End of training
Browse files- README.md +1061 -0
- adapter.tat.safetensors +3 -0
- config.json +108 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- training_args.bin +3 -0
README.md
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|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
base_model: facebook/mms-1b-all
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
metrics:
|
| 7 |
+
- wer
|
| 8 |
+
model-index:
|
| 9 |
+
- name: wav2vec2-large-mms-1b-tatar
|
| 10 |
+
results: []
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 14 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 15 |
+
|
| 16 |
+
# wav2vec2-large-mms-1b-tatar
|
| 17 |
+
|
| 18 |
+
This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on an unknown dataset.
|
| 19 |
+
It achieves the following results on the evaluation set:
|
| 20 |
+
- Loss: 0.1884
|
| 21 |
+
- Wer: 0.1618
|
| 22 |
+
|
| 23 |
+
## Model description
|
| 24 |
+
|
| 25 |
+
More information needed
|
| 26 |
+
|
| 27 |
+
## Intended uses & limitations
|
| 28 |
+
|
| 29 |
+
More information needed
|
| 30 |
+
|
| 31 |
+
## Training and evaluation data
|
| 32 |
+
|
| 33 |
+
More information needed
|
| 34 |
+
|
| 35 |
+
## Training procedure
|
| 36 |
+
|
| 37 |
+
### Training hyperparameters
|
| 38 |
+
|
| 39 |
+
The following hyperparameters were used during training:
|
| 40 |
+
- learning_rate: 0.001
|
| 41 |
+
- train_batch_size: 16
|
| 42 |
+
- eval_batch_size: 8
|
| 43 |
+
- seed: 42
|
| 44 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 45 |
+
- lr_scheduler_type: linear
|
| 46 |
+
- lr_scheduler_warmup_steps: 100
|
| 47 |
+
- training_steps: 100000
|
| 48 |
+
- mixed_precision_training: Native AMP
|
| 49 |
+
|
| 50 |
+
### Training results
|
| 51 |
+
|
| 52 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer |
|
| 53 |
+
|:-------------:|:-----:|:------:|:---------------:|:------:|
|
| 54 |
+
| 3.734 | 0.0 | 100 | 0.3737 | 0.3767 |
|
| 55 |
+
| 0.415 | 0.0 | 200 | 0.3114 | 0.2868 |
|
| 56 |
+
| 0.3977 | 0.0 | 300 | 0.2933 | 0.2682 |
|
| 57 |
+
| 0.374 | 0.0 | 400 | 0.3043 | 0.2897 |
|
| 58 |
+
| 0.37 | 0.01 | 500 | 0.3074 | 0.2717 |
|
| 59 |
+
| 0.3503 | 0.01 | 600 | 0.3097 | 0.2818 |
|
| 60 |
+
| 0.3765 | 0.01 | 700 | 0.2897 | 0.2739 |
|
| 61 |
+
| 0.3411 | 0.01 | 800 | 0.2865 | 0.2660 |
|
| 62 |
+
| 0.3448 | 0.01 | 900 | 0.2885 | 0.2509 |
|
| 63 |
+
| 0.3363 | 0.01 | 1000 | 0.2857 | 0.2538 |
|
| 64 |
+
| 0.3445 | 0.01 | 1100 | 0.2767 | 0.2451 |
|
| 65 |
+
| 0.2992 | 0.01 | 1200 | 0.2881 | 0.2509 |
|
| 66 |
+
| 0.311 | 0.01 | 1300 | 0.3517 | 0.2401 |
|
| 67 |
+
| 0.2884 | 0.01 | 1400 | 0.3339 | 0.2495 |
|
| 68 |
+
| 0.3027 | 0.01 | 1500 | 0.3485 | 0.2595 |
|
| 69 |
+
| 0.2891 | 0.02 | 1600 | 0.3452 | 0.2574 |
|
| 70 |
+
| 0.2702 | 0.02 | 1700 | 0.3474 | 0.2588 |
|
| 71 |
+
| 0.2754 | 0.02 | 1800 | 0.3471 | 0.2437 |
|
| 72 |
+
| 0.265 | 0.02 | 1900 | 0.3507 | 0.2459 |
|
| 73 |
+
| 0.274 | 0.02 | 2000 | 0.3546 | 0.2365 |
|
| 74 |
+
| 0.2792 | 0.02 | 2100 | 0.3641 | 0.2509 |
|
| 75 |
+
| 0.2648 | 0.02 | 2200 | 0.3623 | 0.2265 |
|
| 76 |
+
| 0.2668 | 0.02 | 2300 | 0.3299 | 0.2315 |
|
| 77 |
+
| 0.2615 | 0.02 | 2400 | 0.3750 | 0.2408 |
|
| 78 |
+
| 0.2774 | 0.03 | 2500 | 0.3363 | 0.2365 |
|
| 79 |
+
| 0.2627 | 0.03 | 2600 | 0.3280 | 0.2315 |
|
| 80 |
+
| 0.264 | 0.03 | 2700 | 0.3240 | 0.2315 |
|
| 81 |
+
| 0.2634 | 0.03 | 2800 | 0.3512 | 0.2236 |
|
| 82 |
+
| 0.2745 | 0.03 | 2900 | 0.3326 | 0.2265 |
|
| 83 |
+
| 0.2787 | 0.03 | 3000 | 0.3194 | 0.2358 |
|
| 84 |
+
| 0.2654 | 0.03 | 3100 | 0.3238 | 0.2322 |
|
| 85 |
+
| 0.2704 | 0.03 | 3200 | 0.3342 | 0.2351 |
|
| 86 |
+
| 0.2599 | 0.03 | 3300 | 0.3518 | 0.2387 |
|
| 87 |
+
| 0.2477 | 0.03 | 3400 | 0.3258 | 0.2301 |
|
| 88 |
+
| 0.2597 | 0.04 | 3500 | 0.3151 | 0.2344 |
|
| 89 |
+
| 0.2582 | 0.04 | 3600 | 0.3250 | 0.2315 |
|
| 90 |
+
| 0.2563 | 0.04 | 3700 | 0.3322 | 0.2344 |
|
| 91 |
+
| 0.269 | 0.04 | 3800 | 0.3218 | 0.2416 |
|
| 92 |
+
| 0.2572 | 0.04 | 3900 | 0.3196 | 0.2308 |
|
| 93 |
+
| 0.2683 | 0.04 | 4000 | 0.3497 | 0.2365 |
|
| 94 |
+
| 0.2542 | 0.04 | 4100 | 0.3290 | 0.2466 |
|
| 95 |
+
| 0.2545 | 0.04 | 4200 | 0.3238 | 0.2437 |
|
| 96 |
+
| 0.2684 | 0.04 | 4300 | 0.3131 | 0.2221 |
|
| 97 |
+
| 0.2518 | 0.04 | 4400 | 0.3267 | 0.2286 |
|
| 98 |
+
| 0.2405 | 0.04 | 4500 | 0.3354 | 0.2243 |
|
| 99 |
+
| 0.2657 | 0.05 | 4600 | 0.3380 | 0.2351 |
|
| 100 |
+
| 0.2658 | 0.05 | 4700 | 0.3372 | 0.2437 |
|
| 101 |
+
| 0.2497 | 0.05 | 4800 | 0.3475 | 0.2286 |
|
| 102 |
+
| 0.256 | 0.05 | 4900 | 0.3447 | 0.2401 |
|
| 103 |
+
| 0.2631 | 0.05 | 5000 | 0.2976 | 0.2416 |
|
| 104 |
+
| 0.2708 | 0.05 | 5100 | 0.3358 | 0.2344 |
|
| 105 |
+
| 0.2676 | 0.05 | 5200 | 0.3251 | 0.2394 |
|
| 106 |
+
| 0.2523 | 0.05 | 5300 | 0.3347 | 0.2315 |
|
| 107 |
+
| 0.248 | 0.05 | 5400 | 0.3308 | 0.2315 |
|
| 108 |
+
| 0.2284 | 0.06 | 5500 | 0.3338 | 0.2372 |
|
| 109 |
+
| 0.2504 | 0.06 | 5600 | 0.3475 | 0.2308 |
|
| 110 |
+
| 0.2531 | 0.06 | 5700 | 0.3227 | 0.2336 |
|
| 111 |
+
| 0.2544 | 0.06 | 5800 | 0.3184 | 0.2315 |
|
| 112 |
+
| 0.2537 | 0.06 | 5900 | 0.3083 | 0.2265 |
|
| 113 |
+
| 0.257 | 0.06 | 6000 | 0.3173 | 0.2308 |
|
| 114 |
+
| 0.2531 | 0.06 | 6100 | 0.3298 | 0.2322 |
|
| 115 |
+
| 0.2497 | 0.06 | 6200 | 0.3001 | 0.2250 |
|
| 116 |
+
| 0.2602 | 0.06 | 6300 | 0.3262 | 0.2301 |
|
| 117 |
+
| 0.2341 | 0.06 | 6400 | 0.3273 | 0.2229 |
|
| 118 |
+
| 0.2521 | 0.07 | 6500 | 0.3334 | 0.2286 |
|
| 119 |
+
| 0.2597 | 0.07 | 6600 | 0.3171 | 0.2157 |
|
| 120 |
+
| 0.2496 | 0.07 | 6700 | 0.3340 | 0.2243 |
|
| 121 |
+
| 0.2412 | 0.07 | 6800 | 0.3035 | 0.2157 |
|
| 122 |
+
| 0.2478 | 0.07 | 6900 | 0.3274 | 0.2171 |
|
| 123 |
+
| 0.2494 | 0.07 | 7000 | 0.3218 | 0.2250 |
|
| 124 |
+
| 0.2525 | 0.07 | 7100 | 0.3321 | 0.2265 |
|
| 125 |
+
| 0.2537 | 0.07 | 7200 | 0.3262 | 0.2265 |
|
| 126 |
+
| 0.2509 | 0.07 | 7300 | 0.3286 | 0.2322 |
|
| 127 |
+
| 0.2434 | 0.07 | 7400 | 0.3259 | 0.2193 |
|
| 128 |
+
| 0.2394 | 0.07 | 7500 | 0.3303 | 0.2185 |
|
| 129 |
+
| 0.2527 | 0.08 | 7600 | 0.3237 | 0.2229 |
|
| 130 |
+
| 0.3968 | 0.08 | 7700 | 0.2598 | 0.2315 |
|
| 131 |
+
| 0.3999 | 0.08 | 7800 | 0.2541 | 0.2272 |
|
| 132 |
+
| 0.3684 | 0.08 | 7900 | 0.2858 | 0.2351 |
|
| 133 |
+
| 0.3622 | 0.08 | 8000 | 0.2591 | 0.2214 |
|
| 134 |
+
| 0.3823 | 0.08 | 8100 | 0.2529 | 0.2250 |
|
| 135 |
+
| 0.3638 | 0.08 | 8200 | 0.2598 | 0.2301 |
|
| 136 |
+
| 0.4044 | 0.08 | 8300 | 0.2586 | 0.2214 |
|
| 137 |
+
| 0.3785 | 0.08 | 8400 | 0.2464 | 0.2265 |
|
| 138 |
+
| 0.3412 | 0.09 | 8500 | 0.2611 | 0.2214 |
|
| 139 |
+
| 0.3626 | 0.09 | 8600 | 0.2428 | 0.2193 |
|
| 140 |
+
| 0.3571 | 0.09 | 8700 | 0.2369 | 0.2121 |
|
| 141 |
+
| 0.3877 | 0.09 | 8800 | 0.2461 | 0.2243 |
|
| 142 |
+
| 0.3797 | 0.09 | 8900 | 0.2574 | 0.2272 |
|
| 143 |
+
| 0.3454 | 0.09 | 9000 | 0.2653 | 0.2135 |
|
| 144 |
+
| 0.347 | 0.09 | 9100 | 0.2584 | 0.2265 |
|
| 145 |
+
| 0.3592 | 0.09 | 9200 | 0.2495 | 0.2250 |
|
| 146 |
+
| 0.3536 | 0.09 | 9300 | 0.2490 | 0.2207 |
|
| 147 |
+
| 0.3655 | 0.09 | 9400 | 0.2447 | 0.2214 |
|
| 148 |
+
| 0.3668 | 0.1 | 9500 | 0.2423 | 0.2078 |
|
| 149 |
+
| 0.3491 | 0.1 | 9600 | 0.2456 | 0.2164 |
|
| 150 |
+
| 0.3442 | 0.1 | 9700 | 0.2411 | 0.2027 |
|
| 151 |
+
| 0.372 | 0.1 | 9800 | 0.2618 | 0.2193 |
|
| 152 |
+
| 0.3345 | 0.1 | 9900 | 0.2500 | 0.2272 |
|
| 153 |
+
| 0.3628 | 0.1 | 10000 | 0.2438 | 0.2128 |
|
| 154 |
+
| 0.3781 | 0.1 | 10100 | 0.2546 | 0.2200 |
|
| 155 |
+
| 0.3478 | 0.1 | 10200 | 0.2553 | 0.2157 |
|
| 156 |
+
| 0.3461 | 0.1 | 10300 | 0.2543 | 0.2128 |
|
| 157 |
+
| 0.35 | 0.1 | 10400 | 0.2418 | 0.2121 |
|
| 158 |
+
| 0.3557 | 0.1 | 10500 | 0.2628 | 0.2207 |
|
| 159 |
+
| 0.3384 | 0.11 | 10600 | 0.2396 | 0.2171 |
|
| 160 |
+
| 0.3373 | 0.11 | 10700 | 0.2582 | 0.2200 |
|
| 161 |
+
| 0.3596 | 0.11 | 10800 | 0.2554 | 0.2092 |
|
| 162 |
+
| 0.3218 | 0.11 | 10900 | 0.2389 | 0.2178 |
|
| 163 |
+
| 0.3532 | 0.11 | 11000 | 0.2454 | 0.2279 |
|
| 164 |
