0.47 | 53.0 | 53 | 3.7097 |
|
| 105 |
+
| 0.47 | 54.0 | 54 | 3.5985 |
|
| 106 |
+
| 0.47 | 55.0 | 55 | 3.4845 |
|
| 107 |
+
| 0.47 | 56.0 | 56 | 3.3760 |
|
| 108 |
+
| 0.47 | 57.0 | 57 | 3.2762 |
|
| 109 |
+
| 0.47 | 58.0 | 58 | 3.1647 |
|
| 110 |
+
| 0.47 | 59.0 | 59 | 3.0463 |
|
| 111 |
+
| 0.3592 | 60.0 | 60 | 2.9325 |
|
| 112 |
+
| 0.3592 | 61.0 | 61 | 2.8270 |
|
| 113 |
+
| 0.3592 | 62.0 | 62 | 2.7186 |
|
| 114 |
+
| 0.3592 | 63.0 | 63 | 2.6184 |
|
| 115 |
+
| 0.3592 | 64.0 | 64 | 2.5250 |
|
| 116 |
+
| 0.3592 | 65.0 | 65 | 2.4187 |
|
| 117 |
+
| 0.3592 | 66.0 | 66 | 2.3094 |
|
| 118 |
+
| 0.3592 | 67.0 | 67 | 2.2095 |
|
| 119 |
+
| 0.3592 | 68.0 | 68 | 2.1174 |
|
| 120 |
+
| 0.3592 | 69.0 | 69 | 2.0260 |
|
| 121 |
+
| 0.2519 | 70.0 | 70 | 1.9369 |
|
| 122 |
+
| 0.2519 | 71.0 | 71 | 1.8479 |
|
| 123 |
+
| 0.2519 | 72.0 | 72 | 1.7629 |
|
| 124 |
+
| 0.2519 | 73.0 | 73 | 1.6834 |
|
| 125 |
+
| 0.2519 | 74.0 | 74 | 1.6071 |
|
| 126 |
+
| 0.2519 | 75.0 | 75 | 1.5327 |
|
| 127 |
+
| 0.2519 | 76.0 | 76 | 1.4617 |
|
| 128 |
+
| 0.2519 | 77.0 | 77 | 1.3920 |
|
| 129 |
+
| 0.2519 | 78.0 | 78 | 1.3299 |
|
| 130 |
+
| 0.2519 | 79.0 | 79 | 1.2739 |
|
| 131 |
+
| 0.1623 | 80.0 | 80 | 1.2183 |
|
| 132 |
+
| 0.1623 | 81.0 | 81 | 1.1555 |
|
| 133 |
+
| 0.1623 | 82.0 | 82 | 1.1019 |
|
| 134 |
+
| 0.1623 | 83.0 | 83 | 1.0533 |
|
| 135 |
+
| 0.1623 | 84.0 | 84 | 1.0086 |
|
| 136 |
+
| 0.1623 | 85.0 | 85 | 0.9683 |
|
| 137 |
+
| 0.1623 | 86.0 | 86 | 0.9246 |
|
| 138 |
+
| 0.1623 | 87.0 | 87 | 0.8833 |
|
| 139 |
+
| 0.1623 | 88.0 | 88 | 0.8457 |
|
| 140 |
+
| 0.1623 | 89.0 | 89 | 0.8120 |
|
| 141 |
+
| 0.1031 | 90.0 | 90 | 0.7818 |
|
| 142 |
+
| 0.1031 | 91.0 | 91 | 0.7524 |
|
| 143 |
+
| 0.1031 | 92.0 | 92 | 0.7242 |
|
| 144 |
+
| 0.1031 | 93.0 | 93 | 0.6952 |
|
| 145 |
+
| 0.1031 | 94.0 | 94 | 0.6694 |
|
| 146 |
+
| 0.1031 | 95.0 | 95 | 0.6444 |
|
| 147 |
+
| 0.1031 | 96.0 | 96 | 0.6217 |
|
| 148 |
+
| 0.1031 | 97.0 | 97 | 0.6035 |
|
| 149 |
+
| 0.1031 | 98.0 | 98 | 0.5827 |
|
| 150 |
+
| 0.1031 | 99.0 | 99 | 0.5618 |
|
| 151 |
+
| 0.0689 | 100.0 | 100 | 0.5435 |
|
| 152 |
+
| 0.0689 | 101.0 | 101 | 0.5256 |
|
| 153 |
+
| 0.0689 | 102.0 | 102 | 0.5107 |
|
| 154 |
+
| 0.0689 | 103.0 | 103 | 0.4994 |
|
| 155 |
+
| 0.0689 | 104.0 | 104 | 0.4864 |
|
| 156 |
+
| 0.0689 | 105.0 | 105 | 0.4702 |
|
| 157 |
+
| 0.0689 | 106.0 | 106 | 0.4554 |
|
| 158 |
+
| 0.0689 | 107.0 | 107 | 0.4428 |
|
| 159 |
+
| 0.0689 | 108.0 | 108 | 0.4314 |
|
| 160 |
+
| 0.0689 | 109.0 | 109 | 0.4212 |
|
| 161 |
+
| 0.0501 | 110.0 | 110 | 0.4116 |
|
| 162 |
+
