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---
library_name: transformers
license: apache-2.0
base_model: facebook/vit-msn-small
tags:
- generated_from_trainer
datasets:
- imagefolder
metrics:
- accuracy
model-index:
- name: vit-msn-small-wbc-classifier-lowlr-500
results:
- task:
name: Image Classification
type: image-classification
dataset:
name: imagefolder
type: imagefolder
config: default
split: test
args: default
metrics:
- name: Accuracy
type: accuracy
value: 0.9250375389827898
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# vit-msn-small-wbc-classifier-lowlr-500
This model is a fine-tuned version of [facebook/vit-msn-small](https://huggingface.co/facebook/vit-msn-small) on the imagefolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2021
- Accuracy: 0.9250
## 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-07
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 256
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 500
### Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:------:|:---------------:|:--------:|
| 1.5458 | 1.0 | 208 | 1.6083 | 0.3335 |
| 1.5553 | 2.0 | 416 | 1.5834 | 0.3335 |
| 1.5144 | 3.0 | 624 | 1.5428 | 0.3335 |
| 1.4408 | 4.0 | 832 | 1.4865 | 0.3335 |
| 1.3689 | 5.0 | 1040 | 1.4168 | 0.3335 |
| 1.3224 | 6.0 | 1248 | 1.3352 | 0.3343 |
| 1.228 | 7.0 | 1456 | 1.2446 | 0.3462 |
| 1.1529 | 8.0 | 1664 | 1.1526 | 0.4247 |
| 1.0773 | 9.0 | 1872 | 1.0670 | 0.5535 |
| 1.0057 | 10.0 | 2080 | 1.0025 | 0.6327 |
| 0.9576 | 11.0 | 2288 | 0.9550 | 0.6800 |
| 0.9039 | 12.0 | 2496 | 0.9114 | 0.7124 |
| 0.8684 | 13.0 | 2704 | 0.8636 | 0.7392 |
| 0.8352 | 14.0 | 2912 | 0.8112 | 0.7623 |
| 0.782 | 15.0 | 3120 | 0.7614 | 0.7764 |
| 0.7359 | 16.0 | 3328 | 0.7145 | 0.7867 |
| 0.7044 | 17.0 | 3536 | 0.6702 | 0.7948 |
| 0.6568 | 18.0 | 3744 | 0.6311 | 0.8020 |
| 0.6296 | 19.0 | 3952 | 0.5987 | 0.8069 |
| 0.6315 | 20.0 | 4160 | 0.5693 | 0.8136 |
| 0.6146 | 21.0 | 4368 | 0.5437 | 0.8181 |
| 0.5632 | 22.0 | 4576 | 0.5216 | 0.8247 |
| 0.5705 | 23.0 | 4784 | 0.5022 | 0.8309 |
| 0.5503 | 24.0 | 4992 | 0.4832 | 0.8363 |
| 0.5541 | 25.0 | 5200 | 0.4666 | 0.8425 |
| 0.5263 | 26.0 | 5408 | 0.4504 | 0.8468 |
| 0.4947 | 27.0 | 5616 | 0.4357 | 0.8514 |
| 0.5 | 28.0 | 5824 | 0.4245 | 0.8547 |
| 0.4959 | 29.0 | 6032 | 0.4112 | 0.8582 |
| 0.4929 | 30.0 | 6240 | 0.4005 | 0.8609 |
| 0.4578 | 31.0 | 6448 | 0.3910 | 0.8628 |
| 0.4565 | 32.0 | 6656 | 0.3816 | 0.8654 |
| 0.4492 | 33.0 | 6864 | 0.3737 | 0.8684 |
| 0.4319 | 34.0 | 7072 | 0.3654 | 0.8705 |
| 0.4395 | 35.0 | 7280 | 0.3587 | 0.8722 |