+
| 0.3661 | 0.11 | 11100 | 0.2455 | 0.2250 |
|
| 165 |
+
| 0.362 | 0.11 | 11200 | 0.2461 | 0.2193 |
|
| 166 |
+
| 0.3465 | 0.11 | 11300 | 0.2437 | 0.2243 |
|
| 167 |
+
| 0.3345 | 0.11 | 11400 | 0.2427 | 0.2085 |
|
| 168 |
+
| 0.3691 | 0.12 | 11500 | 0.2488 | 0.2221 |
|
| 169 |
+
| 0.3386 | 0.12 | 11600 | 0.2476 | 0.2135 |
|
| 170 |
+
| 0.3425 | 0.12 | 11700 | 0.2449 | 0.2243 |
|
| 171 |
+
| 0.345 | 0.12 | 11800 | 0.2480 | 0.2135 |
|
| 172 |
+
| 0.3426 | 0.12 | 11900 | 0.2587 | 0.2272 |
|
| 173 |
+
| 0.3234 | 0.12 | 12000 | 0.2393 | 0.2200 |
|
| 174 |
+
| 0.3402 | 0.12 | 12100 | 0.2471 | 0.2185 |
|
| 175 |
+
| 0.3225 | 0.12 | 12200 | 0.2551 | 0.2157 |
|
| 176 |
+
| 0.3503 | 0.12 | 12300 | 0.2539 | 0.2243 |
|
| 177 |
+
| 0.3396 | 0.12 | 12400 | 0.2596 | 0.2236 |
|
| 178 |
+
| 0.3182 | 0.12 | 12500 | 0.2646 | 0.2279 |
|
| 179 |
+
| 0.3281 | 0.13 | 12600 | 0.2660 | 0.2229 |
|
| 180 |
+
| 0.3444 | 0.13 | 12700 | 0.2469 | 0.2128 |
|
| 181 |
+
| 0.3323 | 0.13 | 12800 | 0.2526 | 0.2178 |
|
| 182 |
+
| 0.3248 | 0.13 | 12900 | 0.2558 | 0.2157 |
|
| 183 |
+
| 0.3317 | 0.13 | 13000 | 0.2454 | 0.2157 |
|
| 184 |
+
| 0.3441 | 1.0 | 13100 | 0.2380 | 0.2243 |
|
| 185 |
+
| 0.3359 | 1.0 | 13200 | 0.2251 | 0.2157 |
|
| 186 |
+
| 0.3413 | 1.0 | 13300 | 0.2310 | 0.2142 |
|
| 187 |
+
| 0.3283 | 1.0 | 13400 | 0.2275 | 0.2193 |
|
| 188 |
+
| 0.3171 | 1.0 | 13500 | 0.2290 | 0.2236 |
|
| 189 |
+
| 0.3153 | 1.01 | 13600 | 0.2341 | 0.2229 |
|
| 190 |
+
| 0.3143 | 1.01 | 13700 | 0.2358 | 0.2243 |
|
| 191 |
+
| 0.3401 | 1.01 | 13800 | 0.2374 | 0.2157 |
|
| 192 |
+
| 0.2979 | 1.01 | 13900 | 0.2335 | 0.2207 |
|
| 193 |
+
| 0.3075 | 1.01 | 14000 | 0.2288 | 0.2221 |
|
| 194 |
+
| 0.308 | 1.01 | 14100 | 0.2354 | 0.2221 |
|
| 195 |
+
| 0.3272 | 1.01 | 14200 | 0.2339 | 0.2214 |
|
| 196 |
+
| 0.2748 | 1.01 | 14300 | 0.2411 | 0.2286 |
|
| 197 |
+
| 0.258 | 1.01 | 14400 | 0.3018 | 0.2121 |
|
| 198 |
+
| 0.2607 | 1.01 | 14500 | 0.2944 | 0.2142 |
|
| 199 |
+
| 0.2526 | 1.02 | 14600 | 0.3000 | 0.2178 |
|
| 200 |
+
| 0.2522 | 1.02 | 14700 | 0.2988 | 0.2185 |
|
| 201 |
+
| 0.2374 | 1.02 | 14800 | 0.2888 | 0.2150 |
|
| 202 |
+
| 0.253 | 1.02 | 14900 | 0.2888 | 0.2135 |
|
| 203 |
+
| 0.2349 | 1.02 | 15000 | 0.3067 | 0.2106 |
|
| 204 |
+
| 0.2511 | 1.02 | 15100 | 0.2910 | 0.2128 |
|
| 205 |
+
| 0.2428 | 1.02 | 15200 | 0.2937 | 0.2114 |
|
| 206 |
+
| 0.2262 | 1.02 | 15300 | 0.3026 | 0.2193 |
|
| 207 |
+
| 0.2467 | 1.02 | 15400 | 0.2996 | 0.2221 |
|
| 208 |
+
| 0.2243 | 1.02 | 15500 | 0.3104 | 0.2049 |
|
| 209 |
+
| 0.2423 | 1.03 | 15600 | 0.2798 | 0.2114 |
|
| 210 |
+
| 0.2339 | 1.03 | 15700 | 0.2699 | 0.2128 |
|
| 211 |
+
| 0.2448 | 1.03 | 15800 | 0.3051 | 0.2106 |
|
| 212 |
+
| 0.2373 | 1.03 | 15900 | 0.3193 | 0.2135 |
|
| 213 |
+
| 0.249 | 1.03 | 16000 | 0.2992 | 0.2085 |
|
| 214 |
+
| 0.2473 | 1.03 | 16100 | 0.2982 | 0.2135 |
|
| 215 |
+
| 0.2427 | 1.03 | 16200 | 0.3118 | 0.2150 |
|
| 216 |
+
| 0.2439 | 1.03 | 16300 | 0.3238 | 0.2106 |
|
| 217 |
+
| 0.2317 | 1.03 | 16400 | 0.3075 | 0.2092 |
|
| 218 |
+
| 0.2257 | 1.03 | 16500 | 0.3110 | 0.2243 |
|
| 219 |
+
| 0.2418 | 1.04 | 16600 | 0.3005 | 0.2150 |
|
| 220 |
+
| 0.2264 | 1.04 | 16700 | 0.2978 | 0.2200 |
|
| 221 |
+
| 0.2389 | 1.04 | 16800 | 0.3078 | 0.2035 |
|
| 222 |
+
| 0.2457 | 1.04 | 16900 | 0.3227 | 0.2142 |
|
| 223 |
+
| 0.2479 | 1.04 | 17000 | 0.2922 | 0.2106 |
|
| 224 |
+
| 0.242 | 1.04 | 17100 | 0.2943 | 0.2099 |
|
| 225 |
+
| 0.2218 | 1.04 | 17200 | 0.3123 | 0.2099 |
|
| 226 |
+
| 0.2442 | 1.04 | 17300 | 0.3217 | 0.2157 |
|
| 227 |
+
| 0.2467 | 1.04 | 17400 | 0.3133 | 0.2078 |
|
| 228 |
+
| 0.2296 | 1.04 | 17500 | 0.3113 | 0.2128 |
|
| 229 |
+
| 0.2272 | 1.05 | 17600 | 0.3082 | 0.2085 |
|
| 230 |
+
| 0.2462 | 1.05 | 17700 | 0.3170 | 0.2121 |
|
| 231 |
+
| 0.2378 | 1.05 | 17800 | 0.3133 | 0.2150 |
|
| 232 |
+
| 0.244 | 1.05 | 17900 | 0.3041 | 0.2092 |
|
| 233 |
+
| 0.232 | 1.05 | 18000 | 0.3113 | 0.2078 |
|
| 234 |
+
| 0.2511 | 1.05 | 18100 | 0.2830 | 0.2078 |
|
| 235 |
+
| 0.2487 | 1.05 | 18200 | 0.3015 | 0.2157 |
|
| 236 |
+
| 0.2302 | 1.05 | 18300 | 0.2813 | 0.2049 |
|
| 237 |
+
| 0.2256 | 1.05 | 18400 | 0.3110 | 0.1999 |
|
| 238 |
+
| 0.2273 | 1.05 | 18500 | 0.3183 | 0.2020 |
|
| 239 |
+
| 0.2256 | 1.06 | 18600 | 0.3083 | 0.2027 |
|
| 240 |
+
| 0.2242 | 1.06 | 18700 | 0.3042 | 0.1977 |
|
| 241 |
+
| 0.2436 | 1.06 | 18800 | 0.2861 | 0.1934 |
|
| 242 |
+
| 0.2345 | 1.06 | 18900 | 0.2876 | 0.1941 |
|
| 243 |
+
| 0.2482 | 1.06 | 19000 | 0.3003 | 0.2027 |
|
| 244 |
+
| 0.2236 | 1.06 | 19100 | 0.3085 | 0.1955 |
|
| 245 |
+
| 0.2199 | 1.06 | 19200 | 0.3150 | 0.2006 |
|
| 246 |
+
| 0.2305 | 1.06 | 19300 | 0.3172 | 0.2020 |
|
| 247 |
+
| 0.2395 | 1.06 | 19400 | 0.2879 | 0.2013 |
|
| 248 |
+
| 0.2301 | 1.06 | 19500 | 0.2818 | 0.2013 |
|
| 249 |
+
| 0.2496 | 1.07 | 19600 | 0.2883 | 0.2049 |
|
| 250 |
+
| 0.2332 | 1.07 | 19700 | 0.2962 | 0.2078 |
|
| 251 |
+
| 0.2193 | 1.07 | 19800 | 0.3092 | 0.2020 |
|
| 252 |
+
| 0.2268 | 1.07 | 19900 | 0.3079 | 0.2027 |
|
| 253 |
+
| 0.2262 | 1.07 | 20000 | 0.2986 | 0.2013 |
|
| 254 |
+
| 0.2391 | 1.07 | 20100 | 0.2974 | 0.1927 |
|
| 255 |
+
| 0.2374 | 1.07 | 20200 | 0.2993 | 0.1999 |
|
| 256 |
+
| 0.2319 | 1.07 | 20300 | 0.2974 | 0.2056 |
|
| 257 |
+
| 0.2273 | 1.07 | 20400 | 0.3122 | 0.2049 |
|
| 258 |
+
| 0.2303 | 1.07 | 20500 | 0.3386 | 0.2114 |
|
| 259 |
+
| 0.2362 | 1.08 | 20600 | 0.2870 | 0.2085 |
|
| 260 |
+
| 0.242 | 1.08 | 20700 | 0.2837 | 0.2135 |
|
| 261 |
+
| 0.3666 | 1.08 | 20800 | 0.2503 | 0.2171 |
|
| 262 |
+
| 0.3604 | 1.08 | 20900 | 0.2357 | 0.2085 |
|
| 263 |
+
| 0.3385 | 1.08 | 21000 | 0.2360 | 0.2085 |
|
| 264 |
+
| 0.3461 | 1.08 | 21100 | 0.2391 | 0.2070 |
|
| 265 |
+
| 0.3348 | 1.08 | 21200 | 0.2389 | 0.2106 |
|
| 266 |
+
| 0.3415 | 1.08 | 21300 | 0.2364 | 0.2128 |
|
| 267 |
+
| 0.36 | 1.08 | 21400 | 0.2356 | 0.2135 |
|
| 268 |
+
| 0.3513 | 1.08 | 21500 | 0.2439 | 0.2070 |
|
| 269 |
+
| 0.3097 | 1.09 | 21600 | 0.2308 | 0.2027 |
|
| 270 |
+
| 0.3396 | 1.09 | 21700 | 0.2405 | 0.2070 |
|
| 271 |
+
| 0.3427 | 1.09 | 21800 | 0.2391 | 0.2078 |
|
| 272 |
+
| 0.3612 | 1.09 | 21900 | 0.2463 | 0.2027 |
|
| 273 |
+
| 0.3626 | 1.09 | 22000 | 0.2335 | 0.2178 |
|
| 274 |
+
| 0.3252 | 1.09 | 22100 | 0.2361 | 0.2027 |
|
| 275 |
+
| 0.314 | 1.09 | 22200 | 0.2319 | 0.2049 |
|
| 276 |
+
| 0.3394 | 1.09 | 22300 | 0.2342 | 0.2078 |
|
| 277 |
+
| 0.3313 | 1.09 | 22400 | 0.2425 | 0.2056 |
|
| 278 |
+
| 0.3414 | 1.09 | 22500 | 0.2311 | 0.2085 |
|
| 279 |
+
| 0.3307 | 1.1 | 22600 | 0.2347 | 0.1991 |
|
| 280 |
+
| 0.3436 | 1.1 | 22700 | 0.2515 | 0.2063 |
|
| 281 |
+
| 0.3221 | 1.1 | 22800 | 0.2415 | 0.2013 |
|
| 282 |
+
| 0.3272 | 1.1 | 22900 | 0.2275 | 0.2035 |
|
| 283 |
+
| 0.3193 | 1.1 | 23000 | 0.2321 | 0.2013 |
|
| 284 |
+
| 0.329 | 1.1 | 23100 | 0.2319 | 0.1991 |
|
| 285 |
+
| 0.3451 | 1.1 | 23200 | 0.2306 | 0.2070 |
|
| 286 |
+
| 0.3312 | 1.1 | 23300 | 0.2385 | 0.1984 |
|
| 287 |
+
| 0.3266 | 1.1 | 23400 | 0.2372 | 0.2157 |
|
| 288 |
+
| 0.3258 | 1.1 | 23500 | 0.2401 | 0.2128 |
|
| 289 |
+
| 0.3178 | 1.11 | 23600 | 0.2453 | 0.2042 |
|
| 290 |
+
| 0.3253 | 1.11 | 23700 | 0.2451 | 0.2171 |
|
| 291 |
+
| 0.3308 | 1.11 | 23800 | 0.2309 | 0.2027 |
|
| 292 |
+
| 0.3243 | 1.11 | 23900 | 0.2411 | 0.2085 |
|
| 293 |
+
| 0.3225 | 1.11 | 24000 | 0.2352 | 0.2049 |
|
| 294 |
+
| 0.34 | 1.11 | 24100 | 0.2376 | 0.2063 |
|
| 295 |
+
| 0.3474 | 1.11 | 24200 | 0.2374 | 0.2056 |
|
| 296 |
+
| 0.3284 | 1.11 | 24300 | 0.2346 | 0.2135 |
|
| 297 |
+
| 0.3141 | 1.11 | 24400 | 0.2519 | 0.2078 |
|
| 298 |
+
| 0.3255 | 1.11 | 24500 | 0.2381 | 0.2078 |
|
| 299 |
+
| 0.3397 | 1.12 | 24600 | 0.2345 | 0.2114 |
|
| 300 |
+
| 0.3372 | 1.12 | 24700 | 0.2284 | 0.2106 |
|
| 301 |
+
| 0.3403 | 1.12 | 24800 | 0.2273 | 0.2128 |
|
| 302 |
+
| 0.3219 | 1.12 | 24900 | 0.2499 | 0.2063 |
|
| 303 |
+
| 0.3172 | 1.12 | 25000 | 0.2445 | 0.2106 |
|
| 304 |
+
| 0.3123 | 1.12 | 25100 | 0.2279 | 0.2142 |
|