| 0.0501 | 111.0 | 111 | 0.4026 |
|
| 163 |
+
| 0.0501 | 112.0 | 112 | 0.3935 |
|
| 164 |
+
| 0.0501 | 113.0 | 113 | 0.3839 |
|
| 165 |
+
| 0.0501 | 114.0 | 114 | 0.3743 |
|
| 166 |
+
| 0.0501 | 115.0 | 115 | 0.3654 |
|
| 167 |
+
| 0.0501 | 116.0 | 116 | 0.3576 |
|
| 168 |
+
| 0.0501 | 117.0 | 117 | 0.3505 |
|
| 169 |
+
| 0.0501 | 118.0 | 118 | 0.3441 |
|
| 170 |
+
| 0.0501 | 119.0 | 119 | 0.3374 |
|
| 171 |
+
| 0.0388 | 120.0 | 120 | 0.3309 |
|
| 172 |
+
| 0.0388 | 121.0 | 121 | 0.3251 |
|
| 173 |
+
| 0.0388 | 122.0 | 122 | 0.3189 |
|
| 174 |
+
| 0.0388 | 123.0 | 123 | 0.3130 |
|
| 175 |
+
| 0.0388 | 124.0 | 124 | 0.3067 |
|
| 176 |
+
| 0.0388 | 125.0 | 125 | 0.3014 |
|
| 177 |
+
| 0.0388 | 126.0 | 126 | 0.2968 |
|
| 178 |
+
| 0.0388 | 127.0 | 127 | 0.2926 |
|
| 179 |
+
| 0.0388 | 128.0 | 128 | 0.2887 |
|
| 180 |
+
| 0.0388 | 129.0 | 129 | 0.2849 |
|
| 181 |
+
| 0.0319 | 130.0 | 130 | 0.2808 |
|
| 182 |
+
| 0.0319 | 131.0 | 131 | 0.2759 |
|
| 183 |
+
| 0.0319 | 132.0 | 132 | 0.2707 |
|
| 184 |
+
| 0.0319 | 133.0 | 133 | 0.2664 |
|
| 185 |
+
| 0.0319 | 134.0 | 134 | 0.2625 |
|
| 186 |
+
| 0.0319 | 135.0 | 135 | 0.2592 |
|
| 187 |
+
| 0.0319 | 136.0 | 136 | 0.2563 |
|
| 188 |
+
| 0.0319 | 137.0 | 137 | 0.2533 |
|
| 189 |
+
| 0.0319 | 138.0 | 138 | 0.2497 |
|
| 190 |
+
| 0.0319 | 139.0 | 139 | 0.2466 |
|
| 191 |
+
| 0.0274 | 140.0 | 140 | 0.2433 |
|
| 192 |
+
| 0.0274 | 141.0 | 141 | 0.2400 |
|
| 193 |
+
| 0.0274 | 142.0 | 142 | 0.2363 |
|
| 194 |
+
| 0.0274 | 143.0 | 143 | 0.2329 |
|
| 195 |
+
| 0.0274 | 144.0 | 144 | 0.2304 |
|
| 196 |
+
| 0.0274 | 145.0 | 145 | 0.2287 |
|
| 197 |
+
| 0.0274 | 146.0 | 146 | 0.2265 |
|
| 198 |
+
| 0.0274 | 147.0 | 147 | 0.2237 |
|
| 199 |
+
| 0.0274 | 148.0 | 148 | 0.2209 |
|
| 200 |
+
| 0.0274 | 149.0 | 149 | 0.2198 |
|
| 201 |
+
| 0.0242 | 150.0 | 150 | 0.2181 |
|
| 202 |
+
| 0.0242 | 151.0 | 151 | 0.2153 |
|
| 203 |
+
| 0.0242 | 152.0 | 152 | 0.2123 |
|
| 204 |
+
| 0.0242 | 153.0 | 153 | 0.2097 |
|
| 205 |
+
| 0.0242 | 154.0 | 154 | 0.2074 |
|
| 206 |
+
| 0.0242 | 155.0 | 155 | 0.2052 |
|
| 207 |
+
| 0.0242 | 156.0 | 156 | 0.2029 |
|
| 208 |
+
| 0.0242 | 157.0 | 157 | 0.2009 |
|
| 209 |
+
| 0.0242 | 158.0 | 158 | 0.1993 |
|
| 210 |
+
| 0.0242 | 159.0 | 159 | 0.1982 |
|
| 211 |
+
| 0.0218 | 160.0 | 160 | 0.1969 |
|
| 212 |
+
| 0.0218 | 161.0 | 161 | 0.1945 |
|
| 213 |
+
| 0.0218 | 162.0 | 162 | 0.1922 |
|
| 214 |
+
| 0.0218 | 163.0 | 163 | 0.1902 |
|
| 215 |
+
| 0.0218 | 164.0 | 164 | 0.1884 |
|
| 216 |
+
| 0.0218 | 165.0 | 165 | 0.1870 |
|
| 217 |
+
| 0.0218 | 166.0 | 166 | 0.1854 |
