--- language: - he license: apache-2.0 library_name: peft tags: - hf-asr-leaderboard - generated_from_trainer datasets: - imvladikon/hebrew_speech_kan base_model: openai/whisper-tiny model-index: - name: TK_Whisper_ASR results: [] --- # TK_Whisper_ASR This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the KAN Hebrew Speech dataset. It achieves the following results on the evaluation set: - Loss: 0.0014 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 1e-05 - train_batch_size: 2 - eval_batch_size: 2 - seed: 42 - gradient_accumulation_steps: 4 - total_train_batch_size: 8 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 50 - training_steps: 1000 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | |:-------------:|:------:|:----:|:---------------:| | No log | 1.0 | 1 | 6.4006 | | No log | 2.0 | 2 | 6.4006 | | No log | 3.0 | 3 | 6.4006 | | No log | 4.0 | 4 | 6.4006 | | No log | 5.0 | 5 | 6.4006 | | No log | 6.0 | 6 | 6.3986 | | No log | 7.0 | 7 | 6.3959 | | No log | 8.0 | 8 | 6.3931 | | No log | 9.0 | 9 | 6.3782 | | No log | 10.0 | 10 | 6.3632 | | No log | 11.0 | 11 | 6.3527 | | No log | 12.0 | 12 | 6.3211 | | No log | 13.0 | 13 | 6.2838 | | No log | 14.0 | 14 | 6.2423 | | No log | 15.0 | 15 | 6.2010 | | No log | 16.0 | 16 | 6.1537 | | No log | 17.0 | 17 | 6.1190 | | No log | 18.0 | 18 | 6.0642 | | No log | 19.0 | 19 | 6.0178 | | No log | 20.0 | 20 | 5.9691 | | No log | 21.0 | 21 | 5.9257 | | No log | 22.0 | 22 | 5.8809 | | No log | 23.0 | 23 | 5.8292 | | No log | 24.0 | 24 | 5.7777 | | 6.7327 | 25.0 | 25 | 5.7303 | | 6.7327 | 26.0 | 26 | 5.6739 | | 6.7327 | 27.0 | 27 | 5.6210 | | 6.7327 | 28.0 | 28 | 5.5624 | | 6.7327 | 29.0 | 29 | 5.5025 | | 6.7327 | 30.0 | 30 | 5.4445 | | 6.7327 | 31.0 | 31 | 5.3814 | | 6.7327 | 32.0 | 32 | 5.3206 | | 6.7327 | 33.0 | 33 | 5.2617 | | 6.7327 | 34.0 | 34 | 5.2036 | | 6.7327 | 35.0 | 35 | 5.1422 | | 6.7327 | 36.0 | 36 | 5.0764 | | 6.7327 | 37.0 | 37 | 5.0193 | | 6.7327 | 38.0 | 38 | 4.9537 | | 6.7327 | 39.0 | 39 | 4.8884 | | 6.7327 | 40.0 | 40 | 4.8221 | | 6.7327 | 41.0 | 41 | 4.7580 | | 6.7327 | 42.0 | 42 | 4.6963 | | 6.7327 | 43.0 | 43 | 4.6376 | | 6.7327 | 44.0 | 44 | 4.5762 | | 6.7327 | 45.0 | 45 | 4.5220 | | 6.7327 | 46.0 | 46 | 4.4687 | | 6.7327 | 47.0 | 47 | 4.4162 | | 6.7327 | 48.0 | 48 | 4.3698 | | 6.7327 | 49.0 | 49 | 4.3203 | | 5.2517 | 50.0 | 50 | 4.2743 | | 5.2517 | 51.0 | 51 | 4.2283 | | 5.2517 | 52.0 | 52 | 4.1788 | | 5.2517 | 53.0 | 53 | 4.1300 | | 5.2517 | 54.0 | 54 | 4.0796 | | 5.2517 | 55.0 | 55 | 4.0311 | | 5.2517 | 56.0 | 56 | 3.9810 | | 5.2517 | 57.0 | 57 | 3.9310 | | 5.2517 | 58.0 | 58 | 3.8865 | | 5.2517 | 59.0 | 59 | 3.8385 | | 5.2517 | 60.0 | 60 | 3.7945 | | 5.2517 | 61.0 | 61 | 3.7523 | | 5.2517 | 62.0 | 62 | 3.7092 | | 5.2517 | 63.0 | 63 | 3.6649 | | 5.2517 | 64.0 | 64 | 3.6169 | | 5.2517 | 65.0 | 65 | 3.5726 | | 5.2517 | 66.0 | 66 | 3.5229 | | 5.2517 | 67.0 | 67 | 3.4758 | | 5.2517 | 68.0 | 68 | 3.4288 | | 5.2517 | 69.0 | 69 | 3.3785 | | 5.2517 | 70.0 | 70 | 3.3324 | | 5.2517 | 71.0 | 71 | 3.2825 | | 5.2517 | 72.0 | 72 | 3.2360 | | 5.2517 | 73.0 | 73 | 3.1891 | | 5.2517 | 74.0 | 74 | 3.1395 | | 3.6925 | 75.0 | 75 | 3.0923 | | 3.6925 | 76.0 | 76 | 3.0462 | | 3.6925 | 77.0 | 77 | 2.9978 | | 3.6925 | 78.0 | 78 | 2.9504 | | 3.6925 | 79.0 | 79 | 2.9017 | | 3.6925 | 80.0 | 80 | 2.8556 | | 3.6925 | 81.0 | 81 | 2.8076 | | 3.6925 | 82.0 | 82 | 2.7623 | | 3.6925 | 83.0 | 83 | 2.7168 | | 3.6925 | 84.0 | 84 | 2.6698 | | 3.6925 | 85.0 | 85 | 2.6239 | | 3.6925 | 86.0 | 86 | 2.5783 | | 3.6925 | 87.0 | 87 | 2.5324 | | 3.6925 | 88.0 | 88 | 2.4860 | | 3.6925 | 89.0 | 89 | 2.4418 | | 3.6925 | 90.0 | 90 | 2.3981 | | 3.6925 | 91.0 | 91 | 2.3525 | | 3.6925 | 92.0 | 92 | 2.3080 | | 3.6925 | 93.0 | 93 | 2.2622 | | 3.6925 | 94.0 | 94 | 2.2183 | | 3.6925 | 95.0 | 95 | 2.1733 | | 3.6925 | 96.0 | 96 | 2.1270 | | 3.6925 | 97.0 | 97 | 2.0812 | | 3.6925 | 98.0 | 98 | 2.0354 | | 3.6925 | 99.0 | 99 | 1.9909 | | 2.4328 | 100.0 | 100 | 1.9459 | | 2.4328 | 101.0 | 101 | 1.9001 | | 2.4328 | 102.0 | 102 | 1.8566 | | 2.4328 | 103.0 | 103 | 1.8128 | | 2.4328 | 104.0 | 104 | 1.7672 | | 2.4328 | 105.0 | 105 | 1.7220 | | 2.4328 | 106.0 | 106 | 1.6780 | | 2.4328 | 107.0 | 107 | 1.6362 | | 2.4328 | 108.0 | 108 | 1.5916 | | 2.4328 | 109.0 | 109 | 1.5497 | | 2.4328 | 110.0 | 110 | 1.5068 | | 2.4328 | 111.0 | 111 | 