| 0.4436 | 36.0 | 7488 | 0.3498 | 0.8751 |
| 0.4196 | 37.0 | 7696 | 0.3440 | 0.8769 |
| 0.4138 | 38.0 | 7904 | 0.3381 | 0.8789 |
| 0.4414 | 39.0 | 8112 | 0.3336 | 0.8805 |
| 0.424 | 40.0 | 8320 | 0.3303 | 0.8813 |
| 0.4058 | 41.0 | 8528 | 0.3241 | 0.8832 |
| 0.3714 | 42.0 | 8736 | 0.3210 | 0.8844 |
| 0.384 | 43.0 | 8944 | 0.3196 | 0.8848 |
| 0.3795 | 44.0 | 9152 | 0.3163 | 0.8861 |
| 0.4052 | 45.0 | 9360 | 0.3080 | 0.8895 |
| 0.3864 | 46.0 | 9568 | 0.3097 | 0.8865 |
| 0.3881 | 47.0 | 9776 | 0.3012 | 0.8910 |
| 0.3606 | 48.0 | 9984 | 0.3056 | 0.8877 |
| 0.3765 | 49.0 | 10192 | 0.2981 | 0.8907 |
| 0.3762 | 50.0 | 10400 | 0.2946 | 0.8922 |
| 0.3535 | 51.0 | 10608 | 0.3004 | 0.8899 |
| 0.3667 | 52.0 | 10816 | 0.2918 | 0.8924 |
| 0.3663 | 53.0 | 11024 | 0.2921 | 0.8923 |
| 0.3735 | 54.0 | 11232 | 0.2874 | 0.8942 |
| 0.3649 | 55.0 | 11440 | 0.2867 | 0.8947 |
| 0.3531 | 56.0 | 11648 | 0.2828 | 0.8967 |
| 0.3608 | 57.0 | 11856 | 0.2825 | 0.8963 |
| 0.3483 | 58.0 | 12064 | 0.2811 | 0.8970 |
| 0.3544 | 59.0 | 12272 | 0.2785 | 0.8982 |
| 0.3768 | 60.0 | 12480 | 0.2730 | 0.9002 |
| 0.3659 | 61.0 | 12688 | 0.2735 | 0.8995 |
| 0.3547 | 62.0 | 12896 | 0.2732 | 0.8999 |
| 0.3403 | 63.0 | 13104 | 0.2696 | 0.9003 |
| 0.3482 | 64.0 | 13312 | 0.2687 | 0.9014 |
| 0.3503 | 65.0 | 13520 | 0.2673 | 0.9011 |
| 0.3249 | 66.0 | 13728 | 0.2678 | 0.9012 |
| 0.3334 | 67.0 | 13936 | 0.2679 | 0.9014 |
| 0.3308 | 68.0 | 14144 | 0.2646 | 0.9018 |
| 0.3297 | 69.0 | 14352 | 0.2676 | 0.9007 |
| 0.3566 | 70.0 | 14560 | 0.2609 | 0.9037 |
| 0.3256 | 71.0 | 14768 | 0.2635 | 0.9027 |
| 0.3439 | 72.0 | 14976 | 0.2606 | 0.9036 |
| 0.3324 | 73.0 | 15184 | 0.2578 | 0.9051 |
| 0.3316 | 74.0 | 15392 | 0.2552 | 0.9058 |
| 0.3224 | 75.0 | 15600 | 0.2555 | 0.9060 |
| 0.3294 | 76.0 | 15808 | 0.2543 | 0.9061 |
| 0.3211 | 77.0 | 16016 | 0.2538 | 0.9063 |
| 0.3326 | 78.0 | 16224 | 0.2561 | 0.9047 |
| 0.3261 | 79.0 | 16432 | 0.2547 | 0.9059 |
| 0.3082 | 80.0 | 16640 | 0.2554 | 0.9048 |
| 0.3341 | 81.0 | 16848 | 0.2538 | 0.9057 |
| 0.3355 | 82.0 | 17056 | 0.2508 | 0.9073 |
| 0.3311 | 83.0 | 17264 | 0.2486 | 0.9081 |
| 0.3511 | 84.0 | 17472 | 0.2478 | 0.9085 |
| 0.3467 | 85.0 | 17680 | 0.2503 | 0.9070 |
| 0.312 | 86.0 | 17888 | 0.2467 | 0.9086 |
| 0.336 | 87.0 | 18096 | 0.2455 | 0.9090 |
| 0.3065 | 88.0 | 18304 | 0.2484 | 0.9080 |
| 0.3365 | 89.0 | 18512 | 0.2453 | 0.9094 |
| 0.3106 | 90.0 | 18720 | 0.2454 | 0.9092 |
| 0.2984 | 91.0 | 18928 | 0.2489 | 0.9089 |
| 0.309 | 92.0 | 19136 | 0.2440 | 0.9102 |
| 0.31 | 93.0 | 19344 | 0.2407 | 0.9108 |