|
| 218 |
+
| 0.0218 | 167.0 | 167 | 0.1840 |
|
| 219 |
+
| 0.0218 | 168.0 | 168 | 0.1829 |
|
| 220 |
+
| 0.0218 | 169.0 | 169 | 0.1819 |
|
| 221 |
+
| 0.0198 | 170.0 | 170 | 0.1808 |
|
| 222 |
+
| 0.0198 | 171.0 | 171 | 0.1794 |
|
| 223 |
+
| 0.0198 | 172.0 | 172 | 0.1778 |
|
| 224 |
+
| 0.0198 | 173.0 | 173 | 0.1763 |
|
| 225 |
+
| 0.0198 | 174.0 | 174 | 0.1747 |
|
| 226 |
+
| 0.0198 | 175.0 | 175 | 0.1732 |
|
| 227 |
+
| 0.0198 | 176.0 | 176 | 0.1719 |
|
| 228 |
+
| 0.0198 | 177.0 | 177 | 0.1709 |
|
| 229 |
+
| 0.0198 | 178.0 | 178 | 0.1700 |
|
| 230 |
+
| 0.0198 | 179.0 | 179 | 0.1689 |
|
| 231 |
+
| 0.0184 | 180.0 | 180 | 0.1677 |
|
| 232 |
+
| 0.0184 | 181.0 | 181 | 0.1666 |
|
| 233 |
+
| 0.0184 | 182.0 | 182 | 0.1658 |
|
| 234 |
+
| 0.0184 | 183.0 | 183 | 0.1649 |
|
| 235 |
+
| 0.0184 | 184.0 | 184 | 0.1635 |
|
| 236 |
+
| 0.0184 | 185.0 | 185 | 0.1621 |
|
| 237 |
+
| 0.0184 | 186.0 | 186 | 0.1609 |
|
| 238 |
+
| 0.0184 | 187.0 | 187 | 0.1598 |
|
| 239 |
+
| 0.0184 | 188.0 | 188 | 0.1588 |
|
| 240 |
+
| 0.0184 | 189.0 | 189 | 0.1579 |
|
| 241 |
+
| 0.0168 | 190.0 | 190 | 0.1572 |
|
| 242 |
+
| 0.0168 | 191.0 | 191 | 0.1564 |
|
| 243 |
+
| 0.0168 | 192.0 | 192 | 0.1554 |
|
| 244 |
+
| 0.0168 | 193.0 | 193 | 0.1547 |
|
| 245 |
+
| 0.0168 | 194.0 | 194 | 0.1544 |
|
| 246 |
+
| 0.0168 | 195.0 | 195 | 0.1539 |
|
| 247 |
+
| 0.0168 | 196.0 | 196 | 0.1529 |
|
| 248 |
+
| 0.0168 | 197.0 | 197 | 0.1521 |
|
| 249 |
+
| 0.0168 | 198.0 | 198 | 0.1506 |
|
| 250 |
+
| 0.0168 | 199.0 | 199 | 0.1492 |
|
| 251 |
+
| 0.016 | 200.0 | 200 | 0.1482 |
|
| 252 |
+
| 0.016 | 201.0 | 201 | 0.1475 |
|
| 253 |
+
| 0.016 | 202.0 | 202 | 0.1470 |
|
| 254 |
+
| 0.016 | 203.0 | 203 | 0.1464 |
|
| 255 |
+
| 0.016 | 204.0 | 204 | 0.1455 |
|
| 256 |
+
| 0.016 | 205.0 | 205 | 0.1449 |
|
| 257 |
+
| 0.016 | 206.0 | 206 | 0.1445 |
|
| 258 |
+
| 0.016 | 207.0 | 207 | 0.1442 |
|
| 259 |
+
| 0.016 | 208.0 | 208 | 0.1434 |
|
| 260 |
+
| 0.016 | 209.0 | 209 | 0.1425 |
|
| 261 |
+
| 0.0151 | 210.0 | 210 | 0.1413 |
|
| 262 |
+
| 0.0151 | 211.0 | 211 | 0.1405 |
|
| 263 |
+
| 0.0151 | 212.0 | 212 | 0.1397 |
|
| 264 |
+
| 0.0151 | 213.0 | 213 | 0.1390 |
|
| 265 |
+
| 0.0151 | 214.0 | 214 | 0.1385 |
|
| 266 |
+
| 0.0151 | 215.0 | 215 | 0.1379 |
|
| 267 |
+
| 0.0151 | 216.0 | 216 | 0.1374 |
|
| 268 |
+
| 0.0151 | 217.0 | 217 | 0.1378 |
|
| 269 |
+
| 0.0151 | 218.0 | 218 | 0.1384 |
|
| 270 |
+
| 0.0151 | 219.0 | 219 | 0.1393 |
|
| 271 |
+
| 0.0145 | 220.0 | 220 | 0.1396 |
|
| 272 |
+
| 0.0145 | 221.0 | 221 | 0.1379 |
|
| 273 |
+
| 0.0145 | 222.0 | 222 | 0.1360 |