1.4659 | | 2.4328 | 112.0 | 112 | 1.4247 | | 2.4328 | 113.0 | 113 | 1.3846 | | 2.4328 | 114.0 | 114 | 1.3469 | | 2.4328 | 115.0 | 115 | 1.3076 | | 2.4328 | 116.0 | 116 | 1.2729 | | 2.4328 | 117.0 | 117 | 1.2383 | | 2.4328 | 118.0 | 118 | 1.2047 | | 2.4328 | 119.0 | 119 | 1.1730 | | 2.4328 | 120.0 | 120 | 1.1424 | | 2.4328 | 121.0 | 121 | 1.1125 | | 2.4328 | 122.0 | 122 | 1.0834 | | 2.4328 | 123.0 | 123 | 1.0540 | | 2.4328 | 124.0 | 124 | 1.0248 | | 1.3226 | 125.0 | 125 | 0.9955 | | 1.3226 | 126.0 | 126 | 0.9676 | | 1.3226 | 127.0 | 127 | 0.9394 | | 1.3226 | 128.0 | 128 | 0.9118 | | 1.3226 | 129.0 | 129 | 0.8822 | | 1.3226 | 130.0 | 130 | 0.8546 | | 1.3226 | 131.0 | 131 | 0.8247 | | 1.3226 | 132.0 | 132 | 0.7962 | | 1.3226 | 133.0 | 133 | 0.7679 | | 1.3226 | 134.0 | 134 | 0.7372 | | 1.3226 | 135.0 | 135 | 0.7086 | | 1.3226 | 136.0 | 136 | 0.6795 | | 1.3226 | 137.0 | 137 | 0.6490 | | 1.3226 | 138.0 | 138 | 0.6197 | | 1.3226 | 139.0 | 139 | 0.5895 | | 1.3226 | 140.0 | 140 | 0.5598 | | 1.3226 | 141.0 | 141 | 0.5287 | | 1.3226 | 142.0 | 142 | 0.4987 | | 1.3226 | 143.0 | 143 | 0.4695 | | 1.3226 | 144.0 | 144 | 0.4401 | | 1.3226 | 145.0 | 145 | 0.4096 | | 1.3226 | 146.0 | 146 | 0.3809 | | 1.3226 | 147.0 | 147 | 0.3521 | | 1.3226 | 148.0 | 148 | 0.3234 | | 1.3226 | 149.0 | 149 | 0.2959 | | 0.5038 | 150.0 | 150 | 0.2715 | | 0.5038 | 151.0 | 151 | 0.2460 | | 0.5038 | 152.0 | 152 | 0.2237 | | 0.5038 | 153.0 | 153 | 0.2031 | | 0.5038 | 154.0 | 154 | 0.1838 | | 0.5038 | 155.0 | 155 | 0.1669 | | 0.5038 | 156.0 | 156 | 0.1523 | | 0.5038 | 157.0 | 157 | 0.1392 | | 0.5038 | 158.0 | 158 | 0.1281 | | 0.5038 | 159.0 | 159 | 0.1185 | | 0.5038 | 160.0 | 160 | 0.1101 | | 0.5038 | 161.0 | 161 | 0.1020 | | 0.5038 | 162.0 | 162 | 0.0949 | | 0.5038 | 163.0 | 163 | 0.0887 | | 0.5038 | 164.0 | 164 | 0.0828 | | 0.5038 | 165.0 | 165 | 0.0775 | | 0.5038 | 166.0 | 166 | 0.0729 | | 0.5038 | 167.0 | 167 | 0.0684 | | 0.5038 | 168.0 | 168 | 0.0646 | | 0.5038 | 169.0 | 169 | 0.0606 | | 0.5038 | 170.0 | 170 | 0.0569 | | 0.5038 | 171.0 | 171 | 0.0537 | | 0.5038 | 172.0 | 172 | 0.0506 | | 0.5038 | 173.0 | 173 | 0.0480 | | 0.5038 | 174.0 | 174 | 0.0455 | | 0.0905 | 175.0 | 175 | 0.0431 | | 0.0905 | 176.0 | 176 | 0.0409 | | 0.0905 | 177.0 | 177 | 0.0388 | | 0.0905 | 178.0 | 178 | 0.0371 | | 0.0905 | 179.0 | 179 | 0.0353 | | 0.0905 | 180.0 | 180 | 0.0338 | | 0.0905 | 181.0 | 181 | 0.0323 | | 0.0905 | 182.0 | 182 | 0.0309 | | 0.0905 | 183.0 | 183 | 0.0297 | | 0.0905 | 184.0 | 184 | 0.0284 | | 0.0905 | 185.0 | 185 | 0.0275 | | 0.0905 | 186.0 | 186 | 0.0264 | | 0.0905 | 187.0 | 187 | 0.0254 | | 0.0905 | 188.0 | 188 | 0.0245 | | 0.0905 | 189.0 | 189 | 0.0236 | | 0.0905 | 190.0 | 190 | 0.0229 | | 0.0905 | 191.0 | 191 | 0.0222 | | 0.0905 | 192.0 | 192 | 0.0215 | | 0.0905 | 193.0 | 193 | 0.0209 | | 0.0905 | 194.0 | 194 | 0.0204 | | 0.0905 | 195.0 | 195 | 0.0198 | | 0.0905 | 196.0 | 196 | 0.0193 | | 0.0905 | 197.0 | 197 | 0.0188 | | 0.0905 | 198.0 | 198 | 0.0184 | | 0.0905 | 199.0 | 199 | 0.0180 | | 0.022 | 200.0 | 200 | 0.0175 | | 0.022 | 201.0 | 201 | 0.0172 | | 0.022 | 202.0 | 202 | 0.0168 | | 0.022 | 203.0 | 203 | 0.0164 | | 0.022 | 204.0 | 204 | 0.0161 | | 0.022 | 205.0 | 205 | 0.0158 | | 0.022 | 206.0 | 206 | 0.0155 | | 0.022 | 207.0 | 207 | 0.0152 | | 0.022 | 208.0 | 208 | 0.0149 | | 0.022 | 209.0 | 209 | 0.0146 | | 0.022 | 210.0 | 210 | 0.0144 | | 0.022 | 211.0 | 211 | 0.0141 | | 0.022 | 212.0 | 212 | 0.0138 | | 0.022 | 213.0 | 213 | 0.0136 | | 0.022 | 214.0 | 214 | 0.0134 | | 0.022 | 215.0 | 215 | 0.0132 | | 0.022 | 216.0 | 216 | 0.0130 | | 0.022 | 217.0 | 217 | 0.0127 | | 0.022 | 218.0 | 218 | 0.0126 | | 0.022 | 219.0 | 219 | 0.0123 | | 0.022 | 220.0 | 220 | 0.0122 | | 0.022 | 221.0 | 221 | 0.0120 | | 0.022 | 222.0 | 222 | 0.0118 | | 0.022 | 223.0 | 223 | 0.0117 | | 0.022 | 224.0 | 224 | 0.0115 | | 0.0114 | 225.0 | 225 | 0.0114 | | 0.0114 | 226.0 | 226 | 0.0113 | | 0.0114 | 227.0 | 227 | 0.0111 | | 0.0114 | 228.0 | 228 | 0.0110 | | 0.0114 | 229.0 | 229 | 0.0108 | | 0.0114 | 230.0 | 230 | 0.0107 | | 0.0114 | 231.0 | 231 | 0.0105 | | 0.0114 | 232.0 | 232 | 0.0105 | | 0.0114 | 233.0 | 233 | 0.0103 | | 0.0114 | 234.0 | 234 | 0.0102 | | 0.0114 | 235.0 | 235 | 0.0101 | | 0.0114 | 236.0 | 236 | 0.0100 | | 0.0114 | 237.0 | 237 | 0.0099 | | 0.0114 | 238.0 | 238 | 0.0098 | | 0.0114 | 239.0 | 