| 0.3294 | 94.0 | 19552 | 0.2416 | 0.9105 |
| 0.309 | 95.0 | 19760 | 0.2423 | 0.9106 |
| 0.3141 | 96.0 | 19968 | 0.2442 | 0.9096 |
| 0.3098 | 97.0 | 20176 | 0.2404 | 0.9112 |
| 0.3206 | 98.0 | 20384 | 0.2414 | 0.9111 |
| 0.3258 | 99.0 | 20592 | 0.2393 | 0.9112 |
| 0.319 | 100.0 | 20800 | 0.2383 | 0.9116 |
| 0.3035 | 101.0 | 21008 | 0.2396 | 0.9114 |
| 0.2899 | 102.0 | 21216 | 0.2410 | 0.9113 |
| 0.3058 | 103.0 | 21424 | 0.2355 | 0.9124 |
| 0.3028 | 104.0 | 21632 | 0.2373 | 0.9121 |
| 0.3021 | 105.0 | 21840 | 0.2386 | 0.9116 |
| 0.3012 | 106.0 | 22048 | 0.2379 | 0.9124 |
| 0.2955 | 107.0 | 22256 | 0.2356 | 0.9125 |
| 0.2948 | 108.0 | 22464 | 0.2342 | 0.9128 |
| 0.309 | 109.0 | 22672 | 0.2321 | 0.9134 |
| 0.3321 | 110.0 | 22880 | 0.2328 | 0.9133 |
| 0.289 | 111.0 | 23088 | 0.2331 | 0.9132 |
| 0.3103 | 112.0 | 23296 | 0.2343 | 0.9131 |
| 0.3124 | 113.0 | 23504 | 0.2330 | 0.9136 |
| 0.3305 | 114.0 | 23712 | 0.2320 | 0.9138 |
| 0.2994 | 115.0 | 23920 | 0.2323 | 0.9135 |
| 0.3011 | 116.0 | 24128 | 0.2316 | 0.9136 |
| 0.2999 | 117.0 | 24336 | 0.2318 | 0.9143 |
| 0.3082 | 118.0 | 24544 | 0.2322 | 0.9144 |
| 0.2923 | 119.0 | 24752 | 0.2302 | 0.9142 |
| 0.315 | 120.0 | 24960 | 0.2309 | 0.9142 |
| 0.3058 | 121.0 | 25168 | 0.2292 | 0.9143 |
| 0.3044 | 122.0 | 25376 | 0.2270 | 0.9160 |
| 0.2679 | 123.0 | 25584 | 0.2301 | 0.9146 |
| 0.3091 | 124.0 | 25792 | 0.2289 | 0.9152 |
| 0.2926 | 125.0 | 26000 | 0.2273 | 0.9156 |
| 0.2961 | 126.0 | 26208 | 0.2266 | 0.9156 |
| 0.2738 | 127.0 | 26416 | 0.2301 | 0.9146 |
| 0.3074 | 128.0 | 26624 | 0.2277 | 0.9153 |
| 0.303 | 129.0 | 26832 | 0.2271 | 0.9153 |
| 0.3062 | 130.0 | 27040 | 0.2268 | 0.9154 |
| 0.3262 | 131.0 | 27248 | 0.2276 | 0.9158 |
| 0.2775 | 132.0 | 27456 | 0.2287 | 0.9154 |
| 0.2845 | 133.0 | 27664 | 0.2260 | 0.9157 |
| 0.2846 | 134.0 | 27872 | 0.2272 | 0.9155 |
| 0.2878 | 135.0 | 28080 | 0.2224 | 0.9168 |
| 0.2933 | 136.0 | 28288 | 0.2256 | 0.9159 |
| 0.3003 | 137.0 | 28496 | 0.2237 | 0.9164 |
| 0.3087 | 138.0 | 28704 | 0.2256 | 0.9166 |
| 0.3039 | 139.0 | 28912 | 0.2218 | 0.9174 |
| 0.2938 | 140.0 | 29120 | 0.2218 | 0.9168 |
| 0.2836 | 141.0 | 29328 | 0.2237 | 0.9168 |
| 0.2978 | 142.0 | 29536 | 0.2237 | 0.9169 |
| 0.2968 | 143.0 | 29744 | 0.2219 | 0.9176 |
| 0.2889 | 144.0 | 29952 | 0.2219 | 0.9177 |
| 0.2781 | 145.0 | 30160 | 0.2251 | 0.9163 |
| 0.2977 | 146.0 | 30368 | 0.2234 | 0.9173 |
| 0.318 | 147.0 | 30576 | 0.2217 | 0.9181 |
| 0.3054 | 148.0 | 30784 | 0.2222 | 0.9178 |
| 0.2889 | 149.0 | 30992 | 0.2223 | 0.9176 |