|
| 274 |
+
| 0.0145 | 223.0 | 223 | 0.1340 |
|
| 275 |
+
| 0.0145 | 224.0 | 224 | 0.1334 |
|
| 276 |
+
| 0.0145 | 225.0 | 225 | 0.1336 |
|
| 277 |
+
| 0.0145 | 226.0 | 226 | 0.1329 |
|
| 278 |
+
| 0.0145 | 227.0 | 227 | 0.1321 |
|
| 279 |
+
| 0.0145 | 228.0 | 228 | 0.1313 |
|
| 280 |
+
| 0.0145 | 229.0 | 229 | 0.1311 |
|
| 281 |
+
| 0.0141 | 230.0 | 230 | 0.1312 |
|
| 282 |
+
| 0.0141 | 231.0 | 231 | 0.1308 |
|
| 283 |
+
| 0.0141 | 232.0 | 232 | 0.1303 |
|
| 284 |
+
| 0.0141 | 233.0 | 233 | 0.1296 |
|
| 285 |
+
| 0.0141 | 234.0 | 234 | 0.1292 |
|
| 286 |
+
| 0.0141 | 235.0 | 235 | 0.1283 |
|
| 287 |
+
| 0.0141 | 236.0 | 236 | 0.1281 |
|
| 288 |
+
| 0.0141 | 237.0 | 237 | 0.1286 |
|
| 289 |
+
| 0.0141 | 238.0 | 238 | 0.1277 |
|
| 290 |
+
| 0.0141 | 239.0 | 239 | 0.1264 |
|
| 291 |
+
| 0.0133 | 240.0 | 240 | 0.1261 |
|
| 292 |
+
| 0.0133 | 241.0 | 241 | 0.1267 |
|
| 293 |
+
| 0.0133 | 242.0 | 242 | 0.1266 |
|
| 294 |
+
| 0.0133 | 243.0 | 243 | 0.1256 |
|
| 295 |
+
| 0.0133 | 244.0 | 244 | 0.1246 |
|
| 296 |
+
| 0.0133 | 245.0 | 245 | 0.1239 |
|
| 297 |
+
| 0.0133 | 246.0 | 246 | 0.1238 |
|
| 298 |
+
| 0.0133 | 247.0 | 247 | 0.1230 |
|
| 299 |
+
| 0.0133 | 248.0 | 248 | 0.1222 |
|
| 300 |
+
| 0.0133 | 249.0 | 249 | 0.1217 |
|
| 301 |
+
| 0.0131 | 250.0 | 250 | 0.1214 |
|
| 302 |
+
| 0.0131 | 251.0 | 251 | 0.1209 |
|
| 303 |
+
| 0.0131 | 252.0 | 252 | 0.1205 |
|
| 304 |
+
| 0.0131 | 253.0 | 253 | 0.1203 |
|
| 305 |
+
| 0.0131 | 254.0 | 254 | 0.1200 |
|
| 306 |
+
| 0.0131 | 255.0 | 255 | 0.1199 |
|
| 307 |
+
| 0.0131 | 256.0 | 256 | 0.1198 |
|
| 308 |
+
| 0.0131 | 257.0 | 257 | 0.1196 |
|
| 309 |
+
| 0.0131 | 258.0 | 258 | 0.1193 |
|
| 310 |
+
| 0.0131 | 259.0 | 259 | 0.1190 |
|
| 311 |
+
| 0.0123 | 260.0 | 260 | 0.1186 |
|
| 312 |
+
| 0.0123 | 261.0 | 261 | 0.1181 |
|
| 313 |
+
| 0.0123 | 262.0 | 262 | 0.1180 |
|
| 314 |
+
| 0.0123 | 263.0 | 263 | 0.1185 |
|
| 315 |
+
| 0.0123 | 264.0 | 264 | 0.1184 |
|
| 316 |
+
| 0.0123 | 265.0 | 265 | 0.1184 |
|
| 317 |
+
| 0.0123 | 266.0 | 266 | 0.1170 |
|
| 318 |
+
| 0.0123 | 267.0 | 267 | 0.1159 |
|
| 319 |
+
| 0.0123 | 268.0 | 268 | 0.1160 |
|
| 320 |
+
| 0.0123 | 269.0 | 269 | 0.1162 |
|
| 321 |
+
| 0.0124 | 270.0 | 270 | 0.1161 |
|
| 322 |
+
| 0.0124 | 271.0 | 271 | 0.1156 |
|
| 323 |
+
| 0.0124 | 272.0 | 272 | 0.1151 |
|
| 324 |
+
| 0.0124 | 273.0 | 273 | 0.1147 |
|
| 325 |
+
| 0.0124 | 274.0 | 274 | 0.1146 |
|
| 326 |
+
| 0.0124 | 275.0 | 275 | 0.1148 |
|
| 327 |
+
| 0.0124 | 276.0 | 276 | 0.1153 |
|
| 328 |
+
| 0.0124 | 277.0 | 277 | 0.1153 |
|
| 329 |
+