| 305 |
+
| 0.3097 | 1.12 | 25200 | 0.2463 | 0.2135 |
|
| 306 |
+
| 0.3214 | 1.12 | 25300 | 0.2353 | 0.2114 |
|
| 307 |
+
| 0.3357 | 1.12 | 25400 | 0.2568 | 0.2121 |
|
| 308 |
+
| 0.3239 | 1.12 | 25500 | 0.2553 | 0.2114 |
|
| 309 |
+
| 0.3124 | 1.13 | 25600 | 0.2418 | 0.2200 |
|
| 310 |
+
| 0.3068 | 1.13 | 25700 | 0.2422 | 0.2150 |
|
| 311 |
+
| 0.3064 | 1.13 | 25800 | 0.2451 | 0.2070 |
|
| 312 |
+
| 0.2955 | 1.13 | 25900 | 0.2310 | 0.2085 |
|
| 313 |
+
| 0.3152 | 1.13 | 26000 | 0.2219 | 0.2099 |
|
| 314 |
+
| 0.2934 | 1.13 | 26100 | 0.2289 | 0.2135 |
|
| 315 |
+
| 0.3373 | 2.0 | 26200 | 0.2199 | 0.2164 |
|
| 316 |
+
| 0.3294 | 2.0 | 26300 | 0.2121 | 0.2078 |
|
| 317 |
+
| 0.3155 | 2.0 | 26400 | 0.2132 | 0.2092 |
|
| 318 |
+
| 0.3139 | 2.0 | 26500 | 0.2170 | 0.2135 |
|
| 319 |
+
| 0.3186 | 2.0 | 26600 | 0.2181 | 0.2092 |
|
| 320 |
+
| 0.2963 | 2.01 | 26700 | 0.2168 | 0.2142 |
|
| 321 |
+
| 0.3143 | 2.01 | 26800 | 0.2130 | 0.2092 |
|
| 322 |
+
| 0.3159 | 2.01 | 26900 | 0.2139 | 0.2099 |
|
| 323 |
+
| 0.2978 | 2.01 | 27000 | 0.2196 | 0.2193 |
|
| 324 |
+
| 0.2888 | 2.01 | 27100 | 0.2162 | 0.2121 |
|
| 325 |
+
| 0.2854 | 2.01 | 27200 | 0.2159 | 0.2135 |
|
| 326 |
+
| 0.2913 | 2.01 | 27300 | 0.2168 | 0.2121 |
|
| 327 |
+
| 0.2569 | 2.01 | 27400 | 0.2662 | 0.2114 |
|
| 328 |
+
| 0.2275 | 2.01 | 27500 | 0.2800 | 0.2006 |
|
| 329 |
+
| 0.2397 | 2.01 | 27600 | 0.2693 | 0.2114 |
|
| 330 |
+
| 0.2453 | 2.02 | 27700 | 0.2756 | 0.2070 |
|
| 331 |
+
| 0.233 | 2.02 | 27800 | 0.2884 | 0.2049 |
|
| 332 |
+
| 0.2226 | 2.02 | 27900 | 0.2765 | 0.2078 |
|
| 333 |
+
| 0.2278 | 2.02 | 28000 | 0.2944 | 0.2013 |
|
| 334 |
+
| 0.2241 | 2.02 | 28100 | 0.2897 | 0.2027 |
|
| 335 |
+
| 0.2388 | 2.02 | 28200 | 0.2881 | 0.2020 |
|
| 336 |
+
| 0.2301 | 2.02 | 28300 | 0.2844 | 0.1963 |
|
| 337 |
+
| 0.2164 | 2.02 | 28400 | 0.2978 | 0.2020 |
|
| 338 |
+
| 0.2286 | 2.02 | 28500 | 0.2919 | 0.1991 |
|
| 339 |
+
| 0.222 | 2.02 | 28600 | 0.2748 | 0.1970 |
|
| 340 |
+
| 0.2257 | 2.03 | 28700 | 0.2768 | 0.1984 |
|
| 341 |
+
| 0.222 | 2.03 | 28800 | 0.2665 | 0.1948 |
|
| 342 |
+
| 0.2333 | 2.03 | 28900 | 0.2796 | 0.1999 |
|
| 343 |
+
| 0.2243 | 2.03 | 29000 | 0.2913 | 0.2020 |
|
| 344 |
+
| 0.2556 | 2.03 | 29100 | 0.2831 | 0.1891 |
|
| 345 |
+
| 0.2185 | 2.03 | 29200 | 0.2784 | 0.1970 |
|
| 346 |
+
| 0.2207 | 2.03 | 29300 | 0.2896 | 0.1884 |
|
| 347 |
+
| 0.2326 | 2.03 | 29400 | 0.2907 | 0.2035 |
|
| 348 |
+
| 0.211 | 2.03 | 29500 | 0.2868 | 0.1927 |
|
| 349 |
+
| 0.2156 | 2.03 | 29600 | 0.2917 | 0.1977 |
|
| 350 |
+
| 0.2311 | 2.04 | 29700 | 0.2749 | 0.1999 |
|
| 351 |
+
| 0.2131 | 2.04 | 29800 | 0.2994 | 0.1905 |
|
| 352 |
+
| 0.2251 | 2.04 | 29900 | 0.2868 | 0.1970 |
|
| 353 |
+
| 0.2252 | 2.04 | 30000 | 0.2845 | 0.1999 |
|
| 354 |
+
| 0.2284 | 2.04 | 30100 | 0.2898 | 0.2035 |
|
| 355 |
+
| 0.2256 | 2.04 | 30200 | 0.2919 | 0.2006 |
|
| 356 |
+
| 0.2139 | 2.04 | 30300 | 0.2977 | 0.1999 |
|
| 357 |
+
| 0.2326 | 2.04 | 30400 | 0.2881 | 0.2078 |
|
| 358 |
+
| 0.2247 | 2.04 | 30500 | 0.2769 | 0.2027 |
|
| 359 |
+
| 0.226 | 2.04 | 30600 | 0.2787 | 0.2035 |
|
| 360 |
+
| 0.2234 | 2.05 | 30700 | 0.2764 | 0.2035 |
|
| 361 |
+
| 0.2268 | 2.05 | 30800 | 0.2925 | 0.1977 |
|
| 362 |
+
| 0.2113 | 2.05 | 30900 | 0.2949 | 0.2035 |
|
| 363 |
+
| 0.2301 | 2.05 | 31000 | 0.2882 | 0.2020 |
|
| 364 |
+
| 0.2153 | 2.05 | 31100 | 0.2915 | 0.1984 |
|
| 365 |
+
| 0.2341 | 2.05 | 31200 | 0.2841 | 0.2013 |
|
| 366 |
+
| 0.2276 | 2.05 | 31300 | 0.2804 | 0.1934 |
|
| 367 |
+
| 0.2244 | 2.05 | 31400 | 0.2824 | 0.1999 |
|
| 368 |
+
| 0.2088 | 2.05 | 31500 | 0.2928 | 0.1999 |
|
| 369 |
+
| 0.2073 | 2.05 | 31600 | 0.2911 | 0.1977 |
|
| 370 |
+
| 0.2232 | 2.06 | 31700 | 0.2925 | 0.1991 |
|
| 371 |
+
| 0.2197 | 2.06 | 31800 | 0.2799 | 0.1999 |
|
| 372 |
+
| 0.2265 | 2.06 | 31900 | 0.2780 | 0.1927 |
|
| 373 |
+
| 0.2246 | 2.06 | 32000 | 0.2841 | 0.1955 |
|
| 374 |
+
| 0.2289 | 2.06 | 32100 | 0.2702 | 0.1941 |
|
| 375 |
+
| 0.2118 | 2.06 | 32200 | 0.2926 | 0.1999 |
|
| 376 |
+
| 0.2127 | 2.06 | 32300 | 0.2932 | 0.1977 |
|
| 377 |
+
| 0.2227 | 2.06 | 32400 | 0.2883 | 0.1977 |
|
| 378 |
+
| 0.2213 | 2.06 | 32500 | 0.2920 | 0.1999 |
|
| 379 |
+
| 0.2352 | 2.06 | 32600 | 0.2742 | 0.2063 |
|
| 380 |
+
| 0.2157 | 2.07 | 32700 | 0.2796 | 0.1955 |
|
| 381 |
+
| 0.2157 | 2.07 | 32800 | 0.2870 | 0.2063 |
|
| 382 |
+
| 0.2085 | 2.07 | 32900 | 0.2765 | 0.2049 |
|
| 383 |
+
| 0.2138 | 2.07 | 33000 | 0.2915 | 0.2078 |
|
| 384 |
+
| 0.2145 | 2.07 | 33100 | 0.2912 | 0.1927 |
|
| 385 |
+
| 0.2104 | 2.07 | 33200 | 0.2702 | 0.1898 |
|
| 386 |
+
| 0.2196 | 2.07 | 33300 | 0.2677 | 0.1891 |
|
| 387 |
+
| 0.2265 | 2.07 | 33400 | 0.2855 | 0.1884 |
|
| 388 |
+
| 0.2132 | 2.07 | 33500 | 0.2962 | 0.1970 |
|
| 389 |
+
| 0.2202 | 2.07 | 33600 | 0.2948 | 0.1934 |
|
| 390 |
+
| 0.2253 | 2.08 | 33700 | 0.2820 | 0.2013 |
|
| 391 |
+
| 0.2749 | 2.08 | 33800 | 0.2453 | 0.1991 |
|
| 392 |
+
| 0.3476 | 2.08 | 33900 | 0.2301 | 0.2035 |
|
| 393 |
+
| 0.3255 | 2.08 | 34000 | 0.2231 | 0.1948 |
|
| 394 |
+
| 0.3219 | 2.08 | 34100 | 0.2354 | 0.1948 |
|
| 395 |
+
| 0.3436 | 2.08 | 34200 | 0.2154 | 0.1999 |
|
| 396 |
+
| 0.3203 | 2.08 | 34300 | 0.2268 | 0.1948 |
|
| 397 |
+
| 0.3551 | 2.08 | 34400 | 0.2189 | 0.1970 |
|
| 398 |
+
| 0.3304 | 2.08 | 34500 | 0.2204 | 0.1934 |
|
| 399 |
+
| 0.3227 | 2.08 | 34600 | 0.2222 | 0.2020 |
|
| 400 |
+
| 0.3117 | 2.09 | 34700 | 0.2287 | 0.1927 |
|
| 401 |
+
| 0.3231 | 2.09 | 34800 | 0.2229 | 0.1884 |
|
| 402 |
+
| 0.3302 | 2.09 | 34900 | 0.2262 | 0.1977 |
|
| 403 |
+
| 0.3522 | 2.09 | 35000 | 0.2313 | 0.2013 |
|
| 404 |
+
| 0.3218 | 2.09 | 35100 | 0.2218 | 0.1934 |
|
| 405 |
+
| 0.309 | 2.09 | 35200 | 0.2227 | 0.1905 |
|
| 406 |
+
| 0.3114 | 2.09 | 35300 | 0.2181 | 0.1891 |
|
| 407 |
+
| 0.3215 | 2.09 | 35400 | 0.2334 | 0.1963 |
|
| 408 |
+
| 0.3129 | 2.09 | 35500 | 0.2307 | 0.2027 |
|
| 409 |
+
| 0.3285 | 2.09 | 35600 | 0.2311 | 0.2006 |
|
| 410 |
+
| 0.3122 | 2.1 | 35700 | 0.2181 | 0.2070 |
|
| 411 |
+
| 0.3122 | 2.1 | 35800 | 0.2253 | 0.1934 |
|
| 412 |
+
| 0.3259 | 2.1 | 35900 | 0.2295 | 0.1934 |
|
| 413 |
+
| 0.3175 | 2.1 | 36000 | 0.2362 | 0.1977 |
|
| 414 |
+
| 0.3005 | 2.1 | 36100 | 0.2203 | 0.2013 |
|
| 415 |
+
| 0.3379 | 2.1 | 36200 | 0.2278 | 0.1934 |
|
| 416 |
+
| 0.3254 | 2.1 | 36300 | 0.2236 | 0.1891 |
|
| 417 |
+
| 0.2961 | 2.1 | 36400 | 0.2200 | 0.1927 |
|
| 418 |
+
| 0.3145 | 2.1 | 36500 | 0.2422 | 0.1984 |
|
| 419 |
+
| 0.3312 | 2.1 | 36600 | 0.2243 | 0.1991 |
|
| 420 |
+
| 0.297 | 2.11 | 36700 | 0.2180 | 0.2006 |
|
| 421 |
+
| 0.2973 | 2.11 | 36800 | 0.2261 | 0.1963 |
|
| 422 |
+
| 0.3078 | 2.11 | 36900 | 0.2255 | 0.1970 |
|
| 423 |
+
| 0.3081 | 2.11 | 37000 | 0.2349 | 0.2020 |
|
| 424 |
+
| 0.3069 | 2.11 | 37100 | 0.2189 | 0.1941 |
|
| 425 |
+
| 0.3339 | 2.11 | 37200 | 0.2242 | 0.1919 |
|
| 426 |
+
| 0.319 | 2.11 | 37300 | 0.2286 | 0.1927 |
|
| 427 |
+
| 0.3219 | 2.11 | 37400 | 0.2284 | 0.1999 |
|
| 428 |
+
| 0.2991 | 2.11 | 37500 | 0.2315 | 0.1948 |
|
| 429 |
+
| 0.3165 | 2.11 | 37600 | 0.2203 | 0.2006 |
|
| 430 |
+
| 0.3157 | 2.12 | 37700 | 0.2298 | 0.1970 |
|
| 431 |
+
| 0.3226 | 2.12 | 37800 | 0.2335 | 0.1963 |
|
| 432 |
+
| 0.3172 | 2.12 | 37900 | 0.2177 | 0.1963 |
|
| 433 |
+
| 0.2901 | 2.12 | 38000 | 0.2308 | 0.1970 |
|
| 434 |
+
| 0.3084 | 2.12 | 38100 | 0.2435 | 0.2020 |
|
| 435 |
+
| 0.2965 | 2.12 | 38200 | 0.2261 | 0.1970 |
|
| 436 |
+
| 0.2859 | 2.12 | 38300 | 0.2279 | 0.1963 |
|
| 437 |
+
| 0.3067 | 2.12 | 38400 | 0.2264 | 0.1905 |
|
| 438 |
+
| 0.3078 | 2.12 | 38500 | 0.2356 | 0.1999 |
|
| 439 |
+
| 0.3018 | 2.12 | 38600 | 0.2523 | 0.1884 |
|
| 440 |
+
| 0.3006 | 2.13 | 38700 | 0.2379 | 0.1991 |
|
| 441 |
+
| 0.2953 | 2.13 | 38800 | 0.2335 | 0.2035 |
|
| 442 |
+
| 0.3118 | 2.13 | 38900 | 0.2305 | 0.2085 |
|
| 443 |
+
| 0.2932 | 2.13 | 39000 | 0.2283 | 0.1984 |
|
| 444 |
+
| 0.2949 | 2.13 | 39100 | 0.2304 | 0.1941 |
|
| 445 |
+
| 0.2936 | 2.13 | 39200 | 0.2343 | 0.1970 |