| 0.2739 | 150.0 | 31200 | 0.2195 | 0.9187 |
| 0.2746 | 151.0 | 31408 | 0.2223 | 0.9175 |
| 0.3057 | 152.0 | 31616 | 0.2202 | 0.9182 |
| 0.2913 | 153.0 | 31824 | 0.2187 | 0.9193 |
| 0.3006 | 154.0 | 32032 | 0.2186 | 0.9192 |
| 0.3062 | 155.0 | 32240 | 0.2180 | 0.9190 |
| 0.2891 | 156.0 | 32448 | 0.2202 | 0.9185 |
| 0.3066 | 157.0 | 32656 | 0.2190 | 0.9182 |
| 0.2989 | 158.0 | 32864 | 0.2185 | 0.9191 |
| 0.2885 | 159.0 | 33072 | 0.2204 | 0.9184 |
| 0.2936 | 160.0 | 33280 | 0.2173 | 0.9194 |
| 0.2872 | 161.0 | 33488 | 0.2209 | 0.9179 |
| 0.3034 | 162.0 | 33696 | 0.2185 | 0.9191 |
| 0.2966 | 163.0 | 33904 | 0.2188 | 0.9187 |
| 0.3209 | 164.0 | 34112 | 0.2179 | 0.9191 |
| 0.2718 | 165.0 | 34320 | 0.2188 | 0.9190 |
| 0.299 | 166.0 | 34528 | 0.2199 | 0.9185 |
| 0.2725 | 167.0 | 34736 | 0.2180 | 0.9194 |
| 0.3013 | 168.0 | 34944 | 0.2166 | 0.9198 |
| 0.3017 | 169.0 | 35152 | 0.2162 | 0.9193 |
| 0.3002 | 170.0 | 35360 | 0.2186 | 0.9191 |
| 0.2901 | 171.0 | 35568 | 0.2189 | 0.9184 |
| 0.2687 | 172.0 | 35776 | 0.2159 | 0.9200 |
| 0.2929 | 173.0 | 35984 | 0.2165 | 0.9196 |
| 0.2932 | 174.0 | 36192 | 0.2169 | 0.9195 |
| 0.2915 | 175.0 | 36400 | 0.2165 | 0.9201 |
| 0.2853 | 176.0 | 36608 | 0.2166 | 0.9199 |
| 0.287 | 177.0 | 36816 | 0.2162 | 0.9196 |
| 0.2843 | 178.0 | 37024 | 0.2157 | 0.9193 |
| 0.2882 | 179.0 | 37232 | 0.2176 | 0.9194 |
| 0.3024 | 180.0 | 37440 | 0.2150 | 0.9205 |
| 0.2963 | 181.0 | 37648 | 0.2161 | 0.9194 |
| 0.2707 | 182.0 | 37856 | 0.2157 | 0.9201 |
| 0.2589 | 183.0 | 38064 | 0.2147 | 0.9203 |
| 0.2898 | 184.0 | 38272 | 0.2128 | 0.9205 |
| 0.3106 | 185.0 | 38480 | 0.2141 | 0.9209 |
| 0.297 | 186.0 | 38688 | 0.2131 | 0.9212 |
| 0.2949 | 187.0 | 38896 | 0.2158 | 0.9198 |
| 0.28 | 188.0 | 39104 | 0.2124 | 0.9209 |
| 0.2713 | 189.0 | 39312 | 0.2131 | 0.9203 |
| 0.2969 | 190.0 | 39520 | 0.2156 | 0.9197 |
| 0.2944 | 191.0 | 39728 | 0.2140 | 0.9201 |
| 0.2872 | 192.0 | 39936 | 0.2126 | 0.9209 |
| 0.2891 | 193.0 | 40144 | 0.2145 | 0.9203 |
| 0.3068 | 194.0 | 40352 | 0.2116 | 0.9217 |
| 0.2745 | 195.0 | 40560 | 0.2144 | 0.9206 |
| 0.2958 | 196.0 | 40768 | 0.2142 | 0.9208 |
| 0.3056 | 197.0 | 40976 | 0.2122 | 0.9206 |
| 0.3078 | 198.0 | 41184 | 0.2154 | 0.9199 |
| 0.2847 | 199.0 | 41392 | 0.2124 | 0.9210 |
| 0.2914 | 200.0 | 41600 | 0.2145 | 0.9203 |
| 0.2753 | 201.0 | 41808 | 0.2138 | 0.9203 |
| 0.2694 | 202.0 | 42016 | 0.2121 | 0.9211 |
| 0.2918 | 203.0 | 42224 | 0.2113 | 0.9212 |
| 0.2839 | 204.0 | 42432 | 0.2142 | 0.9200 |
| 0.2802 | 205.0 | 42640 | 0.2117 | 0.9211 |
| 0.2809 | 206.0 | 42848 | 0.2127 | 0.9210 |