| 0.0124 | 278.0 | 278 | 0.1149 |
|
| 330 |
+
| 0.0124 | 279.0 | 279 | 0.1140 |
|
| 331 |
+
| 0.0121 | 280.0 | 280 | 0.1130 |
|
| 332 |
+
| 0.0121 | 281.0 | 281 | 0.1123 |
|
| 333 |
+
| 0.0121 | 282.0 | 282 | 0.1122 |
|
| 334 |
+
| 0.0121 | 283.0 | 283 | 0.1124 |
|
| 335 |
+
| 0.0121 | 284.0 | 284 | 0.1126 |
|
| 336 |
+
| 0.0121 | 285.0 | 285 | 0.1124 |
|
| 337 |
+
| 0.0121 | 286.0 | 286 | 0.1121 |
|
| 338 |
+
| 0.0121 | 287.0 | 287 | 0.1115 |
|
| 339 |
+
| 0.0121 | 288.0 | 288 | 0.1110 |
|
| 340 |
+
| 0.0121 | 289.0 | 289 | 0.1108 |
|
| 341 |
+
| 0.0116 | 290.0 | 290 | 0.1109 |
|
| 342 |
+
| 0.0116 | 291.0 | 291 | 0.1115 |
|
| 343 |
+
| 0.0116 | 292.0 | 292 | 0.1117 |
|
| 344 |
+
| 0.0116 | 293.0 | 293 | 0.1110 |
|
| 345 |
+
| 0.0116 | 294.0 | 294 | 0.1106 |
|
| 346 |
+
| 0.0116 | 295.0 | 295 | 0.1099 |
|
| 347 |
+
| 0.0116 | 296.0 | 296 | 0.1092 |
|
| 348 |
+
| 0.0116 | 297.0 | 297 | 0.1088 |
|
| 349 |
+
| 0.0116 | 298.0 | 298 | 0.1090 |
|
| 350 |
+
| 0.0116 | 299.0 | 299 | 0.1088 |
|
| 351 |
+
| 0.0116 | 300.0 | 300 | 0.1088 |
|
| 352 |
+
| 0.0116 | 301.0 | 301 | 0.1087 |
|
| 353 |
+
| 0.0116 | 302.0 | 302 | 0.1085 |
|
| 354 |
+
| 0.0116 | 303.0 | 303 | 0.1081 |
|
| 355 |
+
| 0.0116 | 304.0 | 304 | 0.1078 |
|
| 356 |
+
| 0.0116 | 305.0 | 305 | 0.1075 |
|
| 357 |
+
| 0.0116 | 306.0 | 306 | 0.1073 |
|
| 358 |
+
| 0.0116 | 307.0 | 307 | 0.1074 |
|
| 359 |
+
| 0.0116 | 308.0 | 308 | 0.1076 |
|
| 360 |
+
| 0.0116 | 309.0 | 309 | 0.1076 |
|
| 361 |
+
| 0.0113 | 310.0 | 310 | 0.1076 |
|
| 362 |
+
| 0.0113 | 311.0 | 311 | 0.1078 |
|
| 363 |
+
| 0.0113 | 312.0 | 312 | 0.1075 |
|
| 364 |
+
| 0.0113 | 313.0 | 313 | 0.1068 |
|
| 365 |
+
| 0.0113 | 314.0 | 314 | 0.1062 |
|
| 366 |
+
| 0.0113 | 315.0 | 315 | 0.1060 |
|
| 367 |
+
| 0.0113 | 316.0 | 316 | 0.1059 |
|
| 368 |
+
| 0.0113 | 317.0 | 317 | 0.1060 |
|
| 369 |
+
| 0.0113 | 318.0 | 318 | 0.1058 |
|
| 370 |
+
| 0.0113 | 319.0 | 319 | 0.1056 |
|
| 371 |
+
| 0.0112 | 320.0 | 320 | 0.1053 |
|
| 372 |
+
| 0.0112 | 321.0 | 321 | 0.1051 |
|
| 373 |
+
| 0.0112 | 322.0 | 322 | 0.1048 |
|
| 374 |
+
| 0.0112 | 323.0 | 323 | 0.1046 |
|
| 375 |
+
| 0.0112 | 324.0 | 324 | 0.1044 |
|
| 376 |
+
| 0.0112 | 325.0 | 325 | 0.1042 |
|
| 377 |
+
| 0.0112 | 326.0 | 326 | 0.1040 |
|
| 378 |
+
| 0.0112 | 327.0 | 327 | 0.1039 |
|
| 379 |
+
| 0.0112 | 328.0 | 328 | 0.1037 |
|
| 380 |
+
| 0.0112 | 329.0 | 329 | 0.1036 |
|
| 381 |
+
| 0.0109 | 330.0 | 330 | 0.1036 |
|
| 382 |
+
| 0.0109 | 331.0 | 331 | 0.1040 |
|
| 383 |
+
| 0.0109 | 332.0 | 332 | 0.1043 |
|
| 384 |
+
| 0.0109 | 333.0 | 333 | 0.1044 |
|