|
| 446 |
+
| 0.3143 | 3.0 | 39300 | 0.2083 | 0.1955 |
|
| 447 |
+
| 0.3219 | 3.0 | 39400 | 0.2092 | 0.1963 |
|
| 448 |
+
| 0.3121 | 3.0 | 39500 | 0.2110 | 0.1934 |
|
| 449 |
+
| 0.3077 | 3.0 | 39600 | 0.2065 | 0.2027 |
|
| 450 |
+
| 0.2991 | 3.0 | 39700 | 0.2082 | 0.2070 |
|
| 451 |
+
| 0.2991 | 3.01 | 39800 | 0.2071 | 0.2013 |
|
| 452 |
+
| 0.3002 | 3.01 | 39900 | 0.2076 | 0.1999 |
|
| 453 |
+
| 0.2958 | 3.01 | 40000 | 0.2112 | 0.1955 |
|
| 454 |
+
| 0.2903 | 3.01 | 40100 | 0.2092 | 0.1948 |
|
| 455 |
+
| 0.2836 | 3.01 | 40200 | 0.2115 | 0.1948 |
|
| 456 |
+
| 0.2909 | 3.01 | 40300 | 0.2089 | 0.1948 |
|
| 457 |
+
| 0.2819 | 3.01 | 40400 | 0.2111 | 0.1919 |
|
| 458 |
+
| 0.2443 | 3.01 | 40500 | 0.2712 | 0.1941 |
|
| 459 |
+
| 0.2375 | 3.01 | 40600 | 0.2530 | 0.1919 |
|
| 460 |
+
| 0.2368 | 3.01 | 40700 | 0.2631 | 0.1955 |
|
| 461 |
+
| 0.225 | 3.02 | 40800 | 0.2684 | 0.1884 |
|
| 462 |
+
| 0.2296 | 3.02 | 40900 | 0.2657 | 0.1955 |
|
| 463 |
+
| 0.2193 | 3.02 | 41000 | 0.2657 | 0.1898 |
|
| 464 |
+
| 0.2118 | 3.02 | 41100 | 0.2737 | 0.1891 |
|
| 465 |
+
| 0.2155 | 3.02 | 41200 | 0.2821 | 0.1948 |
|
| 466 |
+
| 0.2298 | 3.02 | 41300 | 0.2765 | 0.1891 |
|
| 467 |
+
| 0.2067 | 3.02 | 41400 | 0.2724 | 0.1898 |
|
| 468 |
+
| 0.2065 | 3.02 | 41500 | 0.2820 | 0.1848 |
|
| 469 |
+
| 0.218 | 3.02 | 41600 | 0.2782 | 0.1891 |
|
| 470 |
+
| 0.212 | 3.02 | 41700 | 0.2724 | 0.1941 |
|
| 471 |
+
| 0.2109 | 3.03 | 41800 | 0.2715 | 0.1891 |
|
| 472 |
+
| 0.2094 | 3.03 | 41900 | 0.2687 | 0.1876 |
|
| 473 |
+
| 0.2256 | 3.03 | 42000 | 0.2843 | 0.1919 |
|
| 474 |
+
| 0.2156 | 3.03 | 42100 | 0.2742 | 0.1905 |
|
| 475 |
+
| 0.2397 | 3.03 | 42200 | 0.2744 | 0.1941 |
|
| 476 |
+
| 0.2097 | 3.03 | 42300 | 0.2690 | 0.1869 |
|
| 477 |
+
| 0.228 | 3.03 | 42400 | 0.2614 | 0.2042 |
|
| 478 |
+
| 0.2105 | 3.03 | 42500 | 0.2782 | 0.1833 |
|
| 479 |
+
| 0.2088 | 3.03 | 42600 | 0.2973 | 0.1912 |
|
| 480 |
+
| 0.2165 | 3.03 | 42700 | 0.2891 | 0.1898 |
|
| 481 |
+
| 0.2108 | 3.04 | 42800 | 0.2601 | 0.1905 |
|
| 482 |
+
| 0.2059 | 3.04 | 42900 | 0.2823 | 0.1919 |
|
| 483 |
+
| 0.218 | 3.04 | 43000 | 0.2801 | 0.1898 |
|
| 484 |
+
| 0.2198 | 3.04 | 43100 | 0.2717 | 0.1848 |
|
| 485 |
+
| 0.2244 | 3.04 | 43200 | 0.2548 | 0.1955 |
|
| 486 |
+
| 0.2158 | 3.04 | 43300 | 0.2697 | 0.1963 |
|
| 487 |
+
| 0.2093 | 3.04 | 43400 | 0.2917 | 0.1970 |
|
| 488 |
+
| 0.2283 | 3.04 | 43500 | 0.2666 | 0.1912 |
|
| 489 |
+
| 0.2071 | 3.04 | 43600 | 0.2588 | 0.1891 |
|
| 490 |
+
| 0.2122 | 3.04 | 43700 | 0.2674 | 0.1876 |
|
| 491 |
+
| 0.2181 | 3.05 | 43800 | 0.2882 | 0.1941 |
|
| 492 |
+
| 0.218 | 3.05 | 43900 | 0.2624 | 0.1898 |
|
| 493 |
+
| 0.2075 | 3.05 | 44000 | 0.2743 | 0.1819 |
|
| 494 |
+
| 0.2208 | 3.05 | 44100 | 0.2809 | 0.1912 |
|
| 495 |
+
| 0.2221 | 3.05 | 44200 | 0.2728 | 0.1919 |
|
| 496 |
+
| 0.222 | 3.05 | 44300 | 0.2790 | 0.1855 |
|
| 497 |
+
| 0.2254 | 3.05 | 44400 | 0.2683 | 0.1884 |
|
| 498 |
+
| 0.2153 | 3.05 | 44500 | 0.2624 | 0.2013 |
|
| 499 |
+
| 0.2038 | 3.05 | 44600 | 0.2732 | 0.1905 |
|
| 500 |
+
| 0.1955 | 3.05 | 44700 | 0.2570 | 0.1840 |
|
| 501 |
+
| 0.2203 | 3.06 | 44800 | 0.2851 | 0.1812 |
|
| 502 |
+
| 0.2032 | 3.06 | 44900 | 0.2646 | 0.1833 |
|
| 503 |
+
| 0.2201 | 3.06 | 45000 | 0.2763 | 0.1848 |
|
| 504 |
+
| 0.2129 | 3.06 | 45100 | 0.2844 | 0.1891 |
|
| 505 |
+
| 0.2276 | 3.06 | 45200 | 0.2646 | 0.1840 |
|
| 506 |
+
| 0.205 | 3.06 | 45300 | 0.2802 | 0.1862 |
|
| 507 |
+
| 0.2164 | 3.06 | 45400 | 0.2687 | 0.1797 |
|
| 508 |
+
| 0.2226 | 3.06 | 45500 | 0.2732 | 0.1804 |
|
| 509 |
+
| 0.2061 | 3.06 | 45600 | 0.2829 | 0.1855 |
|
| 510 |
+
| 0.2184 | 3.06 | 45700 | 0.2676 | 0.1919 |
|
| 511 |
+
| 0.2151 | 3.07 | 45800 | 0.2881 | 0.1855 |
|
| 512 |
+
| 0.2118 | 3.07 | 45900 | 0.2780 | 0.1855 |
|
| 513 |
+
| 0.2007 | 3.07 | 46000 | 0.2674 | 0.1855 |
|
| 514 |
+
| 0.206 | 3.07 | 46100 | 0.2828 | 0.1884 |
|
| 515 |
+
| 0.2171 | 3.07 | 46200 | 0.2843 | 0.1783 |
|
| 516 |
+
| 0.2136 | 3.07 | 46300 | 0.2782 | 0.1855 |
|
| 517 |
+
| 0.2123 | 3.07 | 46400 | 0.2730 | 0.1876 |
|
| 518 |
+
| 0.2197 | 3.07 | 46500 | 0.2881 | 0.1819 |
|
| 519 |
+
| 0.1985 | 3.07 | 46600 | 0.2831 | 0.1848 |
|
| 520 |
+
| 0.2174 | 3.07 | 46700 | 0.2676 | 0.1769 |
|
| 521 |
+
| 0.2144 | 3.08 | 46800 | 0.2916 | 0.1840 |
|
| 522 |
+
| 0.2974 | 3.08 | 46900 | 0.2193 | 0.1869 |
|
| 523 |
+
| 0.3292 | 3.08 | 47000 | 0.2193 | 0.1898 |
|
| 524 |
+
| 0.3086 | 3.08 | 47100 | 0.2194 | 0.1840 |
|
| 525 |
+
| 0.3122 | 3.08 | 47200 | 0.2285 | 0.1941 |
|
| 526 |
+
| 0.3243 | 3.08 | 47300 | 0.2159 | 0.1912 |
|
| 527 |
+
| 0.3107 | 3.08 | 47400 | 0.2226 | 0.1862 |
|
| 528 |
+
| 0.3441 | 3.08 | 47500 | 0.2195 | 0.1833 |
|
| 529 |
+
| 0.3099 | 3.08 | 47600 | 0.2210 | 0.1927 |
|
| 530 |
+
| 0.2827 | 3.08 | 47700 | 0.2297 | 0.1891 |
|
| 531 |
+
| 0.3002 | 3.09 | 47800 | 0.2242 | 0.1898 |
|
| 532 |
+
| 0.3076 | 3.09 | 47900 | 0.2242 | 0.1855 |
|
| 533 |
+
| 0.3199 | 3.09 | 48000 | 0.2179 | 0.1898 |
|
| 534 |
+
| 0.3239 | 3.09 | 48100 | 0.2228 | 0.1840 |
|
| 535 |
+
| 0.3069 | 3.09 | 48200 | 0.2191 | 0.1855 |
|
| 536 |
+
| 0.3061 | 3.09 | 48300 | 0.2075 | 0.1898 |
|
| 537 |
+
| 0.3129 | 3.09 | 48400 | 0.2223 | 0.1891 |
|
| 538 |
+
| 0.3134 | 3.09 | 48500 | 0.2247 | 0.1912 |
|
| 539 |
+
| 0.3198 | 3.09 | 48600 | 0.2137 | 0.1876 |
|
| 540 |
+
| 0.3209 | 3.09 | 48700 | 0.2263 | 0.1898 |
|
| 541 |
+
| 0.3193 | 3.1 | 48800 | 0.2256 | 0.1869 |
|
| 542 |
+
| 0.3247 | 3.1 | 48900 | 0.2220 | 0.1898 |
|
| 543 |
+
| 0.3112 | 3.1 | 49000 | 0.2166 | 0.1891 |
|
| 544 |
+
| 0.2954 | 3.1 | 49100 | 0.2234 | 0.1862 |
|
| 545 |
+
| 0.2933 | 3.1 | 49200 | 0.2172 | 0.1848 |
|
| 546 |
+
| 0.3214 | 3.1 | 49300 | 0.2198 | 0.1941 |
|
| 547 |
+
| 0.3241 | 3.1 | 49400 | 0.2142 | 0.1869 |
|
| 548 |
+
| 0.3025 | 3.1 | 49500 | 0.2218 | 0.1912 |
|
| 549 |
+
| 0.3069 | 3.1 | 49600 | 0.2306 | 0.1819 |
|
| 550 |
+
| 0.3089 | 3.1 | 49700 | 0.2203 | 0.1862 |
|
| 551 |
+
| 0.299 | 3.11 | 49800 | 0.2155 | 0.1884 |
|
| 552 |
+
| 0.3079 | 3.11 | 49900 | 0.2225 | 0.1862 |
|
| 553 |
+
| 0.3123 | 3.11 | 50000 | 0.2225 | 0.1891 |
|
| 554 |
+
| 0.2964 | 3.11 | 50100 | 0.2199 | 0.1869 |
|
| 555 |
+
| 0.3143 | 3.11 | 50200 | 0.2181 | 0.1991 |
|
| 556 |
+
| 0.3266 | 3.11 | 50300 | 0.2178 | 0.1912 |
|
| 557 |
+
| 0.3114 | 3.11 | 50400 | 0.2132 | 0.1862 |
|
| 558 |
+
| 0.2994 | 3.11 | 50500 | 0.2152 | 0.1927 |
|
| 559 |
+
| 0.2932 | 3.11 | 50600 | 0.2186 | 0.1891 |
|
| 560 |
+
| 0.3215 | 3.11 | 50700 | 0.2150 | 0.1819 |
|
| 561 |
+
| 0.3103 | 3.12 | 50800 | 0.2153 | 0.1905 |
|
| 562 |
+
| 0.3129 | 3.12 | 50900 | 0.2223 | 0.1905 |
|
| 563 |
+
| 0.3167 | 3.12 | 51000 | 0.2185 | 0.1884 |
|
| 564 |
+
| 0.2932 | 3.12 | 51100 | 0.2316 | 0.1876 |
|
| 565 |
+
| 0.2968 | 3.12 | 51200 | 0.2314 | 0.1919 |
|
| 566 |
+
| 0.2884 | 3.12 | 51300 | 0.2220 | 0.1783 |
|
| 567 |
+
| 0.2943 | 3.12 | 51400 | 0.2239 | 0.1912 |
|
| 568 |
+
| 0.2994 | 3.12 | 51500 | 0.2139 | 0.1833 |
|
| 569 |
+
| 0.3172 | 3.12 | 51600 | 0.2319 | 0.1919 |
|
| 570 |
+
| 0.2828 | 3.12 | 51700 | 0.2315 | 0.1991 |
|
| 571 |
+
| 0.3104 | 3.13 | 51800 | 0.2253 | 0.1948 |
|
| 572 |
+
| 0.285 | 3.13 | 51900 | 0.2143 | 0.1963 |
|
| 573 |
+
| 0.2916 | 3.13 | 52000 | 0.2237 | 0.1970 |
|
| 574 |
+
| 0.2787 | 3.13 | 52100 | 0.2177 | 0.1984 |
|
| 575 |
+
| 0.2909 | 3.13 | 52200 | 0.2290 | 0.1912 |
|
| 576 |
+
| 0.2967 | 4.0 | 52300 | 0.2107 | 0.1955 |
|
| 577 |
+
| 0.3057 | 4.0 | 52400 | 0.2052 | 0.1869 |
|
| 578 |
+
| 0.3248 | 4.0 | 52500 | 0.1982 | 0.1812 |
|
| 579 |
+
| 0.3072 | 4.0 | 52600 | 0.1969 | 0.1754 |
|
| 580 |
+
| 0.2967 | 4.0 | 52700 | 0.1981 | 0.1804 |
|
| 581 |
+
| 0.2984 | 4.01 | 52800 | 0.2031 | 0.1826 |
|
| 582 |
+
| 0.2878 | 4.01 | 52900 | 0.2015 | 0.1927 |
|
| 583 |
+
| 0.308 | 4.01 | 53000 | 0.2009 | 0.1919 |
|
| 584 |
+
| 0.2843 | 4.01 | 53100 | 0.2020 | 0.1912 |
|
| 585 |
+
| 0.2678 | 4.01 | 53200 | 0.2017 | 0.1819 |
|
| 586 |
+
| 0.2779 | 4.01 | 53300 | 0.2041 | 0.1812 |