239 | 0.0097 | | 0.0114 | 240.0 | 240 | 0.0096 | | 0.0114 | 241.0 | 241 | 0.0095 | | 0.0114 | 242.0 | 242 | 0.0094 | | 0.0114 | 243.0 | 243 | 0.0093 | | 0.0114 | 244.0 | 244 | 0.0092 | | 0.0114 | 245.0 | 245 | 0.0091 | | 0.0114 | 246.0 | 246 | 0.0090 | | 0.0114 | 247.0 | 247 | 0.0089 | | 0.0114 | 248.0 | 248 | 0.0088 | | 0.0114 | 249.0 | 249 | 0.0087 | | 0.008 | 250.0 | 250 | 0.0087 | | 0.008 | 251.0 | 251 | 0.0086 | | 0.008 | 252.0 | 252 | 0.0085 | | 0.008 | 253.0 | 253 | 0.0084 | | 0.008 | 254.0 | 254 | 0.0083 | | 0.008 | 255.0 | 255 | 0.0083 | | 0.008 | 256.0 | 256 | 0.0082 | | 0.008 | 257.0 | 257 | 0.0082 | | 0.008 | 258.0 | 258 | 0.0081 | | 0.008 | 259.0 | 259 | 0.0080 | | 0.008 | 260.0 | 260 | 0.0079 | | 0.008 | 261.0 | 261 | 0.0078 | | 0.008 | 262.0 | 262 | 0.0078 | | 0.008 | 263.0 | 263 | 0.0077 | | 0.008 | 264.0 | 264 | 0.0077 | | 0.008 | 265.0 | 265 | 0.0076 | | 0.008 | 266.0 | 266 | 0.0075 | | 0.008 | 267.0 | 267 | 0.0075 | | 0.008 | 268.0 | 268 | 0.0074 | | 0.008 | 269.0 | 269 | 0.0073 | | 0.008 | 270.0 | 270 | 0.0073 | | 0.008 | 271.0 | 271 | 0.0072 | | 0.008 | 272.0 | 272 | 0.0072 | | 0.008 | 273.0 | 273 | 0.0071 | | 0.008 | 274.0 | 274 | 0.0071 | | 0.0063 | 275.0 | 275 | 0.0070 | | 0.0063 | 276.0 | 276 | 0.0069 | | 0.0063 | 277.0 | 277 | 0.0069 | | 0.0063 | 278.0 | 278 | 0.0069 | | 0.0063 | 279.0 | 279 | 0.0068 | | 0.0063 | 280.0 | 280 | 0.0067 | | 0.0063 | 281.0 | 281 | 0.0067 | | 0.0063 | 282.0 | 282 | 0.0066 | | 0.0063 | 283.0 | 283 | 0.0066 | | 0.0063 | 284.0 | 284 | 0.0065 | | 0.0063 | 285.0 | 285 | 0.0065 | | 0.0063 | 286.0 | 286 | 0.0065 | | 0.0063 | 287.0 | 287 | 0.0064 | | 0.0063 | 288.0 | 288 | 0.0064 | | 0.0063 | 289.0 | 289 | 0.0063 | | 0.0063 | 290.0 | 290 | 0.0063 | | 0.0063 | 291.0 | 291 | 0.0062 | | 0.0063 | 292.0 | 292 | 0.0062 | | 0.0063 | 293.0 | 293 | 0.0061 | | 0.0063 | 294.0 | 294 | 0.0061 | | 0.0063 | 295.0 | 295 | 0.0061 | | 0.0063 | 296.0 | 296 | 0.0060 | | 0.0063 | 297.0 | 297 | 0.0060 | | 0.0063 | 298.0 | 298 | 0.0060 | | 0.0063 | 299.0 | 299 | 0.0059 | | 0.0052 | 300.0 | 300 | 0.0059 | | 0.0052 | 301.0 | 301 | 0.0058 | | 0.0052 | 302.0 | 302 | 0.0058 | | 0.0052 | 303.0 | 303 | 0.0058 | | 0.0052 | 304.0 | 304 | 0.0057 | | 0.0052 | 305.0 | 305 | 0.0057 | | 0.0052 | 306.0 | 306 | 0.0057 | | 0.0052 | 307.0 | 307 | 0.0056 | | 0.0052 | 308.0 | 308 | 0.0056 | | 0.0052 | 309.0 | 309 | 0.0056 | | 0.0052 | 310.0 | 310 | 0.0055 | | 0.0052 | 311.0 | 311 | 0.0055 | | 0.0052 | 312.0 | 312 | 0.0055 | | 0.0052 | 313.0 | 313 | 0.0054 | | 0.0052 | 314.0 | 314 | 0.0054 | | 0.0052 | 315.0 | 315 | 0.0054 | | 0.0052 | 316.0 | 316 | 0.0053 | | 0.0052 | 317.0 | 317 | 0.0053 | | 0.0052 | 318.0 | 318 | 0.0053 | | 0.0052 | 319.0 | 319 | 0.0052 | | 0.0052 | 320.0 | 320 | 0.0052 | | 0.0052 | 321.0 | 321 | 0.0052 | | 0.0052 | 322.0 | 322 | 0.0052 | | 0.0052 | 323.0 | 323 | 0.0051 | | 0.0052 | 324.0 | 324 | 0.0051 | | 0.0044 | 325.0 | 325 | 0.0051 | | 0.0044 | 326.0 | 326 | 0.0050 | | 0.0044 | 327.0 | 327 | 0.0050 | | 0.0044 | 328.0 | 328 | 0.0050 | | 0.0044 | 329.0 | 329 | 0.0050 | | 0.0044 | 330.0 | 330 | 0.0049 | | 0.0044 | 331.0 | 331 | 0.0049 | | 0.0044 | 332.0 | 332 | 0.0049 | | 0.0044 | 333.0 | 333 | 0.0048 | | 0.0044 | 334.0 | 334 | 0.0048 | | 0.0044 | 335.0 | 335 | 0.0048 | | 0.0044 | 336.0 | 336 | 0.0048 | | 0.0044 | 337.0 | 337 | 0.0047 | | 0.0044 | 338.0 | 338 | 0.0047 | | 0.0044 | 339.0 | 339 | 0.0047 | | 0.0044 | 340.0 | 340 | 0.0047 | | 0.0044 | 341.0 | 341 | 0.0047 | | 0.0044 | 342.0 | 342 | 0.0046 | | 0.0044 | 343.0 | 343 | 0.0046 | | 0.0044 | 344.0 | 344 | 0.0046 | | 0.0044 | 345.0 | 345 | 0.0046 | | 0.0044 | 346.0 | 346 | 0.0046 | | 0.0044 | 347.0 | 347 | 0.0045 | | 0.0044 | 348.0 | 348 | 0.0045 | | 0.0044 | 349.0 | 349 | 0.0045 | | 0.0038 | 350.0 | 350 | 0.0045 | | 0.0038 | 351.0 | 351 | 0.0044 | | 0.0038 | 352.0 | 352 | 0.0044 | | 0.0038 | 353.0 | 353 | 0.0044 | | 0.0038 | 354.0 | 354 | 0.0044 | | 0.0038 | 355.0 | 355 | 0.0044 | | 0.0038 | 356.0 | 356 | 0.0043 | | 0.0038 | 357.0 | 357 | 0.0043 | | 0.0038 | 358.0 | 358 | 0.0043 | | 0.0038 | 359.0 | 359 | 0.0043 | | 0.0038 | 360.0 | 360 | 0.0043 | | 0.0038 | 361.0 | 361 | 0.0042 | | 0.0038 | 362.0 | 362 | 0.0042 | | 0.0038 | 363.0 | 363 | 0.0042 | | 0.0038 | 364.0 | 364 | 0.0042 | | 0.0038 | 365.0 | 365 | 0.0041 | | 0.0038 | 366.0 | 366 | 0.0041 | | 0.0038 | 367.0 | 367 | 0.0041 | | 0.0038 | 368.0 | 368 | 0.0041 | | 0.0038 | 369.0 | 369 | 0.0041 | | 0.0038 | 370.0 | 370 | 0.0041 | | 0.0038 | 371.0 | 371 | 0.0040 | | 0.0038 | 372.0 | 372 | 0.0040 | | 0.0038 | 373.0 | 373 | 0.0040 | | 0.0038 | 374.0 | 374 | 0.0040 | | 0.0034 | 375.0 | 375 | 0.0040 | | 0.0034 | 376.0 | 376 | 0.0039 | | 0.0034 | 377.0 | 377 | 0.0039 | | 0.0034 | 378.0 | 378 | 0.0039 | | 0.0034 | 379.0 | 379 | 0.0039 | | 0.0034 | 380.0 | 380 | 0.0039 | | 0.0034 | 381.0 | 381 | 0.0039 | | 0.0034 | 382.0 | 382 | 0.0038 | | 0.0034 | 383.0 | 383 | 0.0038 | | 0.0034 | 384.0 | 384 | 0.0038 | | 0.0034 | 385.0 | 385 | 0.0038 | | 0.0034 | 386.0 | 386 | 0.0038 | | 0.0034 | 387.0 | 387 | 0.0038 | | 0.0034 | 388.0 | 388 | 0.0038 | | 0.0034 | 389.0 | 389 | 0.0038 | | 0.0034 | 390.0 | 390 | 0.0037 | | 0.0034 | 391.0 | 391 | 0.0037 | | 0.0034 | 392.0 | 392 | 0.0037 | | 0.0034 | 393.0 | 393 | 0.0037 | | 0.0034 | 394.0 | 394 | 0.0037 | | 0.0034 | 395.0 | 395 | 0.0036 | | 0.0034 | 396.0 | 396 | 0.0036 | | 0.0034 | 397.0 | 397 | 0.0036 | | 0.0034 | 398.0 | 398 | 0.0036 | | 0.0034 | 399.0 | 399 | 0.0036 | | 0.003 | 400.0 | 400 | 0.0036 | | 0.003 | 401.0 | 401 | 0.0036 | | 0.003 | 402.0 | 402 | 0.0035 | | 0.003 | 403.0 | 403 | 0.0035 | | 0.003 | 404.0 | 404 | 0.0035 | | 0.003 | 405.0 | 405 | 0.0035 | | 0.003 | 406.0 | 406 | 0.0035 | | 0.003 | 407.0 | 407 | 0.0035 | | 0.003 | 408.0 | 408 | 0.0035 | | 0.003 | 409.0 | 409 | 0.0034 | | 0.003 | 410.0 | 410 | 0.0034 | | 0.003 | 411.0 | 411 | 0.0034 | | 0.003 | 412.0 | 412 | 0.0034 | | 0.003 | 413.0 | 413 | 0.0034 | | 0.003 | 414.0 | 414 | 0.0034 | | 0.003 | 415.0 | 415 | 0.0034 | | 0.003 | 416.0 | 416 | 0.0034 | | 0.003 | 417.0 | 417 | 0.0033 | | 0.003 | 418.0 | 418 | 0.0033 | | 0.003 | 419.0 | 419 | 0.0033 | | 0.003 | 420.0 | 420 | 0.0033 | | 0.003 | 421.0 | 421 | 0.0033 | | 0.003 | 422.0 | 422 | 0.0033 | | 0.003 | 423.0 | 423 | 0.0033 | | 0.003 | 424.0 | 424 | 0.0033 | | 0.0028 | 425.0 | 425 | 0.0032 | | 0.0028 | 426.0 | 426 | 0.0032 | | 0.0028 | 427.0 | 427 | 0.0032 | | 0.0028 | 428.0 | 428 | 0.0032 | | 0.0028 | 429.0 | 429 | 0.0032 | | 0.0028 | 430.0 | 430 | 0.0032 | | 0.0028 | 431.0 | 431 | 0.0032 | | 0.0028 | 432.0 | 432 | 0.0032 | | 0.0028 | 433.0 | 433 | 0.0032 | | 0.0028 | 434.0 | 434 | 0.0031 | | 0.0028 | 435.0 | 435 | 0.0031 | | 0.0028 | 436.0 | 436 | 0.0031 | | 0.0028 | 437.0 | 437 | 0.0031 | | 0.0028 | 438.0 | 438 | 0.0031 | | 0.0028 | 439.0 | 439 | 0.0031 | | 0.0028 | 440.0 | 440 | 0.0031 | | 0.0028 | 441.0 | 441 | 0.0031 | | 0.0028 | 442.0 | 442 | 0.0031 | | 0.0028 | 443.0 | 443 | 0.0030 | | 0.0028 | 444.0 | 444 | 0.0030 | | 0.0028 | 445.0 | 445 | 0.0030 | | 0.0028 | 446.0 | 446 | 0.0030 | | 0.0028 | 447.0 | 447 | 0.0030 | | 0.0028 | 448.0 | 448 | 0.0030 | | 0.0028 | 449.0 | 449 | 0.0030 | | 0.0025 | 450.0 | 450 | 0.0030 | | 0.0025 | 451.0 | 451 | 0.0030 | | 0.0025 | 452.0 | 452 | 0.0030 | | 0.0025 | 453.0 | 453 | 0.0029 | | 0.0025 | 454.0 | 454 | 0.0029 | | 0.0025 | 455.0 | 455 | 0.0029 | | 0.0025 | 456.0 | 456 | 0.0029 | | 0.0025 | 457.0 | 457 | 0.0029 | | 0.0025 | 458.0 | 458 | 0.0029 | | 0.0025 | 459.0 | 459 | 0.0029 | | 0.0025 | 460.0 | 460 | 0.0029 | | 0.0025 | 461.0 | 461 | 0.0029 | | 0.0025 | 462.0 | 462 | 0.0029 | | 0.0025 | 463.0 | 463 | 0.0028 | | 0.0025 | 464.0 | 464 | 0.0028 | | 0.0025 | 465.0 | 465 | 0.0028 | | 0.0025 | 466.0 | 466 | 0.0028 | | 0.0025 | 467.0 | 467 | 0.0028 | | 0.0025 | 468.0 | 468 | 0.0028 | | 0.0025 | 469.0 | 469 | 0.0028 | | 0.0025 | 470.0 | 470 | 0.0028 | | 0.0025 | 471.0 | 471 | 0.0028 | | 0.0025 | 472.0 | 472 | 0.0028 | | 0.0025 | 473.0 | 473 | 0.0028 | | 0.0025 | 474.0 | 474 | 0.0028 | | 0.0023 | 475.0 | 475 | 0.0027 | | 0.0023 | 476.0 | 476 | 0.0027 | | 0.0023 | 477.0 | 477 | 0.0027 | | 0.0023 | 478.0 | 478 | 0.0027 | | 0.0023 | 479.0 | 479 | 0.0027 | | 0.0023 | 480.0 | 480 | 0.0027 | | 0.0023 | 481.0 | 481 | 0.0027 | | 0.0023 | 482.0 | 482 | 0.0027 | | 0.0023 | 483.0 | 483 | 0.0027 | | 0.0023 | 484.0 | 484 | 0.0027 | | 0.0023 | 485.0 | 485 | 0.0027 | | 0.0023 | 486.0 | 486 | 0.0027 | | 0.0023 | 487.0 | 487 | 0.0027 | | 0.0023 | 488.0 | 488 | 0.0026 | | 0.0023 | 489.0 | 489 | 0.0026 | | 0.0023 | 490.0 | 490 | 0.0026 | | 0.0023 | 491.0 | 491 | 0.0026 | | 0.0023 | 492.0 | 492 | 0.0026 | | 0.0023 | 493.0 | 493 | 0.0026 | | 0.0023 | 494.0 | 494 | 0.0026 | | 0.0023 | 495.0 | 495 | 0.0026 | | 0.0023 | 496.0 | 496 | 0.0026 | | 0.0023 | 497.0 | 497 | 0.0026 | | 0.0023 | 498.0 | 498 | 0.0026 | | 0.0023 | 499.0 | 499 | 0.0026 | | 0.0022 | 500.0 | 500 | 0.0026 | | 0.0022 | 501.0 | 501 | 0.0025 | | 0.0022 | 502.0 | 502 | 0.0025 | | 0.0022 | 503.0 | 503 | 0.0025 | | 0.0022 | 504.0 | 504 | 0.0025 | | 0.0022 | 505.0 | 505 | 0.0025 | | 0.0022 | 506.0 | 506 | 0.0025 | | 0.0022 | 507.0 | 507 | 0.0025 | | 0.0022 | 508.0 | 508 | 0.0025 | | 0.0022 | 509.0 | 509 | 0.0025 | | 0.0022 | 510.0 | 510 | 0.0025 | | 0.0022 | 511.0 | 511 | 0.0025 | | 0.0022 | 512.0 | 512 | 0.0025 | | 0.0022 | 513.0 | 513 | 0.0025 | | 0.0022 | 514.0 | 514 | 0.0024 | | 0.0022 | 515.0 | 515 | 0.0024 | | 0.0022 | 516.0 | 516 | 0.0024 | | 0.0022 | 517.0 | 517 | 0.0024 | | 0.0022 | 518.0 | 518 | 0.0024 | | 0.0022 | 519.0 | 519 | 0.0024 | | 0.0022 | 520.0 | 520 | 0.0024 | | 0.0022 | 521.0 | 521 | 0.0024 | | 0.0022 | 522.0 | 522 | 0.0024 | | 0.0022 | 523.0 | 523 | 0.0024 | | 0.0022 | 524.0 | 524 | 0.0024 | | 0.002 | 525.0 | 525 | 0.0024 | | 0.002 | 526.0 | 526 | 0.0024 | | 0.002 | 527.0 | 527 | 0.0024 | | 0.002 | 528.0 | 528 | 0.0024 | | 0.002 | 529.0 | 529 | 0.0024 | | 0.002 | 530.0 | 530 | 0.0024 | | 0.002 | 531.0 | 531 | 0.0024 | | 0.002 | 532.0 | 532 | 0.0024 | | 0.002 | 533.0 | 533 | 0.0023 | | 0.002 | 534.0 | 534 | 0.0023 | | 0.002 | 535.0 | 535 | 0.0023 | | 0.002 | 536.0 | 536 | 0.0023 | | 0.002 | 537.0 | 537 | 0.0023 | | 0.002 | 538.0 | 538 | 0.0023 | | 0.002 | 539.0 | 539 | 0.0023 | | 0.002 | 540.0 | 540 | 0.0023 | | 0.002 | 541.0 | 541 | 0.0023 | | 0.002 | 542.0 | 542 | 0.0023 | | 0.002 | 543.0 | 543 | 0.0023 | | 0.002 | 544.0 | 544 | 0.0023 | | 0.002 | 545.0 | 545 | 0.0023 | | 0.002 | 546.0 | 546 | 0.0023 | | 0.002 | 547.0 | 547 | 0.0023 | | 0.002 | 548.0 | 548 | 0.0023 | | 0.002 | 549.0 | 549 | 0.0023 | | 0.0019 | 550.0 | 550 | 0.0023 | | 0.0019 | 551.0 | 551 | 0.0022 | | 0.0019 | 552.0 | 552 | 0.0022 | | 0.0019 | 553.0 | 553 | 0.0022 | | 0.0019 | 554.0 | 554 | 0.0022 | | 0.0019 | 555.0 | 555 | 0.0022 | | 0.0019 | 556.0 | 556 | 0.0022 | | 0.0019 | 557.0 | 557 | 0.0022 | | 0.0019 | 558.0 | 558 | 0.0022 | | 0.0019 | 559.0 | 559 | 0.0022 | | 0.0019 | 560.0 | 560 | 0.0022 | | 0.0019 | 561.0 | 561 | 0.0022 | | 0.0019 | 562.0 | 562 | 0.0022 | | 0.0019 | 563.0 | 563 | 0.0022 | | 0.0019 | 564.0 | 564 | 0.0022 | | 0.0019 | 565.0 | 565 | 0.0022 | | 0.0019 | 566.0 | 566 | 0.0022 | | 0.0019 | 567.0 | 567 | 0.0022 | | 0.0019 | 568.0 | 568 | 0.0022 | | 0.0019 | 569.0 | 569 | 0.0021 | | 0.0019 | 570.0 | 570 | 0.0022 | | 0.0019 | 571.0 | 571 | 0.0021 | | 0.0019 | 572.0 | 572 | 0.0021 | | 0.0019 | 573.0 | 573 | 0.0021 | | 0.0019 | 574.0 | 574 | 0.0021 | | 0.0018 | 575.0 | 575 | 0.0021 | | 0.0018 | 576.0 | 576 | 0.0021 | | 0.0018 | 577.0 | 577 | 0.0021 | | 0.0018 | 578.0 | 578 | 0.0021 | | 0.0018 | 579.0 | 579 | 0.0021 | | 0.0018 | 580.0 | 580 | 0.0021 | | 0.0018 | 581.0 | 581 | 0.0021 | | 0.0018 | 582.0 | 582 | 0.0021 | | 0.0018 | 583.0 | 583 | 0.0021 | | 0.0018 | 584.0 | 584 | 0.0021 | | 0.0018 | 585.0 | 585 | 0.0021 | | 0.0018 | 586.0 | 586 | 0.0021 | | 0.0018 | 587.0 | 587 | 0.0021 | | 0.0018 | 588.0 | 588 | 0.0021 | | 0.0018 | 589.0 | 589 | 0.0021 | | 0.0018 | 590.0 | 590 | 0.0021 | | 0.0018 | 591.0 | 591 | 0.0020 | | 0.0018 | 592.0 | 592 | 0.0020 | | 0.0018 | 593.0 | 593 | 0.0021 | | 0.0018 | 594.0 | 594 | 0.0020 | | 0.0018 | 595.0 | 595 | 0.0020 | | 0.0018 | 596.0 | 596 | 0.0020 | | 0.0018 | 597.0 | 597 | 0.0020 | | 0.0018 | 598.0 | 598 | 0.0020 | | 0.0018 | 599.0 | 599 | 0.0020 | | 0.0017 | 600.0 | 600 | 0.0020 | | 0.0017 | 601.0 | 601 | 0.0020 | | 0.0017 | 602.0 | 602 | 0.0020 | | 0.0017 | 603.0 | 603 | 0.0020 | | 0.0017 | 604.0 | 604 | 0.0020 | | 0.0017 | 605.0 | 605 | 0.0020 | | 0.0017 | 606.0 | 606 | 0.0020 | | 0.0017 | 607.0 | 607 | 0.0020 | | 0.0017 | 608.0 | 608 | 0.0020 | | 0.0017 | 609.0 | 609 | 0.0020 | | 0.0017 | 610.0 | 610 | 0.0020 | | 0.0017 | 611.0 | 611 | 0.0020 | | 0.0017 | 612.0 | 612 | 0.0020 | | 0.0017 | 613.0 | 613 | 0.0020 | | 0.0017 | 614.0 | 614 | 0.0020 | | 0.0017 | 615.0 | 615 | 0.0020 | | 0.0017 | 616.0 | 616 | 0.0020 | | 0.0017 | 617.0 | 617 | 0.0020 | | 0.0017 | 618.0 | 618 | 0.0020 | | 0.0017 | 619.0 | 619 | 0.0019 | | 0.0017 | 620.0 | 620 | 0.0019 | | 0.0017 | 621.0 | 621 | 0.0019 | | 0.0017 | 622.0 | 622 | 0.0019 | | 