| 385 |
+
| 0.0109 | 334.0 | 334 | 0.1043 |
|
| 386 |
+
| 0.0109 | 335.0 | 335 | 0.1040 |
|
| 387 |
+
| 0.0109 | 336.0 | 336 | 0.1037 |
|
| 388 |
+
| 0.0109 | 337.0 | 337 | 0.1031 |
|
| 389 |
+
| 0.0109 | 338.0 | 338 | 0.1027 |
|
| 390 |
+
| 0.0109 | 339.0 | 339 | 0.1025 |
|
| 391 |
+
| 0.011 | 340.0 | 340 | 0.1024 |
|
| 392 |
+
| 0.011 | 341.0 | 341 | 0.1023 |
|
| 393 |
+
| 0.011 | 342.0 | 342 | 0.1023 |
|
| 394 |
+
| 0.011 | 343.0 | 343 | 0.1022 |
|
| 395 |
+
| 0.011 | 344.0 | 344 | 0.1021 |
|
| 396 |
+
| 0.011 | 345.0 | 345 | 0.1019 |
|
| 397 |
+
| 0.011 | 346.0 | 346 | 0.1018 |
|
| 398 |
+
| 0.011 | 347.0 | 347 | 0.1017 |
|
| 399 |
+
| 0.011 | 348.0 | 348 | 0.1017 |
|
| 400 |
+
| 0.011 | 349.0 | 349 | 0.1016 |
|
| 401 |
+
| 0.0104 | 350.0 | 350 | 0.1016 |
|
| 402 |
+
| 0.0104 | 351.0 | 351 | 0.1015 |
|
| 403 |
+
| 0.0104 | 352.0 | 352 | 0.1013 |
|
| 404 |
+
| 0.0104 | 353.0 | 353 | 0.1013 |
|
| 405 |
+
| 0.0104 | 354.0 | 354 | 0.1011 |
|
| 406 |
+
| 0.0104 | 355.0 | 355 | 0.1011 |
|
| 407 |
+
| 0.0104 | 356.0 | 356 | 0.1009 |
|
| 408 |
+
| 0.0104 | 357.0 | 357 | 0.1009 |
|
| 409 |
+
| 0.0104 | 358.0 | 358 | 0.1007 |
|
| 410 |
+
| 0.0104 | 359.0 | 359 | 0.1005 |
|
| 411 |
+
| 0.0105 | 360.0 | 360 | 0.1004 |
|
| 412 |
+
| 0.0105 | 361.0 | 361 | 0.1003 |
|
| 413 |
+
| 0.0105 | 362.0 | 362 | 0.1002 |
|
| 414 |
+
| 0.0105 | 363.0 | 363 | 0.1001 |
|
| 415 |
+
| 0.0105 | 364.0 | 364 | 0.1000 |
|
| 416 |
+
| 0.0105 | 365.0 | 365 | 0.1000 |
|
| 417 |
+
| 0.0105 | 366.0 | 366 | 0.0999 |
|
| 418 |
+
| 0.0105 | 367.0 | 367 | 0.0999 |
|
| 419 |
+
| 0.0105 | 368.0 | 368 | 0.0998 |
|
| 420 |
+
| 0.0105 | 369.0 | 369 | 0.0997 |
|
| 421 |
+
| 0.0107 | 370.0 | 370 | 0.0997 |
|
| 422 |
+
| 0.0107 | 371.0 | 371 | 0.0997 |
|
| 423 |
+
| 0.0107 | 372.0 | 372 | 0.0997 |
|
| 424 |
+
| 0.0107 | 373.0 | 373 | 0.0996 |
|
| 425 |
+
| 0.0107 | 374.0 | 374 | 0.0997 |
|
| 426 |
+
| 0.0107 | 375.0 | 375 | 0.0995 |
|
| 427 |
+
| 0.0107 | 376.0 | 376 | 0.0995 |
|
| 428 |
+
| 0.0107 | 377.0 | 377 | 0.0994 |
|
| 429 |
+
| 0.0107 | 378.0 | 378 | 0.0993 |
|
| 430 |
+
| 0.0107 | 379.0 | 379 | 0.0992 |
|
| 431 |
+
| 0.0104 | 380.0 | 380 | 0.0992 |
|
| 432 |
+
| 0.0104 | 381.0 | 381 | 0.0990 |
|
| 433 |
+
| 0.0104 | 382.0 | 382 | 0.0989 |
|
| 434 |
+
| 0.0104 | 383.0 | 383 | 0.0989 |
|
| 435 |
+
| 0.0104 | 384.0 | 384 | 0.0987 |
|
| 436 |
+
| 0.0104 | 385.0 | 385 | 0.0987 |
|
| 437 |
+
| 0.0104 | 386.0 | 386 | 0.0987 |
|
| 438 |
+
| 0.0104 | 387.0 | 387 | 0.0987 |
|
| 439 |
+
| 0.0104 | 388.0 | 388 | 0.0988 |
|
| 440 |
+
| 0.0104 | 389.0 | 389 | 0.0989 |