|
| 587 |
+
| 0.2886 | 4.01 | 53400 | 0.1994 | 0.1905 |
|
| 588 |
+
| 0.2419 | 4.01 | 53500 | 0.2083 | 0.1833 |
|
| 589 |
+
| 0.2317 | 4.01 | 53600 | 0.2683 | 0.1848 |
|
| 590 |
+
| 0.223 | 4.01 | 53700 | 0.2444 | 0.1862 |
|
| 591 |
+
| 0.2385 | 4.02 | 53800 | 0.2605 | 0.1819 |
|
| 592 |
+
| 0.2208 | 4.02 | 53900 | 0.2630 | 0.1912 |
|
| 593 |
+
| 0.2116 | 4.02 | 54000 | 0.2589 | 0.1833 |
|
| 594 |
+
| 0.2188 | 4.02 | 54100 | 0.2489 | 0.1797 |
|
| 595 |
+
| 0.2001 | 4.02 | 54200 | 0.2675 | 0.1812 |
|
| 596 |
+
| 0.212 | 4.02 | 54300 | 0.2607 | 0.1761 |
|
| 597 |
+
| 0.2163 | 4.02 | 54400 | 0.2636 | 0.1783 |
|
| 598 |
+
| 0.1991 | 4.02 | 54500 | 0.2659 | 0.1804 |
|
| 599 |
+
| 0.2156 | 4.02 | 54600 | 0.2517 | 0.1769 |
|
| 600 |
+
| 0.1987 | 4.02 | 54700 | 0.2736 | 0.1833 |
|
| 601 |
+
| 0.2122 | 4.03 | 54800 | 0.2412 | 0.1754 |
|
| 602 |
+
| 0.2072 | 4.03 | 54900 | 0.2512 | 0.1869 |
|
| 603 |
+
| 0.2043 | 4.03 | 55000 | 0.2564 | 0.1819 |
|
| 604 |
+
| 0.2139 | 4.03 | 55100 | 0.2756 | 0.1840 |
|
| 605 |
+
| 0.2211 | 4.03 | 55200 | 0.2683 | 0.1826 |
|
| 606 |
+
| 0.2114 | 4.03 | 55300 | 0.2725 | 0.1769 |
|
| 607 |
+
| 0.2002 | 4.03 | 55400 | 0.2584 | 0.1797 |
|
| 608 |
+
| 0.2106 | 4.03 | 55500 | 0.2793 | 0.1790 |
|
| 609 |
+
| 0.2075 | 4.03 | 55600 | 0.2626 | 0.1826 |
|
| 610 |
+
| 0.2057 | 4.03 | 55700 | 0.2635 | 0.1783 |
|
| 611 |
+
| 0.2126 | 4.04 | 55800 | 0.2661 | 0.1776 |
|
| 612 |
+
| 0.2072 | 4.04 | 55900 | 0.2584 | 0.1776 |
|
| 613 |
+
| 0.2039 | 4.04 | 56000 | 0.2740 | 0.1826 |
|
| 614 |
+
| 0.2138 | 4.04 | 56100 | 0.2700 | 0.1797 |
|
| 615 |
+
| 0.2082 | 4.04 | 56200 | 0.2527 | 0.1876 |
|
| 616 |
+
| 0.213 | 4.04 | 56300 | 0.2631 | 0.1833 |
|
| 617 |
+
| 0.191 | 4.04 | 56400 | 0.2673 | 0.1812 |
|
| 618 |
+
| 0.2026 | 4.04 | 56500 | 0.2681 | 0.1855 |
|
| 619 |
+
| 0.221 | 4.04 | 56600 | 0.2660 | 0.1797 |
|
| 620 |
+
| 0.2026 | 4.04 | 56700 | 0.2719 | 0.1819 |
|
| 621 |
+
| 0.1954 | 4.05 | 56800 | 0.2785 | 0.1747 |
|
| 622 |
+
| 0.2111 | 4.05 | 56900 | 0.2755 | 0.1812 |
|
| 623 |
+
| 0.2077 | 4.05 | 57000 | 0.2726 | 0.1848 |
|
| 624 |
+
| 0.2025 | 4.05 | 57100 | 0.2690 | 0.1884 |
|
| 625 |
+
| 0.2167 | 4.05 | 57200 | 0.2719 | 0.1869 |
|
| 626 |
+
| 0.2062 | 4.05 | 57300 | 0.2660 | 0.1819 |
|
| 627 |
+
| 0.2245 | 4.05 | 57400 | 0.2756 | 0.1776 |
|
| 628 |
+
| 0.2185 | 4.05 | 57500 | 0.2668 | 0.1776 |
|
| 629 |
+
| 0.1968 | 4.05 | 57600 | 0.2810 | 0.1776 |
|
| 630 |
+
| 0.2016 | 4.05 | 57700 | 0.2894 | 0.1776 |
|
| 631 |
+
| 0.1921 | 4.06 | 57800 | 0.2772 | 0.1797 |
|
| 632 |
+
| 0.2078 | 4.06 | 57900 | 0.2874 | 0.1862 |
|
| 633 |
+
| 0.209 | 4.06 | 58000 | 0.2643 | 0.1769 |
|
| 634 |
+
| 0.2095 | 4.06 | 58100 | 0.2635 | 0.1819 |
|
| 635 |
+
| 0.2098 | 4.06 | 58200 | 0.2710 | 0.1797 |
|
| 636 |
+
| 0.2088 | 4.06 | 58300 | 0.2700 | 0.1747 |
|
| 637 |
+
| 0.202 | 4.06 | 58400 | 0.2748 | 0.1783 |
|
| 638 |
+
| 0.2113 | 4.06 | 58500 | 0.2794 | 0.1819 |
|
| 639 |
+
| 0.2108 | 4.06 | 58600 | 0.2658 | 0.1804 |
|
| 640 |
+
| 0.2001 | 4.06 | 58700 | 0.2764 | 0.1797 |
|
| 641 |
+
| 0.2171 | 4.07 | 58800 | 0.2689 | 0.1797 |
|
| 642 |
+
| 0.2024 | 4.07 | 58900 | 0.2509 | 0.1761 |
|
| 643 |
+
| 0.1994 | 4.07 | 59000 | 0.2769 | 0.1797 |
|
| 644 |
+
| 0.1923 | 4.07 | 59100 | 0.2518 | 0.1776 |
|
| 645 |
+
| 0.1998 | 4.07 | 59200 | 0.2672 | 0.1769 |
|
| 646 |
+
| 0.2075 | 4.07 | 59300 | 0.2704 | 0.1840 |
|
| 647 |
+
| 0.2056 | 4.07 | 59400 | 0.2723 | 0.1826 |
|
| 648 |
+
| 0.2107 | 4.07 | 59500 | 0.2671 | 0.1776 |
|
| 649 |
+
| 0.213 | 4.07 | 59600 | 0.2850 | 0.1797 |
|
| 650 |
+
| 0.205 | 4.07 | 59700 | 0.2790 | 0.1790 |
|
| 651 |
+
| 0.2042 | 4.08 | 59800 | 0.2841 | 0.1826 |
|
| 652 |
+
| 0.2096 | 4.08 | 59900 | 0.2776 | 0.1783 |
|
| 653 |
+
| 0.3228 | 4.08 | 60000 | 0.2220 | 0.1812 |
|
| 654 |
+
| 0.3277 | 4.08 | 60100 | 0.2229 | 0.1869 |
|
| 655 |
+
| 0.311 | 4.08 | 60200 | 0.2323 | 0.1862 |
|
| 656 |
+
| 0.2944 | 4.08 | 60300 | 0.2147 | 0.1754 |
|
| 657 |
+
| 0.32 | 4.08 | 60400 | 0.2103 | 0.1783 |
|
| 658 |
+
| 0.2769 | 4.08 | 60500 | 0.2209 | 0.1797 |
|
| 659 |
+
| 0.3392 | 4.08 | 60600 | 0.2145 | 0.1783 |
|
| 660 |
+
| 0.3189 | 4.08 | 60700 | 0.2079 | 0.1840 |
|
| 661 |
+
| 0.2825 | 4.09 | 60800 | 0.2262 | 0.1869 |
|
| 662 |
+
| 0.3007 | 4.09 | 60900 | 0.2121 | 0.1855 |
|
| 663 |
+
| 0.2973 | 4.09 | 61000 | 0.2151 | 0.1819 |
|
| 664 |
+
| 0.3367 | 4.09 | 61100 | 0.2121 | 0.1869 |
|
| 665 |
+
| 0.3168 | 4.09 | 61200 | 0.2191 | 0.1747 |
|
| 666 |
+
| 0.2964 | 4.09 | 61300 | 0.2148 | 0.1804 |
|
| 667 |
+
| 0.2936 | 4.09 | 61400 | 0.2111 | 0.1783 |
|
| 668 |
+
| 0.3022 | 4.09 | 61500 | 0.2175 | 0.1812 |
|
| 669 |
+
| 0.2972 | 4.09 | 61600 | 0.2218 | 0.1833 |
|
| 670 |
+
| 0.3069 | 4.09 | 61700 | 0.2135 | 0.1826 |
|
| 671 |
+
| 0.3027 | 4.1 | 61800 | 0.2226 | 0.1812 |
|
| 672 |
+
| 0.2917 | 4.1 | 61900 | 0.2166 | 0.1812 |
|
| 673 |
+
| 0.311 | 4.1 | 62000 | 0.2164 | 0.1761 |
|
| 674 |
+
| 0.3 | 4.1 | 62100 | 0.2227 | 0.1797 |
|
| 675 |
+
| 0.2809 | 4.1 | 62200 | 0.2151 | 0.1747 |
|
| 676 |
+
| 0.3062 | 4.1 | 62300 | 0.2139 | 0.1704 |
|
| 677 |
+
| 0.3063 | 4.1 | 62400 | 0.2184 | 0.1797 |
|
| 678 |
+
| 0.3006 | 4.1 | 62500 | 0.2087 | 0.1776 |
|
| 679 |
+
| 0.2898 | 4.1 | 62600 | 0.2180 | 0.1790 |
|
| 680 |
+
| 0.2937 | 4.1 | 62700 | 0.2124 | 0.1804 |
|
| 681 |
+
| 0.2906 | 4.11 | 62800 | 0.2219 | 0.1804 |
|
| 682 |
+
| 0.2842 | 4.11 | 62900 | 0.2163 | 0.1761 |
|
| 683 |
+
| 0.2911 | 4.11 | 63000 | 0.2210 | 0.1754 |
|
| 684 |
+
| 0.2983 | 4.11 | 63100 | 0.2236 | 0.1804 |
|
| 685 |
+
| 0.2948 | 4.11 | 63200 | 0.2132 | 0.1797 |
|
| 686 |
+
| 0.3152 | 4.11 | 63300 | 0.2132 | 0.1733 |
|
| 687 |
+
| 0.3081 | 4.11 | 63400 | 0.2119 | 0.1754 |
|
| 688 |
+
| 0.3145 | 4.11 | 63500 | 0.2123 | 0.1876 |
|
| 689 |
+
| 0.2867 | 4.11 | 63600 | 0.2149 | 0.1826 |
|
| 690 |
+
| 0.2827 | 4.11 | 63700 | 0.2097 | 0.1718 |
|
| 691 |
+
| 0.3117 | 4.12 | 63800 | 0.2143 | 0.1769 |
|
| 692 |
+
| 0.2909 | 4.12 | 63900 | 0.2184 | 0.1776 |
|
| 693 |
+
| 0.2971 | 4.12 | 64000 | 0.2187 | 0.1754 |
|
| 694 |
+
| 0.2895 | 4.12 | 64100 | 0.2139 | 0.1704 |
|
| 695 |
+
| 0.2885 | 4.12 | 64200 | 0.2291 | 0.1761 |
|
| 696 |
+
| 0.2848 | 4.12 | 64300 | 0.2132 | 0.1826 |
|
| 697 |
+
| 0.2951 | 4.12 | 64400 | 0.2136 | 0.1869 |
|
| 698 |
+
| 0.2839 | 4.12 | 64500 | 0.2149 | 0.1804 |
|
| 699 |
+
| 0.2983 | 4.12 | 64600 | 0.2146 | 0.1826 |
|
| 700 |
+
| 0.3029 | 4.12 | 64700 | 0.2327 | 0.1797 |
|
| 701 |
+
| 0.2775 | 4.13 | 64800 | 0.2222 | 0.1797 |
|
| 702 |
+
| 0.2813 | 4.13 | 64900 | 0.2234 | 0.1819 |
|
| 703 |
+
| 0.2822 | 4.13 | 65000 | 0.2126 | 0.1891 |
|
| 704 |
+
| 0.2757 | 4.13 | 65100 | 0.2183 | 0.1919 |
|
| 705 |
+
| 0.2792 | 4.13 | 65200 | 0.2147 | 0.1855 |
|
| 706 |
+
| 0.2909 | 4.13 | 65300 | 0.2157 | 0.1869 |
|
| 707 |
+
| 0.2946 | 5.0 | 65400 | 0.1955 | 0.1826 |
|
| 708 |
+
| 0.3022 | 5.0 | 65500 | 0.1938 | 0.1848 |
|
| 709 |
+
| 0.3086 | 5.0 | 65600 | 0.1910 | 0.1790 |
|
| 710 |
+
| 0.2887 | 5.0 | 65700 | 0.1915 | 0.1776 |
|
| 711 |
+
| 0.2941 | 5.0 | 65800 | 0.1924 | 0.1747 |
|
| 712 |
+
| 0.2906 | 5.01 | 65900 | 0.1933 | 0.1833 |
|
| 713 |
+
| 0.2876 | 5.01 | 66000 | 0.1967 | 0.1725 |
|
| 714 |
+
| 0.2992 | 5.01 | 66100 | 0.1926 | 0.1740 |
|
| 715 |
+
| 0.2769 | 5.01 | 66200 | 0.1940 | 0.1797 |
|
| 716 |
+
| 0.2703 | 5.01 | 66300 | 0.1980 | 0.1711 |
|
| 717 |
+
| 0.2777 | 5.01 | 66400 | 0.1996 | 0.1704 |
|
| 718 |
+
| 0.2908 | 5.01 | 66500 | 0.1954 | 0.1754 |
|
| 719 |
+
| 0.2467 | 5.01 | 66600 | 0.1982 | 0.1869 |
|
| 720 |
+
| 0.2192 | 5.01 | 66700 | 0.2626 | 0.1776 |
|
| 721 |
+
| 0.2227 | 5.01 | 66800 | 0.2472 | 0.1725 |
|
| 722 |
+
| 0.2192 | 5.02 | 66900 | 0.2449 | 0.1776 |
|
| 723 |
+
| 0.206 | 5.02 | 67000 | 0.2669 | 0.1769 |
|
| 724 |
+
| 0.1988 | 5.02 | 67100 | 0.2567 | 0.1747 |
|
| 725 |
+
| 0.2125 | 5.02 | 67200 | 0.2577 | 0.1790 |
|
| 726 |
+
| 0.1962 | 5.02 | 67300 | 0.2639 | 0.1747 |
|
| 727 |
+
| 0.2101 | 5.02 | 67400 | 0.2570 | 0.1697 |