0.0017 | 623.0 | 623 | 0.0019 | | 0.0017 | 624.0 | 624 | 0.0019 | | 0.0016 | 625.0 | 625 | 0.0019 | | 0.0016 | 626.0 | 626 | 0.0019 | | 0.0016 | 627.0 | 627 | 0.0019 | | 0.0016 | 628.0 | 628 | 0.0019 | | 0.0016 | 629.0 | 629 | 0.0019 | | 0.0016 | 630.0 | 630 | 0.0019 | | 0.0016 | 631.0 | 631 | 0.0019 | | 0.0016 | 632.0 | 632 | 0.0019 | | 0.0016 | 633.0 | 633 | 0.0019 | | 0.0016 | 634.0 | 634 | 0.0019 | | 0.0016 | 635.0 | 635 | 0.0019 | | 0.0016 | 636.0 | 636 | 0.0019 | | 0.0016 | 637.0 | 637 | 0.0019 | | 0.0016 | 638.0 | 638 | 0.0019 | | 0.0016 | 639.0 | 639 | 0.0019 | | 0.0016 | 640.0 | 640 | 0.0019 | | 0.0016 | 641.0 | 641 | 0.0019 | | 0.0016 | 642.0 | 642 | 0.0019 | | 0.0016 | 643.0 | 643 | 0.0019 | | 0.0016 | 644.0 | 644 | 0.0019 | | 0.0016 | 645.0 | 645 | 0.0019 | | 0.0016 | 646.0 | 646 | 0.0019 | | 0.0016 | 647.0 | 647 | 0.0019 | | 0.0016 | 648.0 | 648 | 0.0019 | | 0.0016 | 649.0 | 649 | 0.0018 | | 0.0015 | 650.0 | 650 | 0.0019 | | 0.0015 | 651.0 | 651 | 0.0018 | | 0.0015 | 652.0 | 652 | 0.0018 | | 0.0015 | 653.0 | 653 | 0.0018 | | 0.0015 | 654.0 | 654 | 0.0018 | | 0.0015 | 655.0 | 655 | 0.0018 | | 0.0015 | 656.0 | 656 | 0.0018 | | 0.0015 | 657.0 | 657 | 0.0018 | | 0.0015 | 658.0 | 658 | 0.0018 | | 0.0015 | 659.0 | 659 | 0.0018 | | 0.0015 | 660.0 | 660 | 0.0018 | | 0.0015 | 661.0 | 661 | 0.0018 | | 0.0015 | 662.0 | 662 | 0.0018 | | 0.0015 | 663.0 | 663 | 0.0018 | | 0.0015 | 664.0 | 664 | 0.0018 | | 0.0015 | 665.0 | 665 | 0.0018 | | 0.0015 | 666.0 | 666 | 0.0018 | | 0.0015 | 667.0 | 667 | 0.0018 | | 0.0015 | 668.0 | 668 | 0.0018 | | 0.0015 | 669.0 | 669 | 0.0018 | | 0.0015 | 670.0 | 670 | 0.0018 | | 0.0015 | 671.0 | 671 | 0.0018 | | 0.0015 | 672.0 | 672 | 0.0018 | | 0.0015 | 673.0 | 673 | 0.0018 | | 0.0015 | 674.0 | 674 | 0.0018 | | 0.0014 | 675.0 | 675 | 0.0018 | | 0.0014 | 676.0 | 676 | 0.0018 | | 0.0014 | 677.0 | 677 | 0.0018 | | 0.0014 | 678.0 | 678 | 0.0018 | | 0.0014 | 679.0 | 679 | 0.0018 | | 0.0014 | 680.0 | 680 | 0.0018 | | 0.0014 | 681.0 | 681 | 0.0018 | | 0.0014 | 682.0 | 682 | 0.0018 | | 0.0014 | 683.0 | 683 | 0.0018 | | 0.0014 | 684.0 | 684 | 0.0017 | | 0.0014 | 685.0 | 685 | 0.0018 | | 0.0014 | 686.0 | 686 | 0.0017 | | 0.0014 | 687.0 | 687 | 0.0017 | | 0.0014 | 688.0 | 688 | 0.0017 | | 0.0014 | 689.0 | 689 | 0.0017 | | 0.0014 | 690.0 | 690 | 0.0017 | | 0.0014 | 691.0 | 691 | 0.0017 | | 0.0014 | 692.0 | 692 | 0.0017 | | 0.0014 | 693.0 | 693 | 0.0017 | | 0.0014 | 694.0 | 694 | 0.0017 | | 0.0014 | 695.0 | 695 | 0.0017 | | 0.0014 | 696.0 | 696 | 0.0017 | | 0.0014 | 697.0 | 697 | 0.0017 | | 0.0014 | 698.0 | 698 | 0.0017 | | 0.0014 | 699.0 | 699 | 0.0017 | | 0.0014 | 700.0 | 700 | 0.0017 | | 0.0014 | 701.0 | 701 | 0.0017 | | 0.0014 | 702.0 | 702 | 0.0017 | | 0.0014 | 703.0 | 703 | 0.0017 | | 0.0014 | 704.0 | 704 | 0.0017 | | 0.0014 | 705.0 | 705 | 0.0017 | | 0.0014 | 706.0 | 706 | 0.0017 | | 0.0014 | 707.0 | 707 | 0.0017 | | 0.0014 | 708.0 | 708 | 0.0017 | | 0.0014 | 709.0 | 709 | 0.0017 | | 0.0014 | 710.0 | 710 | 0.0017 | | 0.0014 | 711.0 | 711 | 0.0017 | | 0.0014 | 712.0 | 712 | 0.0017 | | 0.0014 | 713.0 | 713 | 0.0017 | | 0.0014 | 714.0 | 714 | 0.0017 | | 0.0014 | 715.0 | 715 | 0.0017 | | 0.0014 | 716.0 | 716 | 0.0017 | | 0.0014 | 717.0 | 717 | 0.0017 | | 0.0014 | 718.0 | 718 | 0.0017 | | 0.0014 | 719.0 | 719 | 0.0017 | | 0.0014 | 720.0 | 720 | 0.0017 | | 0.0014 | 721.0 | 721 | 0.0017 | | 0.0014 | 722.0 | 722 | 0.0017 | | 0.0014 | 723.0 | 723 | 0.0017 | | 0.0014 | 724.0 | 724 | 0.0017 | | 0.0014 | 725.0 | 725 | 0.0016 | | 0.0014 | 726.0 | 726 | 0.0017 | | 0.0014 | 727.0 | 727 | 0.0016 | | 0.0014 | 728.0 | 728 | 0.0016 | | 0.0014 | 729.0 | 729 | 0.0016 | | 0.0014 | 730.0 | 730 | 0.0016 | | 0.0014 | 731.0 | 731 | 0.0016 | | 0.0014 | 732.0 | 732 | 0.0016 | | 0.0014 | 733.0 | 733 | 0.0016 | | 0.0014 | 734.0 | 734 | 0.0016 | | 0.0014 | 735.0 | 735 | 0.0016 | | 0.0014 | 736.0 | 736 | 0.0016 | | 0.0014 | 737.0 | 737 | 0.0016 | | 0.0014 | 738.0 | 738 | 0.0016 | | 0.0014 | 739.0 | 739 | 0.0016 | | 0.0014 | 740.0 | 740 | 0.0016 | | 0.0014 | 741.0 | 741 | 0.0016 | | 0.0014 | 742.0 | 742 | 0.0016 | | 0.0014 | 743.0 | 743 | 0.0016 | | 0.0014 | 744.0 | 744 | 0.0016 | | 0.0014 | 745.0 | 745 | 0.0016 | | 0.0014 | 746.0 | 746 | 0.0016 | | 0.0014 | 747.0 | 747 | 0.0016 | | 0.0014 | 748.0 | 748 | 0.0016 | | 0.0014 | 749.0 | 749 | 0.0016 | | 0.0013 | 750.0 | 750 | 0.0016 | | 0.0013 | 751.0 | 751 | 0.0016 | | 0.0013 | 752.0 | 752 | 0.0016 | | 0.0013 | 753.0 | 753 | 0.0016 | | 0.0013 | 754.0 | 754 | 0.0016 | | 0.0013 | 755.0 | 755 | 0.0016 | | 0.0013 | 756.0 | 756 | 0.0016 | | 0.0013 | 757.0 | 757 | 0.0016 | | 0.0013 | 758.0 | 758 | 0.0016 | | 0.0013 | 759.0 | 759 | 0.0016 | | 0.0013 | 760.0 | 760 | 0.0016 | | 0.0013 | 761.0 | 761 | 0.0016 | | 0.0013 | 762.0 | 762 | 0.0016 | | 0.0013 | 763.0 | 763 | 0.0016 | | 0.0013 | 764.0 | 764 | 0.0016 | | 0.0013 | 765.0 | 765 | 0.0016 | | 0.0013 | 766.0 | 766 | 0.0016 | | 0.0013 | 767.0 | 767 | 0.0016 | | 0.0013 | 768.0 | 768 | 0.0016 | | 0.0013 | 769.0 | 769 | 0.0016 | | 0.0013 | 770.0 | 770 | 0.0016 | | 0.0013 | 771.0 | 771 | 0.0016 | | 0.0013 | 772.0 | 772 | 0.0016 | | 0.0013 | 773.0 | 773 | 0.0016 | | 0.0013 | 774.0 | 774 | 0.0016 | | 0.0013 | 775.0 | 775 | 0.0016 | | 0.0013 | 776.0 | 776 | 0.0016 | | 0.0013 | 777.0 | 777 | 0.0016 | | 0.0013 | 778.0 | 778 | 0.0016 | | 0.0013 | 779.0 | 779 | 0.0016 | | 0.0013 | 780.0 | 780 | 0.0016 | | 0.0013 | 781.0 | 781 | 0.0015 | | 0.0013 | 782.0 | 782 | 0.0015 | | 0.0013 | 783.0 | 783 | 0.0016 | | 0.0013 | 784.0 | 784 | 0.0016 | | 0.0013 | 785.0 | 785 | 0.0015 | | 0.0013 | 786.0 | 786 | 0.0015 | | 0.0013 | 787.0 | 787 | 0.0015 | | 0.0013 | 788.0 | 788 | 0.0015 | | 0.0013 | 789.0 | 789 | 0.0015 | | 0.0013 | 790.0 | 790 | 0.0015 | | 0.0013 | 791.0 | 791 | 0.0015 | | 0.0013 | 792.0 | 792 | 0.0015 | | 0.0013 | 793.0 | 793 | 0.0015 | | 0.0013 | 794.0 | 794 | 0.0015 | | 0.0013 | 795.0 | 795 | 0.0015 | | 0.0013 | 796.0 | 796 | 0.0015 | | 0.0013 | 797.0 | 797 | 0.0015 | | 0.0013 | 798.0 | 798 | 0.0015 | | 0.0013 | 799.0 | 799 | 0.0015 | | 0.0012 | 800.0 | 800 | 0.0015 | | 0.0012 | 801.0 | 801 | 0.0015 | | 0.0012 | 802.0 | 802 | 0.0015 | | 0.0012 | 803.0 | 803 | 0.0015 | | 0.0012 | 804.0 | 804 | 0.0015 | | 0.0012 | 805.0 | 805 | 0.0015 | | 0.0012 | 806.0 | 806 | 0.0015 | | 0.0012 | 807.0 | 807 | 0.0015 | | 0.0012 | 808.0 | 808 | 0.0015 | | 0.0012 | 809.0 | 809 | 0.0015 | | 0.0012 | 810.0 | 810 | 0.0015 | | 0.0012 | 811.0 | 811 | 0.0015 | | 0.0012 | 812.0 | 812 | 0.0015 | | 0.0012 | 813.0 | 813 | 0.0015 | | 0.0012 | 814.0 | 814 | 0.0015 | | 0.0012 | 815.0 | 815 | 0.0015 | | 0.0012 | 816.0 | 816 | 0.0015 | | 0.0012 | 817.0 | 817 | 0.0015 | | 0.0012 | 818.0 | 818 | 0.0015 | | 0.0012 | 819.0 | 819 | 0.0015 | | 0.0012 | 820.0 | 820 | 0.0015 | | 0.0012 | 821.0 | 821 | 0.0015 | | 0.0012 | 822.0 | 822 | 0.0015 | | 0.0012 | 823.0 | 823 | 0.0015 | | 0.0012 | 824.0 | 824 | 0.0015 | | 0.0012 | 825.0 | 825 | 0.0015 | | 0.0012 | 826.0 | 826 | 0.0015 | | 0.0012 | 827.0 | 827 | 0.0015 | | 0.0012 | 828.0 | 828 | 0.0015 | | 0.0012 | 829.0 | 829 | 0.0015 | | 0.0012 | 830.0 | 830 | 0.0015 | | 0.0012 | 831.0 | 831 | 0.0015 | | 0.0012 | 832.0 | 832 | 0.0015 | | 0.0012 | 833.0 | 833 | 0.0015 | | 0.0012 | 834.0 | 834 | 0.0015 | | 0.0012 | 835.0 | 835 | 0.0015 | | 0.0012 | 836.0 | 836 | 0.0015 | | 0.0012 | 837.0 | 837 | 0.0015 | | 0.0012 | 838.0 | 838 | 0.0015 | | 0.0012 | 839.0 | 839 | 0.0015 | | 0.0012 | 840.0 | 840 | 0.0015 | | 0.0012 | 841.0 | 841 | 0.0015 | | 0.0012 | 842.0 | 842 | 0.0015 | | 0.0012 | 843.0 | 843 | 0.0015 | | 0.0012 | 844.0 | 844 | 0.0015 | | 0.0012 | 845.0 | 845 | 0.0015 | | 0.0012 | 846.0 | 846 | 0.0015 | | 0.0012 | 847.0 | 847 | 0.0015 | | 0.0012 | 848.0 | 848 | 0.0015 | | 0.0012 | 849.0 | 849 | 0.0015 | | 0.0012 | 850.0 | 850 | 0.0015 | | 0.0012 | 851.0 | 851 | 0.0015 | | 0.0012 | 852.0 | 852 | 0.0015 | | 0.0012 | 853.0 | 853 | 0.0015 | | 0.0012 | 854.0 | 854 | 0.0015 | | 0.0012 | 855.0 | 855 | 0.0015 | | 0.0012 | 856.0 | 856 | 0.0015 | | 0.0012 | 857.0 | 857 | 0.0015 | | 0.0012 | 858.0 | 858 | 0.0015 | | 0.0012 | 859.0 | 859 | 0.0015 | | 0.0012 | 860.0 | 860 | 0.0015 | | 0.0012 | 861.0 | 861 | 0.0015 | | 0.0012 | 862.0 | 862 | 0.0014 | | 0.0012 | 863.0 | 863 | 0.0014 | | 0.0012 | 864.0 | 864 | 0.0014 | | 0.0012 | 865.0 | 865 | 0.0014 | | 0.0012 | 866.0 | 866 | 0.0014 | | 0.0012 | 867.0 | 867 | 0.0014 | | 0.0012 | 868.0 | 868 | 0.0014 | | 0.0012 | 869.0 | 869 | 0.0014 | | 0.0012 | 870.0 | 870 | 0.0014 | | 0.0012 | 871.0 | 871 | 0.0014 | | 0.0012 | 872.0 | 872 | 0.0014 | | 0.0012 | 873.0 | 873 | 0.0014 | | 0.0012 | 874.0 | 874 | 0.0014 | | 0.0012 | 875.0 | 875 | 0.0014 | | 0.0012 | 876.0 | 876 | 0.0014 | | 0.0012 | 