|
| 441 |
+
| 0.0102 | 390.0 | 390 | 0.0990 |
|
| 442 |
+
| 0.0102 | 391.0 | 391 | 0.0989 |
|
| 443 |
+
| 0.0102 | 392.0 | 392 | 0.0988 |
|
| 444 |
+
| 0.0102 | 393.0 | 393 | 0.0986 |
|
| 445 |
+
| 0.0102 | 394.0 | 394 | 0.0984 |
|
| 446 |
+
| 0.0102 | 395.0 | 395 | 0.0983 |
|
| 447 |
+
| 0.0102 | 396.0 | 396 | 0.0981 |
|
| 448 |
+
| 0.0102 | 397.0 | 397 | 0.0980 |
|
| 449 |
+
| 0.0102 | 398.0 | 398 | 0.0980 |
|
| 450 |
+
| 0.0102 | 399.0 | 399 | 0.0980 |
|
| 451 |
+
| 0.0102 | 400.0 | 400 | 0.0980 |
|
| 452 |
+
| 0.0102 | 401.0 | 401 | 0.0980 |
|
| 453 |
+
| 0.0102 | 402.0 | 402 | 0.0980 |
|
| 454 |
+
| 0.0102 | 403.0 | 403 | 0.0980 |
|
| 455 |
+
| 0.0102 | 404.0 | 404 | 0.0979 |
|
| 456 |
+
| 0.0102 | 405.0 | 405 | 0.0978 |
|
| 457 |
+
| 0.0102 | 406.0 | 406 | 0.0978 |
|
| 458 |
+
| 0.0102 | 407.0 | 407 | 0.0977 |
|
| 459 |
+
| 0.0102 | 408.0 | 408 | 0.0976 |
|
| 460 |
+
| 0.0102 | 409.0 | 409 | 0.0976 |
|
| 461 |
+
| 0.0103 | 410.0 | 410 | 0.0976 |
|
| 462 |
+
| 0.0103 | 411.0 | 411 | 0.0975 |
|
| 463 |
+
| 0.0103 | 412.0 | 412 | 0.0975 |
|
| 464 |
+
| 0.0103 | 413.0 | 413 | 0.0974 |
|
| 465 |
+
| 0.0103 | 414.0 | 414 | 0.0974 |
|
| 466 |
+
| 0.0103 | 415.0 | 415 | 0.0974 |
|
| 467 |
+
| 0.0103 | 416.0 | 416 | 0.0974 |
|
| 468 |
+
| 0.0103 | 417.0 | 417 | 0.0973 |
|
| 469 |
+
| 0.0103 | 418.0 | 418 | 0.0973 |
|
| 470 |
+
| 0.0103 | 419.0 | 419 | 0.0972 |
|
| 471 |
+
| 0.0101 | 420.0 | 420 | 0.0972 |
|
| 472 |
+
| 0.0101 | 421.0 | 421 | 0.0972 |
|
| 473 |
+
| 0.0101 | 422.0 | 422 | 0.0972 |
|
| 474 |
+
| 0.0101 | 423.0 | 423 | 0.0972 |
|
| 475 |
+
| 0.0101 | 424.0 | 424 | 0.0971 |
|
| 476 |
+
| 0.0101 | 425.0 | 425 | 0.0971 |
|
| 477 |
+
| 0.0101 | 426.0 | 426 | 0.0971 |
|
| 478 |
+
| 0.0101 | 427.0 | 427 | 0.0971 |
|
| 479 |
+
| 0.0101 | 428.0 | 428 | 0.0971 |
|
| 480 |
+
| 0.0101 | 429.0 | 429 | 0.0971 |
|
| 481 |
+
| 0.0104 | 430.0 | 430 | 0.0971 |
|
| 482 |
+
| 0.0104 | 431.0 | 431 | 0.0971 |
|
| 483 |
+
| 0.0104 | 432.0 | 432 | 0.0970 |
|
| 484 |
+
| 0.0104 | 433.0 | 433 | 0.0970 |
|
| 485 |
+
| 0.0104 | 434.0 | 434 | 0.0970 |
|
| 486 |
+
| 0.0104 | 435.0 | 435 | 0.0970 |
|
| 487 |
+
| 0.0104 | 436.0 | 436 | 0.0970 |
|
| 488 |
+
| 0.0104 | 437.0 | 437 | 0.0969 |
|
| 489 |
+
| 0.0104 | 438.0 | 438 | 0.0969 |
|
| 490 |
+
| 0.0104 | 439.0 | 439 | 0.0968 |
|
| 491 |
+
| 0.0101 | 440.0 | 440 | 0.0968 |
|
| 492 |
+
| 0.0101 | 441.0 | 441 | 0.0968 |
|
| 493 |
+
| 0.0101 | 442.0 | 442 | 0.0968 |
|
| 494 |
+
| 0.0101 | 443.0 | 443 | 0.0967 |
|
| 495 |
+
| 0.0101 | 444.0 | 444 | 0.0967 |
|
| 496 |
+
| 0.0101 | 445.0 | 445 | 0.0967 |