|
| 728 |
+
| 0.208 | 5.02 | 67500 | 0.2584 | 0.1776 |
|
| 729 |
+
| 0.1963 | 5.02 | 67600 | 0.2519 | 0.1740 |
|
| 730 |
+
| 0.2067 | 5.02 | 67700 | 0.2607 | 0.1711 |
|
| 731 |
+
| 0.1925 | 5.02 | 67800 | 0.2645 | 0.1733 |
|
| 732 |
+
| 0.2107 | 5.03 | 67900 | 0.2379 | 0.1797 |
|
| 733 |
+
| 0.1995 | 5.03 | 68000 | 0.2425 | 0.1790 |
|
| 734 |
+
| 0.2023 | 5.03 | 68100 | 0.2626 | 0.1769 |
|
| 735 |
+
| 0.2037 | 5.03 | 68200 | 0.2751 | 0.1754 |
|
| 736 |
+
| 0.2226 | 5.03 | 68300 | 0.2499 | 0.1747 |
|
| 737 |
+
| 0.2103 | 5.03 | 68400 | 0.2634 | 0.1718 |
|
| 738 |
+
| 0.2037 | 5.03 | 68500 | 0.2595 | 0.1804 |
|
| 739 |
+
| 0.2104 | 5.03 | 68600 | 0.2699 | 0.1697 |
|
| 740 |
+
| 0.1998 | 5.03 | 68700 | 0.2596 | 0.1819 |
|
| 741 |
+
| 0.2026 | 5.03 | 68800 | 0.2644 | 0.1740 |
|
| 742 |
+
| 0.2032 | 5.04 | 68900 | 0.2718 | 0.1718 |
|
| 743 |
+
| 0.1919 | 5.04 | 69000 | 0.2606 | 0.1797 |
|
| 744 |
+
| 0.2049 | 5.04 | 69100 | 0.2719 | 0.1733 |
|
| 745 |
+
| 0.2086 | 5.04 | 69200 | 0.2700 | 0.1769 |
|
| 746 |
+
| 0.2118 | 5.04 | 69300 | 0.2556 | 0.1747 |
|
| 747 |
+
| 0.2078 | 5.04 | 69400 | 0.2529 | 0.1733 |
|
| 748 |
+
| 0.1882 | 5.04 | 69500 | 0.2753 | 0.1804 |
|
| 749 |
+
| 0.2077 | 5.04 | 69600 | 0.2801 | 0.1769 |
|
| 750 |
+
| 0.2073 | 5.04 | 69700 | 0.2695 | 0.1769 |
|
| 751 |
+
| 0.1983 | 5.04 | 69800 | 0.2611 | 0.1747 |
|
| 752 |
+
| 0.2117 | 5.05 | 69900 | 0.2581 | 0.1718 |
|
| 753 |
+
| 0.1982 | 5.05 | 70000 | 0.2714 | 0.1697 |
|
| 754 |
+
| 0.201 | 5.05 | 70100 | 0.2596 | 0.1689 |
|
| 755 |
+
| 0.2084 | 5.05 | 70200 | 0.2617 | 0.1653 |
|
| 756 |
+
| 0.2003 | 5.05 | 70300 | 0.2681 | 0.1711 |
|
| 757 |
+
| 0.2173 | 5.05 | 70400 | 0.2590 | 0.1733 |
|
| 758 |
+
| 0.2118 | 5.05 | 70500 | 0.2595 | 0.1689 |
|
| 759 |
+
| 0.197 | 5.05 | 70600 | 0.2549 | 0.1754 |
|
| 760 |
+
| 0.1956 | 5.05 | 70700 | 0.2685 | 0.1718 |
|
| 761 |
+
| 0.1923 | 5.05 | 70800 | 0.2755 | 0.1769 |
|
| 762 |
+
| 0.1949 | 5.06 | 70900 | 0.2722 | 0.1776 |
|
| 763 |
+
| 0.2007 | 5.06 | 71000 | 0.2611 | 0.1769 |
|
| 764 |
+
| 0.2154 | 5.06 | 71100 | 0.2604 | 0.1740 |
|
| 765 |
+
| 0.1999 | 5.06 | 71200 | 0.2556 | 0.1747 |
|
| 766 |
+
| 0.2167 | 5.06 | 71300 | 0.2622 | 0.1797 |
|
| 767 |
+
| 0.1968 | 5.06 | 71400 | 0.2670 | 0.1718 |
|
| 768 |
+
| 0.2009 | 5.06 | 71500 | 0.2727 | 0.1747 |
|
| 769 |
+
| 0.2017 | 5.06 | 71600 | 0.2769 | 0.1826 |
|
| 770 |
+
| 0.2105 | 5.06 | 71700 | 0.2628 | 0.1776 |
|
| 771 |
+
| 0.2071 | 5.06 | 71800 | 0.2552 | 0.1848 |
|
| 772 |
+
| 0.1984 | 5.07 | 71900 | 0.2592 | 0.1704 |
|
| 773 |
+
| 0.1967 | 5.07 | 72000 | 0.2612 | 0.1733 |
|
| 774 |
+
| 0.19 | 5.07 | 72100 | 0.2701 | 0.1783 |
|
| 775 |
+
| 0.2034 | 5.07 | 72200 | 0.2723 | 0.1740 |
|
| 776 |
+
| 0.1946 | 5.07 | 72300 | 0.2743 | 0.1740 |
|
| 777 |
+
| 0.2078 | 5.07 | 72400 | 0.2653 | 0.1682 |
|
| 778 |
+
| 0.2034 | 5.07 | 72500 | 0.2751 | 0.1761 |
|
| 779 |
+
| 0.2018 | 5.07 | 72600 | 0.2692 | 0.1740 |
|
| 780 |
+
| 0.1916 | 5.07 | 72700 | 0.2768 | 0.1797 |
|
| 781 |
+
| 0.2042 | 5.07 | 72800 | 0.2704 | 0.1754 |
|
| 782 |
+
| 0.2037 | 5.08 | 72900 | 0.2735 | 0.1711 |
|
| 783 |
+
| 0.2286 | 5.08 | 73000 | 0.2196 | 0.1797 |
|
| 784 |
+
| 0.3236 | 5.08 | 73100 | 0.2112 | 0.1855 |
|
| 785 |
+
| 0.2937 | 5.08 | 73200 | 0.2094 | 0.1819 |
|
| 786 |
+
| 0.2927 | 5.08 | 73300 | 0.2214 | 0.1884 |
|
| 787 |
+
| 0.2958 | 5.08 | 73400 | 0.2187 | 0.1812 |
|
| 788 |
+
| 0.303 | 5.08 | 73500 | 0.2153 | 0.1776 |
|
| 789 |
+
| 0.3022 | 5.08 | 73600 | 0.2164 | 0.1812 |
|
| 790 |
+
| 0.3054 | 5.08 | 73700 | 0.2028 | 0.1790 |
|
| 791 |
+
| 0.294 | 5.08 | 73800 | 0.2164 | 0.1697 |
|
| 792 |
+
| 0.2916 | 5.09 | 73900 | 0.2229 | 0.1747 |
|
| 793 |
+
| 0.2981 | 5.09 | 74000 | 0.2102 | 0.1776 |
|
| 794 |
+
| 0.2925 | 5.09 | 74100 | 0.2197 | 0.1790 |
|
| 795 |
+
| 0.3208 | 5.09 | 74200 | 0.2216 | 0.1783 |
|
| 796 |
+
| 0.2969 | 5.09 | 74300 | 0.2122 | 0.1790 |
|
| 797 |
+
| 0.2895 | 5.09 | 74400 | 0.2166 | 0.1804 |
|
| 798 |
+
| 0.2759 | 5.09 | 74500 | 0.2171 | 0.1769 |
|
| 799 |
+
| 0.2912 | 5.09 | 74600 | 0.2169 | 0.1689 |
|
| 800 |
+
| 0.2918 | 5.09 | 74700 | 0.2167 | 0.1840 |
|
| 801 |
+
| 0.3058 | 5.09 | 74800 | 0.2184 | 0.1740 |
|
| 802 |
+
| 0.2914 | 5.1 | 74900 | 0.2070 | 0.1747 |
|
| 803 |
+
| 0.2984 | 5.1 | 75000 | 0.2182 | 0.1740 |
|
| 804 |
+
| 0.278 | 5.1 | 75100 | 0.2200 | 0.1740 |
|
| 805 |
+
| 0.2825 | 5.1 | 75200 | 0.2099 | 0.1761 |
|
| 806 |
+
| 0.2946 | 5.1 | 75300 | 0.2126 | 0.1733 |
|
| 807 |
+
| 0.2885 | 5.1 | 75400 | 0.2150 | 0.1725 |
|
| 808 |
+
| 0.2994 | 5.1 | 75500 | 0.2055 | 0.1790 |
|
| 809 |
+
| 0.2783 | 5.1 | 75600 | 0.2179 | 0.1747 |
|
| 810 |
+
| 0.2889 | 5.1 | 75700 | 0.2121 | 0.1761 |
|
| 811 |
+
| 0.2945 | 5.1 | 75800 | 0.2129 | 0.1804 |
|
| 812 |
+
| 0.2737 | 5.11 | 75900 | 0.2107 | 0.1718 |
|
| 813 |
+
| 0.286 | 5.11 | 76000 | 0.2124 | 0.1754 |
|
| 814 |
+
| 0.288 | 5.11 | 76100 | 0.2105 | 0.1740 |
|
| 815 |
+
| 0.2714 | 5.11 | 76200 | 0.2196 | 0.1740 |
|
| 816 |
+
| 0.3 | 5.11 | 76300 | 0.2190 | 0.1769 |
|
| 817 |
+
| 0.3108 | 5.11 | 76400 | 0.2118 | 0.1783 |
|
| 818 |
+
| 0.3053 | 5.11 | 76500 | 0.2148 | 0.1754 |
|
| 819 |
+
| 0.3021 | 5.11 | 76600 | 0.2137 | 0.1776 |
|
| 820 |
+
| 0.2831 | 5.11 | 76700 | 0.2090 | 0.1769 |
|
| 821 |
+
| 0.2705 | 5.11 | 76800 | 0.2126 | 0.1733 |
|
| 822 |
+
| 0.3132 | 5.12 | 76900 | 0.2083 | 0.1740 |
|
| 823 |
+
| 0.2816 | 5.12 | 77000 | 0.2159 | 0.1769 |
|
| 824 |
+
| 0.2901 | 5.12 | 77100 | 0.2175 | 0.1769 |
|
| 825 |
+
| 0.2767 | 5.12 | 77200 | 0.2199 | 0.1704 |
|
| 826 |
+
| 0.2875 | 5.12 | 77300 | 0.2172 | 0.1790 |
|
| 827 |
+
| 0.279 | 5.12 | 77400 | 0.2186 | 0.1769 |
|
| 828 |
+
| 0.2784 | 5.12 | 77500 | 0.2276 | 0.1761 |
|
| 829 |
+
| 0.2965 | 5.12 | 77600 | 0.2161 | 0.1783 |
|
| 830 |
+
| 0.2895 | 5.12 | 77700 | 0.2276 | 0.1783 |
|
| 831 |
+
| 0.2753 | 5.12 | 77800 | 0.2280 | 0.1718 |
|
| 832 |
+
| 0.2775 | 5.13 | 77900 | 0.2241 | 0.1761 |
|
| 833 |
+
| 0.2644 | 5.13 | 78000 | 0.2263 | 0.1790 |
|
| 834 |
+
| 0.2909 | 5.13 | 78100 | 0.2221 | 0.1812 |
|
| 835 |
+
| 0.2622 | 5.13 | 78200 | 0.2178 | 0.1797 |
|
| 836 |
+
| 0.275 | 5.13 | 78300 | 0.2135 | 0.1783 |
|
| 837 |
+
| 0.2706 | 5.13 | 78400 | 0.2115 | 0.1783 |
|
| 838 |
+
| 0.2967 | 6.0 | 78500 | 0.1939 | 0.1761 |
|
| 839 |
+
| 0.3006 | 6.0 | 78600 | 0.1912 | 0.1761 |
|
| 840 |
+
| 0.2895 | 6.0 | 78700 | 0.1899 | 0.1718 |
|
| 841 |
+
| 0.2918 | 6.0 | 78800 | 0.1874 | 0.1804 |
|
| 842 |
+
| 0.2946 | 6.0 | 78900 | 0.1908 | 0.1776 |
|
| 843 |
+
| 0.2774 | 6.01 | 79000 | 0.1907 | 0.1761 |
|
| 844 |
+
| 0.2835 | 6.01 | 79100 | 0.1890 | 0.1718 |
|
| 845 |
+
| 0.2867 | 6.01 | 79200 | 0.1898 | 0.1747 |
|
| 846 |
+
| 0.2778 | 6.01 | 79300 | 0.1911 | 0.1769 |
|
| 847 |
+
| 0.2654 | 6.01 | 79400 | 0.1906 | 0.1761 |
|
| 848 |
+
| 0.2769 | 6.01 | 79500 | 0.1902 | 0.1761 |
|
| 849 |
+
| 0.2697 | 6.01 | 79600 | 0.1908 | 0.1747 |
|
| 850 |
+
| 0.237 | 6.01 | 79700 | 0.2295 | 0.1740 |
|
| 851 |
+
| 0.2045 | 6.01 | 79800 | 0.2397 | 0.1769 |
|
| 852 |
+
| 0.2071 | 6.01 | 79900 | 0.2405 | 0.1697 |
|
| 853 |
+
| 0.2105 | 6.02 | 80000 | 0.2430 | 0.1754 |
|
| 854 |
+
| 0.1955 | 6.02 | 80100 | 0.2478 | 0.1769 |
|
| 855 |
+
| 0.196 | 6.02 | 80200 | 0.2424 | 0.1776 |
|
| 856 |
+
| 0.2045 | 6.02 | 80300 | 0.2508 | 0.1697 |
|
| 857 |
+
| 0.1948 | 6.02 | 80400 | 0.2571 | 0.1711 |
|
| 858 |
+
| 0.2096 | 6.02 | 80500 | 0.2477 | 0.1689 |
|
| 859 |
+
| 0.1928 | 6.02 | 80600 | 0.2503 | 0.1675 |
|
| 860 |
+
| 0.1888 | 6.02 | 80700 | 0.2540 | 0.1682 |
|
| 861 |
+
| 0.2006 | 6.02 | 80800 | 0.2587 | 0.1697 |
|
| 862 |
+
| 0.2008 | 6.02 | 80900 | 0.2546 | 0.1704 |
|
| 863 |
+
| 0.2018 | 6.03 | 81000 | 0.2413 | 0.1711 |
|
| 864 |
+
| 0.1937 | 6.03 | 81100 | 0.2407 | 0.1689 |
|
| 865 |
+
| 0.2106 | 6.03 | 81200 | 0.2513 | 0.1632 |
|
| 866 |
+
| 0.1949 | 6.03 | 81300 | 0.2563 | 0.1668 |
|
| 867 |
+
| 0.2207 | 6.03 | 81400 | 0.2649 | 0.1646 |
|
| 868 |
+
| 0.1913 | 6.03 | 81500 | 0.2543 | 0.1682 |