877.0 | 877 | 0.0014 | | 0.0012 | 878.0 | 878 | 0.0014 | | 0.0012 | 879.0 | 879 | 0.0014 | | 0.0012 | 880.0 | 880 | 0.0014 | | 0.0012 | 881.0 | 881 | 0.0014 | | 0.0012 | 882.0 | 882 | 0.0014 | | 0.0012 | 883.0 | 883 | 0.0014 | | 0.0012 | 884.0 | 884 | 0.0014 | | 0.0012 | 885.0 | 885 | 0.0014 | | 0.0012 | 886.0 | 886 | 0.0014 | | 0.0012 | 887.0 | 887 | 0.0014 | | 0.0012 | 888.0 | 888 | 0.0014 | | 0.0012 | 889.0 | 889 | 0.0014 | | 0.0012 | 890.0 | 890 | 0.0014 | | 0.0012 | 891.0 | 891 | 0.0014 | | 0.0012 | 892.0 | 892 | 0.0014 | | 0.0012 | 893.0 | 893 | 0.0014 | | 0.0012 | 894.0 | 894 | 0.0014 | | 0.0012 | 895.0 | 895 | 0.0014 | | 0.0012 | 896.0 | 896 | 0.0014 | | 0.0012 | 897.0 | 897 | 0.0014 | | 0.0012 | 898.0 | 898 | 0.0014 | | 0.0012 | 899.0 | 899 | 0.0014 | | 0.0012 | 900.0 | 900 | 0.0014 | | 0.0012 | 901.0 | 901 | 0.0014 | | 0.0012 | 902.0 | 902 | 0.0014 | | 0.0012 | 903.0 | 903 | 0.0014 | | 0.0012 | 904.0 | 904 | 0.0014 | | 0.0012 | 905.0 | 905 | 0.0014 | | 0.0012 | 906.0 | 906 | 0.0014 | | 0.0012 | 907.0 | 907 | 0.0014 | | 0.0012 | 908.0 | 908 | 0.0014 | | 0.0012 | 909.0 | 909 | 0.0014 | | 0.0012 | 910.0 | 910 | 0.0014 | | 0.0012 | 911.0 | 911 | 0.0014 | | 0.0012 | 912.0 | 912 | 0.0014 | | 0.0012 | 913.0 | 913 | 0.0014 | | 0.0012 | 914.0 | 914 | 0.0014 | | 0.0012 | 915.0 | 915 | 0.0014 | | 0.0012 | 916.0 | 916 | 0.0014 | | 0.0012 | 917.0 | 917 | 0.0014 | | 0.0012 | 918.0 | 918 | 0.0014 | | 0.0012 | 919.0 | 919 | 0.0014 | | 0.0012 | 920.0 | 920 | 0.0014 | | 0.0012 | 921.0 | 921 | 0.0014 | | 0.0012 | 922.0 | 922 | 0.0014 | | 0.0012 | 923.0 | 923 | 0.0014 | | 0.0012 | 924.0 | 924 | 0.0014 | | 0.0011 | 925.0 | 925 | 0.0014 | | 0.0011 | 926.0 | 926 | 0.0014 | | 0.0011 | 927.0 | 927 | 0.0014 | | 0.0011 | 928.0 | 928 | 0.0014 | | 0.0011 | 929.0 | 929 | 0.0014 | | 0.0011 | 930.0 | 930 | 0.0014 | | 0.0011 | 931.0 | 931 | 0.0014 | | 0.0011 | 932.0 | 932 | 0.0014 | | 0.0011 | 933.0 | 933 | 0.0014 | | 0.0011 | 934.0 | 934 | 0.0014 | | 0.0011 | 935.0 | 935 | 0.0014 | | 0.0011 | 936.0 | 936 | 0.0014 | | 0.0011 | 937.0 | 937 | 0.0014 | | 0.0011 | 938.0 | 938 | 0.0014 | | 0.0011 | 939.0 | 939 | 0.0014 | | 0.0011 | 940.0 | 940 | 0.0014 | | 0.0011 | 941.0 | 941 | 0.0014 | | 0.0011 | 942.0 | 942 | 0.0014 | | 0.0011 | 943.0 | 943 | 0.0014 | | 0.0011 | 944.0 | 944 | 0.0014 | | 0.0011 | 945.0 | 945 | 0.0014 | | 0.0011 | 946.0 | 946 | 0.0014 | | 0.0011 | 947.0 | 947 | 0.0014 | | 0.0011 | 948.0 | 948 | 0.0014 | | 0.0011 | 949.0 | 949 | 0.0014 | | 0.0011 | 950.0 | 950 | 0.0014 | | 0.0011 | 951.0 | 951 | 0.0014 | | 0.0011 | 952.0 | 952 | 0.0014 | | 0.0011 | 953.0 | 953 | 0.0014 | | 0.0011 | 954.0 | 954 | 0.0014 | | 0.0011 | 955.0 | 955 | 0.0014 | | 0.0011 | 956.0 | 956 | 0.0014 | | 0.0011 | 957.0 | 957 | 0.0014 | | 0.0011 | 958.0 | 958 | 0.0014 | | 0.0011 | 959.0 | 959 | 0.0014 | | 0.0011 | 960.0 | 960 | 0.0014 | | 0.0011 | 961.0 | 961 | 0.0014 | | 0.0011 | 962.0 | 962 | 0.0014 | | 0.0011 | 963.0 | 963 | 0.0014 | | 0.0011 | 964.0 | 964 | 0.0014 | | 0.0011 | 965.0 | 965 | 0.0014 | | 0.0011 | 966.0 | 966 | 0.0014 | | 0.0011 | 967.0 | 967 | 0.0014 | | 0.0011 | 968.0 | 968 | 0.0014 | | 0.0011 | 969.0 | 969 | 0.0014 | | 0.0011 | 970.0 | 970 | 0.0014 | | 0.0011 | 971.0 | 971 | 0.0014 | | 0.0011 | 972.0 | 972 | 0.0014 | | 0.0011 | 973.0 | 973 | 0.0014 | | 0.0011 | 974.0 | 974 | 0.0014 | | 0.0011 | 975.0 | 975 | 0.0014 | | 0.0011 | 976.0 | 976 | 0.0014 | | 0.0011 | 977.0 | 977 | 0.0014 | | 0.0011 | 978.0 | 978 | 0.0014 | | 0.0011 | 979.0 | 979 | 0.0014 | | 0.0011 | 980.0 | 980 | 0.0014 | | 0.0011 | 981.0 | 981 | 0.0014 | | 0.0011 | 982.0 | 982 | 0.0014 | | 0.0011 | 983.0 | 983 | 0.0014 | | 0.0011 | 984.0 | 984 | 0.0014 | | 0.0011 | 985.0 | 985 | 0.0014 | | 0.0011 | 986.0 | 986 | 0.0014 | | 0.0011 | 987.0 | 987 | 0.0014 | | 0.0011 | 988.0 | 988 | 0.0014 | | 0.0011 | 989.0 | 989 | 0.0014 | | 0.0011 | 990.0 | 990 | 0.0014 | | 0.0011 | 991.0 | 991 | 0.0014 | | 0.0011 | 992.0 | 992 | 0.0014 | | 0.0011 | 993.0 | 993 | 0.0014 | | 0.0011 | 994.0 | 994 | 0.0014 | | 0.0011 | 995.0 | 995 | 0.0014 | | 0.0011 | 996.0 | 996 | 0.0014 | | 0.0011 | 997.0 | 997 | 0.0014 | | 0.0011 | 998.0 | 998 | 0.0014 | | 0.0011 | 999.0 | 999 | 0.0014 | | 0.0011 | 1000.0 | 1000 | 0.0014 | ### Framework versions - PEFT 0.9.0 - Transformers 4.38.2 - Pytorch 2.2.1+cu121 - Datasets 2.18.0 - Tokenizers 0.15.0