|
| 497 |
+
| 0.0101 | 446.0 | 446 | 0.0967 |
|
| 498 |
+
| 0.0101 | 447.0 | 447 | 0.0966 |
|
| 499 |
+
| 0.0101 | 448.0 | 448 | 0.0966 |
|
| 500 |
+
| 0.0101 | 449.0 | 449 | 0.0966 |
|
| 501 |
+
| 0.0101 | 450.0 | 450 | 0.0966 |
|
| 502 |
+
| 0.0101 | 451.0 | 451 | 0.0966 |
|
| 503 |
+
| 0.0101 | 452.0 | 452 | 0.0966 |
|
| 504 |
+
| 0.0101 | 453.0 | 453 | 0.0966 |
|
| 505 |
+
| 0.0101 | 454.0 | 454 | 0.0966 |
|
| 506 |
+
| 0.0101 | 455.0 | 455 | 0.0966 |
|
| 507 |
+
| 0.0101 | 456.0 | 456 | 0.0966 |
|
| 508 |
+
| 0.0101 | 457.0 | 457 | 0.0966 |
|
| 509 |
+
| 0.0101 | 458.0 | 458 | 0.0966 |
|
| 510 |
+
| 0.0101 | 459.0 | 459 | 0.0966 |
|
| 511 |
+
| 0.0102 | 460.0 | 460 | 0.0966 |
|
| 512 |
+
| 0.0102 | 461.0 | 461 | 0.0966 |
|
| 513 |
+
| 0.0102 | 462.0 | 462 | 0.0966 |
|
| 514 |
+
| 0.0102 | 463.0 | 463 | 0.0966 |
|
| 515 |
+
| 0.0102 | 464.0 | 464 | 0.0966 |
|
| 516 |
+
| 0.0102 | 465.0 | 465 | 0.0966 |
|
| 517 |
+
| 0.0102 | 466.0 | 466 | 0.0965 |
|
| 518 |
+
| 0.0102 | 467.0 | 467 | 0.0965 |
|
| 519 |
+
| 0.0102 | 468.0 | 468 | 0.0965 |
|
| 520 |
+
| 0.0102 | 469.0 | 469 | 0.0966 |
|
| 521 |
+
| 0.01 | 470.0 | 470 | 0.0965 |
|
| 522 |
+
| 0.01 | 471.0 | 471 | 0.0966 |
|
| 523 |
+
| 0.01 | 472.0 | 472 | 0.0965 |
|
| 524 |
+
| 0.01 | 473.0 | 473 | 0.0965 |
|
| 525 |
+
| 0.01 | 474.0 | 474 | 0.0965 |
|
| 526 |
+
| 0.01 | 475.0 | 475 | 0.0965 |
|
| 527 |
+
| 0.01 | 476.0 | 476 | 0.0965 |
|
| 528 |
+
| 0.01 | 477.0 | 477 | 0.0965 |
|
| 529 |
+
| 0.01 | 478.0 | 478 | 0.0965 |
|
| 530 |
+
| 0.01 | 479.0 | 479 | 0.0965 |
|
| 531 |
+
| 0.01 | 480.0 | 480 | 0.0965 |
|
| 532 |
+
| 0.01 | 481.0 | 481 | 0.0965 |
|
| 533 |
+
| 0.01 | 482.0 | 482 | 0.0965 |
|
| 534 |
+
| 0.01 | 483.0 | 483 | 0.0965 |
|
| 535 |
+
| 0.01 | 484.0 | 484 | 0.0965 |
|
| 536 |
+
| 0.01 | 485.0 | 485 | 0.0965 |
|
| 537 |
+
| 0.01 | 486.0 | 486 | 0.0965 |
|
| 538 |
+
| 0.01 | 487.0 | 487 | 0.0965 |
|
| 539 |
+
| 0.01 | 488.0 | 488 | 0.0965 |
|
| 540 |
+
| 0.01 | 489.0 | 489 | 0.0965 |
|
| 541 |
+
| 0.0102 | 490.0 | 490 | 0.0965 |
|
| 542 |
+
| 0.0102 | 491.0 | 491 | 0.0965 |
|
| 543 |
+
| 0.0102 | 492.0 | 492 | 0.0965 |
|
| 544 |
+
| 0.0102 | 493.0 | 493 | 0.0965 |
|
| 545 |
+
| 0.0102 | 494.0 | 494 | 0.0965 |
|
| 546 |
+
| 0.0102 | 495.0 | 495 | 0.0965 |
|
| 547 |
+
| 0.0102 | 496.0 | 496 | 0.0965 |
|
| 548 |
+
| 0.0102 | 497.0 | 497 | 0.0965 |
|
| 549 |
+
| 0.0102 | 498.0 | 498 | 0.0965 |
|
| 550 |
+
| 0.0102 | 499.0 | 499 | 0.0965 |
|
| 551 |
+
| 0.0101 | 500.0 | 500 | 0.0965 |
|
| 552 |
|
| 553 |
|
| 554 |
### Framework versions
|