|
| 869 |
+
| 0.1991 | 6.03 | 81600 | 0.2575 | 0.1740 |
|
| 870 |
+
| 0.1992 | 6.03 | 81700 | 0.2597 | 0.1639 |
|
| 871 |
+
| 0.1917 | 6.03 | 81800 | 0.2571 | 0.1725 |
|
| 872 |
+
| 0.191 | 6.03 | 81900 | 0.2595 | 0.1718 |
|
| 873 |
+
| 0.1992 | 6.04 | 82000 | 0.2494 | 0.1697 |
|
| 874 |
+
| 0.1839 | 6.04 | 82100 | 0.2594 | 0.1697 |
|
| 875 |
+
| 0.1943 | 6.04 | 82200 | 0.2655 | 0.1733 |
|
| 876 |
+
| 0.2039 | 6.04 | 82300 | 0.2690 | 0.1725 |
|
| 877 |
+
| 0.2011 | 6.04 | 82400 | 0.2555 | 0.1711 |
|
| 878 |
+
| 0.1964 | 6.04 | 82500 | 0.2590 | 0.1718 |
|
| 879 |
+
| 0.1858 | 6.04 | 82600 | 0.2659 | 0.1704 |
|
| 880 |
+
| 0.2113 | 6.04 | 82700 | 0.2534 | 0.1697 |
|
| 881 |
+
| 0.1883 | 6.04 | 82800 | 0.2519 | 0.1711 |
|
| 882 |
+
| 0.2005 | 6.04 | 82900 | 0.2581 | 0.1711 |
|
| 883 |
+
| 0.2013 | 6.05 | 83000 | 0.2619 | 0.1711 |
|
| 884 |
+
| 0.1994 | 6.05 | 83100 | 0.2566 | 0.1661 |
|
| 885 |
+
| 0.1949 | 6.05 | 83200 | 0.2635 | 0.1711 |
|
| 886 |
+
| 0.2002 | 6.05 | 83300 | 0.2551 | 0.1689 |
|
| 887 |
+
| 0.1992 | 6.05 | 83400 | 0.2622 | 0.1747 |
|
| 888 |
+
| 0.2039 | 6.05 | 83500 | 0.2567 | 0.1761 |
|
| 889 |
+
| 0.2118 | 6.05 | 83600 | 0.2541 | 0.1711 |
|
| 890 |
+
| 0.1999 | 6.05 | 83700 | 0.2601 | 0.1769 |
|
| 891 |
+
| 0.1819 | 6.05 | 83800 | 0.2556 | 0.1697 |
|
| 892 |
+
| 0.1859 | 6.05 | 83900 | 0.2523 | 0.1704 |
|
| 893 |
+
| 0.1929 | 6.06 | 84000 | 0.2633 | 0.1747 |
|
| 894 |
+
| 0.1854 | 6.06 | 84100 | 0.2554 | 0.1733 |
|
| 895 |
+
| 0.2043 | 6.06 | 84200 | 0.2536 | 0.1747 |
|
| 896 |
+
| 0.2 | 6.06 | 84300 | 0.2499 | 0.1718 |
|
| 897 |
+
| 0.1986 | 6.06 | 84400 | 0.2446 | 0.1661 |
|
| 898 |
+
| 0.1899 | 6.06 | 84500 | 0.2540 | 0.1689 |
|
| 899 |
+
| 0.1881 | 6.06 | 84600 | 0.2614 | 0.1725 |
|
| 900 |
+
| 0.2018 | 6.06 | 84700 | 0.2581 | 0.1725 |
|
| 901 |
+
| 0.1952 | 6.06 | 84800 | 0.2632 | 0.1689 |
|
| 902 |
+
| 0.2048 | 6.06 | 84900 | 0.2575 | 0.1689 |
|
| 903 |
+
| 0.1951 | 6.07 | 85000 | 0.2557 | 0.1639 |
|
| 904 |
+
| 0.1912 | 6.07 | 85100 | 0.2527 | 0.1711 |
|
| 905 |
+
| 0.1871 | 6.07 | 85200 | 0.2535 | 0.1689 |
|
| 906 |
+
| 0.1907 | 6.07 | 85300 | 0.2565 | 0.1682 |
|
| 907 |
+
| 0.1899 | 6.07 | 85400 | 0.2565 | 0.1646 |
|
| 908 |
+
| 0.1939 | 6.07 | 85500 | 0.2434 | 0.1718 |
|
| 909 |
+
| 0.1936 | 6.07 | 85600 | 0.2602 | 0.1682 |
|
| 910 |
+
| 0.2073 | 6.07 | 85700 | 0.2537 | 0.1682 |
|
| 911 |
+
| 0.1944 | 6.07 | 85800 | 0.2580 | 0.1682 |
|
| 912 |
+
| 0.1908 | 6.07 | 85900 | 0.2621 | 0.1725 |
|
| 913 |
+
| 0.1985 | 6.08 | 86000 | 0.2652 | 0.1632 |
|
| 914 |
+
| 0.2576 | 6.08 | 86100 | 0.1991 | 0.1725 |
|
| 915 |
+
| 0.2994 | 6.08 | 86200 | 0.2014 | 0.1675 |
|
| 916 |
+
| 0.29 | 6.08 | 86300 | 0.2028 | 0.1675 |
|
| 917 |
+
| 0.2783 | 6.08 | 86400 | 0.2102 | 0.1689 |
|
| 918 |
+
| 0.3024 | 6.08 | 86500 | 0.2031 | 0.1704 |
|
| 919 |
+
| 0.2955 | 6.08 | 86600 | 0.2074 | 0.1661 |
|
| 920 |
+
| 0.3126 | 6.08 | 86700 | 0.2015 | 0.1733 |
|
| 921 |
+
| 0.2897 | 6.08 | 86800 | 0.2007 | 0.1689 |
|
| 922 |
+
| 0.2925 | 6.08 | 86900 | 0.2058 | 0.1661 |
|
| 923 |
+
| 0.2948 | 6.09 | 87000 | 0.2099 | 0.1697 |
|
| 924 |
+
| 0.2827 | 6.09 | 87100 | 0.2031 | 0.1682 |
|
| 925 |
+
| 0.3111 | 6.09 | 87200 | 0.2109 | 0.1725 |
|
| 926 |
+
| 0.2924 | 6.09 | 87300 | 0.2021 | 0.1733 |
|
| 927 |
+
| 0.2875 | 6.09 | 87400 | 0.2083 | 0.1718 |
|
| 928 |
+
| 0.2672 | 6.09 | 87500 | 0.2114 | 0.1646 |
|
| 929 |
+
| 0.279 | 6.09 | 87600 | 0.2024 | 0.1718 |
|
| 930 |
+
| 0.2979 | 6.09 | 87700 | 0.2097 | 0.1704 |
|
| 931 |
+
| 0.2697 | 6.09 | 87800 | 0.2103 | 0.1682 |
|
| 932 |
+
| 0.3038 | 6.09 | 87900 | 0.2075 | 0.1646 |
|
| 933 |
+
| 0.2784 | 6.1 | 88000 | 0.2082 | 0.1682 |
|
| 934 |
+
| 0.2839 | 6.1 | 88100 | 0.2103 | 0.1661 |
|
| 935 |
+
| 0.2868 | 6.1 | 88200 | 0.2059 | 0.1668 |
|
| 936 |
+
| 0.2753 | 6.1 | 88300 | 0.2048 | 0.1682 |
|
| 937 |
+
| 0.2866 | 6.1 | 88400 | 0.2018 | 0.1661 |
|
| 938 |
+
| 0.3049 | 6.1 | 88500 | 0.2017 | 0.1668 |
|
| 939 |
+
| 0.2969 | 6.1 | 88600 | 0.2037 | 0.1639 |
|
| 940 |
+
| 0.2828 | 6.1 | 88700 | 0.2024 | 0.1675 |
|
| 941 |
+
| 0.2888 | 6.1 | 88800 | 0.2062 | 0.1661 |
|
| 942 |
+
| 0.2857 | 6.1 | 88900 | 0.2070 | 0.1661 |
|
| 943 |
+
| 0.2774 | 6.11 | 89000 | 0.2028 | 0.1610 |
|
| 944 |
+
| 0.2759 | 6.11 | 89100 | 0.2079 | 0.1646 |
|
| 945 |
+
| 0.2809 | 6.11 | 89200 | 0.2041 | 0.1668 |
|
| 946 |
+
| 0.2755 | 6.11 | 89300 | 0.2085 | 0.1697 |
|
| 947 |
+
| 0.2752 | 6.11 | 89400 | 0.2063 | 0.1682 |
|
| 948 |
+
| 0.3058 | 6.11 | 89500 | 0.2040 | 0.1689 |
|
| 949 |
+
| 0.2948 | 6.11 | 89600 | 0.2032 | 0.1625 |
|
| 950 |
+
| 0.2973 | 6.11 | 89700 | 0.2087 | 0.1646 |
|
| 951 |
+
| 0.2646 | 6.11 | 89800 | 0.2074 | 0.1639 |
|
| 952 |
+
| 0.2907 | 6.11 | 89900 | 0.2007 | 0.1610 |
|
| 953 |
+
| 0.2919 | 6.12 | 90000 | 0.2056 | 0.1582 |
|
| 954 |
+
| 0.2914 | 6.12 | 90100 | 0.2050 | 0.1582 |
|
| 955 |
+
| 0.2869 | 6.12 | 90200 | 0.2040 | 0.1603 |
|
| 956 |
+
| 0.2707 | 6.12 | 90300 | 0.2010 | 0.1632 |
|
| 957 |
+
| 0.276 | 6.12 | 90400 | 0.2072 | 0.1668 |
|
| 958 |
+
| 0.2919 | 6.12 | 90500 | 0.2057 | 0.1711 |
|
| 959 |
+
| 0.2623 | 6.12 | 90600 | 0.1982 | 0.1625 |
|
| 960 |
+
| 0.2908 | 6.12 | 90700 | 0.2046 | 0.1697 |
|
| 961 |
+
| 0.2812 | 6.12 | 90800 | 0.2144 | 0.1625 |
|
| 962 |
+
| 0.2753 | 6.12 | 90900 | 0.2189 | 0.1653 |
|
| 963 |
+
| 0.2762 | 6.13 | 91000 | 0.2137 | 0.1646 |
|
| 964 |
+
| 0.2786 | 6.13 | 91100 | 0.2124 | 0.1661 |
|
| 965 |
+
| 0.2651 | 6.13 | 91200 | 0.2019 | 0.1646 |
|
| 966 |
+
| 0.2688 | 6.13 | 91300 | 0.2038 | 0.1740 |
|
| 967 |
+
| 0.2731 | 6.13 | 91400 | 0.1973 | 0.1718 |
|
| 968 |
+
| 0.2711 | 6.13 | 91500 | 0.2022 | 0.1725 |
|
| 969 |
+
| 0.2865 | 7.0 | 91600 | 0.1825 | 0.1718 |
|
| 970 |
+
| 0.3023 | 7.0 | 91700 | 0.1820 | 0.1675 |
|
| 971 |
+
| 0.2996 | 7.0 | 91800 | 0.1816 | 0.1675 |
|
| 972 |
+
| 0.2899 | 7.0 | 91900 | 0.1808 | 0.1711 |
|
| 973 |
+
| 0.2811 | 7.0 | 92000 | 0.1807 | 0.1668 |
|
| 974 |
+
| 0.276 | 7.01 | 92100 | 0.1809 | 0.1675 |
|
| 975 |
+
| 0.2987 | 7.01 | 92200 | 0.1802 | 0.1661 |
|
| 976 |
+
| 0.2814 | 7.01 | 92300 | 0.1806 | 0.1632 |
|
| 977 |
+
| 0.2729 | 7.01 | 92400 | 0.1802 | 0.1618 |
|
| 978 |
+
| 0.2757 | 7.01 | 92500 | 0.1804 | 0.1618 |
|
| 979 |
+
| 0.2843 | 7.01 | 92600 | 0.1804 | 0.1625 |
|
| 980 |
+
| 0.253 | 7.01 | 92700 | 0.1803 | 0.1589 |
|
| 981 |
+
| 0.2198 | 7.01 | 92800 | 0.2069 | 0.1632 |
|
| 982 |
+
| 0.2024 | 7.01 | 92900 | 0.2118 | 0.1618 |
|
| 983 |
+
| 0.2156 | 7.01 | 93000 | 0.2216 | 0.1639 |
|
| 984 |
+
| 0.1975 | 7.02 | 93100 | 0.2230 | 0.1639 |
|
| 985 |
+
| 0.1961 | 7.02 | 93200 | 0.2292 | 0.1661 |
|
| 986 |
+
| 0.1901 | 7.02 | 93300 | 0.2307 | 0.1653 |
|
| 987 |
+
| 0.1883 | 7.02 | 93400 | 0.2354 | 0.1646 |
|
| 988 |
+
| 0.1884 | 7.02 | 93500 | 0.2354 | 0.1653 |
|
| 989 |
+
| 0.2034 | 7.02 | 93600 | 0.2402 | 0.1653 |
|
| 990 |
+
| 0.1819 | 7.02 | 93700 | 0.2362 | 0.1625 |
|
| 991 |
+
| 0.1946 | 7.02 | 93800 | 0.2431 | 0.1639 |
|
| 992 |
+
| 0.1965 | 7.02 | 93900 | 0.2410 | 0.1661 |
|
| 993 |
+
| 0.2 | 7.02 | 94000 | 0.2404 | 0.1668 |
|
| 994 |
+
| 0.1872 | 7.03 | 94100 | 0.2334 | 0.1661 |
|
| 995 |
+
| 0.1857 | 7.03 | 94200 | 0.2357 | 0.1646 |
|
| 996 |
+
| 0.2034 | 7.03 | 94300 | 0.2396 | 0.1625 |
|
| 997 |
+
| 0.2067 | 7.03 | 94400 | 0.2407 | 0.1625 |
|
| 998 |
+
| 0.2067 | 7.03 | 94500 | 0.2393 | 0.1632 |
|
| 999 |
+
| 0.1911 | 7.03 | 94600 | 0.2402 | 0.1653 |
|
| 1000 |
+
| 0.2007 | 7.03 | 94700 | 0.2399 | 0.1675 |
|
| 1001 |
+
| 0.1903 | 7.03 | 94800 | 0.2442 | 0.1610 |
|
| 1002 |
+
| 0.1902 | 7.03 | 94900 | 0.2436 | 0.1603 |
|
| 1003 |
+
| 0.1896 | 7.03 | 95000 | 0.2479 | 0.1625 |
|
| 1004 |
+
| 0.2001 | 7.04 | 95100 | 0.2437 | 0.1632 |
|
| 1005 |
+
| 0.1845 | 7.04 | 95200 | 0.2444 | 0.1661 |
|
| 1006 |
+
| 0.1997 | 7.04 | 95300 | 0.2486 | 0.1610 |
|
| 1007 |
+
| 0.1912 | 7.04 | 95400 | 0.2467 | 0.1639 |
|
| 1008 |
+
| 0.1994 | 7.04 | 95500 | 0.2412 | 0.1618 |
|
| 1009 |
+
| 0.1902 | 7.04 | 95600 | 0.2485 | 0.1618 |
|
| 1010 |
+
| 0.1855 | 7.04 | 95700 | 0.2466 | 0.1610 |
|
| 1011 |
+
| 0.213 | 7.04 | 95800 | 0.2463 | 0.1653 |
|
| 1012 |
+
| 0.1812 | 7.04 | 95900 | 0.2481 | 0.1603 |
|
| 1013 |
+
| 0.1902 | 7.04 | 96000 | 0.2487 | 0.1589 |
|
| 1014 |
+
| 0.2014 | 7.05 | 96100 | 0.2490 | 0.1653 |
|
| 1015 |
+
| 0.1899 | 7.05 | 96200 | 0.2491 | 0.1646 |
|
| 1016 |
+
| 0.1812 | 7.05 | 96300 | 0.2524 | 0.1639 |
|
| 1017 |
+
| 0.1986 | 7.05 | 96400 | 0.2497 | 0.1632 |
|
| 1018 |
+
| 0.1995 | 7.05 | 96500 | 0.2501 | 0.1639 |
|
| 1019 |
+
| 0.2047 | 7.05 | 96600 | 0.2469 | 0.1625 |
|
| 1020 |
+
| 0.1993 | 7.05 | 96700 | 0.2471 | 0.1610 |
|
| 1021 |
+
| 0.1833 | 7.05 | 96800 | 0.2460 | 0.1618 |
|
| 1022 |
+
| 0.1892 | 7.05 | 96900 | 0.2474 | 0.1625 |
|
| 1023 |
+
| 0.1766 | 7.05 | 97000 | 0.2457 | 0.1625 |
|
| 1024 |
+
| 0.2002 | 7.06 | 97100 | 0.2484 | 0.1596 |
|
| 1025 |
+
| 0.189 | 7.06 | 97200 | 0.2457 | 0.1603 |
|
| 1026 |
+
| 0.1958 | 7.06 | 97300 | 0.2450 | 0.1610 |
|
| 1027 |
+
| 0.1962 | 7.06 | 97400 | 0.2424 | 0.1618 |
|
| 1028 |
+
| 0.201 | 7.06 | 97500 | 0.2400 | 0.1632 |
|
| 1029 |
+
| 0.1915 | 7.06 | 97600 | 0.2421 | 0.1639 |
|
| 1030 |
+
| 0.1887 | 7.06 | 97700 | 0.2417 | 0.1639 |
|
| 1031 |
+
| 0.2027 | 7.06 | 97800 | 0.2422 | 0.1646 |
|
| 1032 |
+
| 0.192 | 7.06 | 97900 | 0.2447 | 0.1618 |
|
| 1033 |
+
| 0.199 | 7.06 | 98000 | 0.2439 | 0.1618 |
|
| 1034 |
+
| 0.1905 | 7.07 | 98100 | 0.2428 | 0.1618 |
|
| 1035 |
+
| 0.1914 | 7.07 | 98200 | 0.2424 | 0.1618 |
|
| 1036 |
+
| 0.1819 | 7.07 | 98300 | 0.2426 | 0.1610 |
|
| 1037 |
+
| 0.1927 | 7.07 | 98400 | 0.2441 | 0.1603 |
|
| 1038 |
+
| 0.194 | 7.07 | 98500 | 0.2454 | 0.1610 |
|
| 1039 |
+
| 0.2013 | 7.07 | 98600 | 0.2429 | 0.1603 |
|
| 1040 |
+
| 0.1904 | 7.07 | 98700 | 0.2442 | 0.1603 |
|
| 1041 |
+
| 0.1915 | 7.07 | 98800 | 0.2443 | 0.1603 |
|
| 1042 |
+
| 0.1809 | 7.07 | 98900 | 0.2438 | 0.1610 |
|
| 1043 |
+
| 0.1977 | 7.07 | 99000 | 0.2447 | 0.1596 |
|
| 1044 |
+
| 0.1893 | 7.08 | 99100 | 0.2462 | 0.1596 |
|
| 1045 |
+
| 0.3181 | 7.08 | 99200 | 0.1927 | 0.1639 |
|
| 1046 |
+
| 0.3076 | 7.08 | 99300 | 0.1867 | 0.1661 |
|
| 1047 |
+
| 0.2971 | 7.08 | 99400 | 0.1874 | 0.1639 |
|
| 1048 |
+
| 0.2919 | 7.08 | 99500 | 0.1879 | 0.1668 |
|
| 1049 |
+
| 0.3001 | 7.08 | 99600 | 0.1885 | 0.1646 |
|
| 1050 |
+
| 0.2837 | 7.08 | 99700 | 0.1887 | 0.1639 |
|
| 1051 |
+
| 0.3188 | 7.08 | 99800 | 0.1885 | 0.1632 |
|
| 1052 |
+
| 0.3076 | 7.08 | 99900 | 0.1884 | 0.1625 |
|
| 1053 |
+
| 0.272 | 7.08 | 100000 | 0.1884 | 0.1618 |
|
| 1054 |
+
|
| 1055 |
+
|
| 1056 |
+
### Framework versions
|
| 1057 |
+
|
| 1058 |
+
- Transformers 4.36.0
|
| 1059 |
+
- Pytorch 2.1.1+cu121
|
| 1060 |
+
- Datasets 2.15.0
|
| 1061 |
+
- Tokenizers 0.15.0
|
adapter.tat.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:79a692c3c45f36259e0a6c9f2bfc845e63c44ab89f22880d9c3eeb902e5aea1e
|
| 3 |
+
size 8834400
|
config.json
ADDED
|
@@ -0,0 +1,108 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "facebook/mms-1b-all",
|
| 3 |
+
"activation_dropout": 0.05,
|
| 4 |
+
"adapter_attn_dim": 16,
|
| 5 |
+
"adapter_kernel_size": 3,
|
| 6 |
+
"adapter_stride": 2,
|
| 7 |
+
"add_adapter": false,
|
| 8 |
+
"apply_spec_augment": true,
|
| 9 |
+
"architectures": [
|
| 10 |
+
"Wav2Vec2ForCTC"
|
| 11 |
+
],
|
| 12 |
+
"attention_dropout": 0.0,
|
| 13 |
+
"bos_token_id": 1,
|
| 14 |
+
"classifier_proj_size": 256,
|
| 15 |
+
"codevector_dim": 1024,
|
| 16 |
+
"contrastive_logits_temperature": 0.1,
|
| 17 |
+
"conv_bias": true,
|
| 18 |
+
"conv_dim": [
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512,
|
| 25 |
+
512
|
| 26 |
+
],
|
| 27 |
+
"conv_kernel": [
|
| 28 |
+
10,
|
| 29 |
+
3,
|
| 30 |
+
3,
|
| 31 |
+
3,
|
| 32 |
+
3,
|
| 33 |
+
2,
|
| 34 |
+
2
|
| 35 |
+
],
|
| 36 |
+
"conv_stride": [
|
| 37 |
+
5,
|
| 38 |
+
2,
|
| 39 |
+
2,
|
| 40 |
+
2,
|
| 41 |
+
2,
|
| 42 |
+
2,
|
| 43 |
+
2
|
| 44 |
+
],
|
| 45 |
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"ctc_loss_reduction": "mean",
|
| 46 |
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"ctc_zero_infinity": false,
|
| 47 |
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"diversity_loss_weight": 0.1,
|
| 48 |
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"do_stable_layer_norm": true,
|
| 49 |
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"eos_token_id": 2,
|
| 50 |
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"feat_extract_activation": "gelu",
|
| 51 |
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"feat_extract_dropout": 0.0,
|
| 52 |
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"feat_extract_norm": "layer",
|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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"hidden_act": "gelu",
|
| 57 |
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"hidden_dropout": 0.0,
|
| 58 |
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"hidden_size": 1280,
|
| 59 |
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"initializer_range": 0.02,
|
| 60 |
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"intermediate_size": 5120,
|
| 61 |
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"layer_norm_eps": 1e-05,
|
| 62 |
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"layerdrop": 0.0,
|
| 63 |
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"mask_feature_length": 10,
|
| 64 |
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|
| 65 |
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"mask_feature_prob": 0.0,
|
| 66 |
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"mask_time_length": 10,
|
| 67 |
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"mask_time_min_masks": 2,
|
| 68 |
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"mask_time_prob": 0.05,
|
| 69 |
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"model_type": "wav2vec2",
|
| 70 |
+
"num_adapter_layers": 3,
|
| 71 |
+
"num_attention_heads": 16,
|
| 72 |
+
"num_codevector_groups": 2,
|
| 73 |
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"num_codevectors_per_group": 320,
|
| 74 |
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"num_conv_pos_embedding_groups": 16,
|
| 75 |
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"num_conv_pos_embeddings": 128,
|
| 76 |
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"num_feat_extract_layers": 7,
|
| 77 |
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"num_hidden_layers": 48,
|
| 78 |
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"num_negatives": 100,
|
| 79 |
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"output_hidden_size": 1280,
|
| 80 |
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"pad_token_id": 35,
|
| 81 |
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"proj_codevector_dim": 1024,
|
| 82 |
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"tdnn_dilation": [
|
| 83 |
+
1,
|
| 84 |
+
2,
|
| 85 |
+
3,
|
| 86 |
+
1,
|
| 87 |
+
1
|
| 88 |
+
],
|
| 89 |
+
"tdnn_dim": [
|
| 90 |
+
512,
|
| 91 |
+
512,
|
| 92 |
+
512,
|
| 93 |
+
512,
|
| 94 |
+
1500
|
| 95 |
+
],
|
| 96 |
+
"tdnn_kernel": [
|
| 97 |
+
5,
|
| 98 |
+
3,
|
| 99 |
+
3,
|
| 100 |
+
1,
|
| 101 |
+
1
|
| 102 |
+
],
|
| 103 |
+
"torch_dtype": "float32",
|
| 104 |
+
"transformers_version": "4.36.0",
|
| 105 |
+
"use_weighted_layer_sum": false,
|
| 106 |
+
"vocab_size": 38,
|
| 107 |
+
"xvector_output_dim": 512
|
| 108 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:825532e3e290ff0a89d55454d99624896130c7092dbb74ca28b2ff7512bc0f65
|
| 3 |
+
size 3858926792
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
| 5 |
+
"padding_side": "right",
|
| 6 |
+
"padding_value": 0.0,
|
| 7 |
+
"return_attention_mask": true,
|
| 8 |
+
"sampling_rate": 16000
|
| 9 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:2711c1a43593b20f8feac3a65b33531a274676ad66e28f3b2a67e640c0378d29
|
| 3 |
+
size 4664
|