| 0.302 | 207.0 | 43056 | 0.2121 | 0.9208 |
| 0.278 | 208.0 | 43264 | 0.2122 | 0.9208 |
| 0.2817 | 209.0 | 43472 | 0.2118 | 0.9212 |
| 0.2786 | 210.0 | 43680 | 0.2130 | 0.9207 |
| 0.2766 | 211.0 | 43888 | 0.2140 | 0.9207 |
| 0.2768 | 212.0 | 44096 | 0.2120 | 0.9215 |
| 0.2946 | 213.0 | 44304 | 0.2101 | 0.9218 |
| 0.2882 | 214.0 | 44512 | 0.2106 | 0.9213 |
| 0.2786 | 215.0 | 44720 | 0.2117 | 0.9213 |
| 0.2775 | 216.0 | 44928 | 0.2117 | 0.9210 |
| 0.2904 | 217.0 | 45136 | 0.2097 | 0.9213 |
| 0.2791 | 218.0 | 45344 | 0.2103 | 0.9216 |
| 0.2776 | 219.0 | 45552 | 0.2101 | 0.9215 |
| 0.2786 | 220.0 | 45760 | 0.2092 | 0.9217 |
| 0.2867 | 221.0 | 45968 | 0.2092 | 0.9219 |
| 0.2858 | 222.0 | 46176 | 0.2086 | 0.9218 |
| 0.2833 | 223.0 | 46384 | 0.2096 | 0.9218 |
| 0.2873 | 224.0 | 46592 | 0.2105 | 0.9216 |
| 0.2816 | 225.0 | 46800 | 0.2085 | 0.9220 |
| 0.2639 | 226.0 | 47008 | 0.2101 | 0.9213 |
| 0.2841 | 227.0 | 47216 | 0.2103 | 0.9214 |
| 0.2686 | 228.0 | 47424 | 0.2100 | 0.9210 |
| 0.2766 | 229.0 | 47632 | 0.2092 | 0.9215 |
| 0.2817 | 230.0 | 47840 | 0.2098 | 0.9214 |
| 0.2556 | 231.0 | 48048 | 0.2096 | 0.9219 |
| 0.2806 | 232.0 | 48256 | 0.2090 | 0.9214 |
| 0.2661 | 233.0 | 48464 | 0.2105 | 0.9216 |
| 0.3061 | 234.0 | 48672 | 0.2088 | 0.9216 |
| 0.2879 | 235.0 | 48880 | 0.2087 | 0.9222 |
| 0.2808 | 236.0 | 49088 | 0.2093 | 0.9218 |
| 0.281 | 237.0 | 49296 | 0.2103 | 0.9216 |
| 0.2884 | 238.0 | 49504 | 0.2083 | 0.9223 |
| 0.2664 | 239.0 | 49712 | 0.2090 | 0.9223 |
| 0.2873 | 240.0 | 49920 | 0.2080 | 0.9229 |
| 0.3102 | 241.0 | 50128 | 0.2100 | 0.9218 |
| 0.269 | 242.0 | 50336 | 0.2097 | 0.9220 |
| 0.2735 | 243.0 | 50544 | 0.2084 | 0.9220 |
| 0.2562 | 244.0 | 50752 | 0.2074 | 0.9221 |
| 0.2835 | 245.0 | 50960 | 0.2089 | 0.9217 |
| 0.2906 | 246.0 | 51168 | 0.2086 | 0.9219 |
| 0.2747 | 247.0 | 51376 | 0.2082 | 0.9221 |
| 0.2738 | 248.0 | 51584 | 0.2074 | 0.9228 |
| 0.2888 | 249.0 | 51792 | 0.2080 | 0.9224 |
| 0.2908 | 250.0 | 52000 | 0.2080 | 0.9222 |
| 0.2685 | 251.0 | 52208 | 0.2078 | 0.9223 |
| 0.2771 | 252.0 | 52416 | 0.2089 | 0.9224 |
| 0.2773 | 253.0 | 52624 | 0.2089 | 0.9225 |
| 0.2764 | 254.0 | 52832 | 0.2102 | 0.9221 |
| 0.2686 | 255.0 | 53040 | 0.2075 | 0.9225 |
| 0.2897 | 256.0 | 53248 | 0.2074 | 0.9223 |
| 0.2919 | 257.0 | 53456 | 0.2083 | 0.9229 |
| 0.2787 | 258.0 | 53664 | 0.2067 | 0.9230 |
| 0.2931 | 259.0 | 53872 | 0.2093 | 0.9227 |
| 0.2774 | 260.0 | 54080 | 0.2067 | 0.9232 |
| 0.2822 | 261.0 | 54288 | 0.2077 | 0.9229 |
| 0.2836 | 262.0 | 54496 | 0.2070 | 0.9230 |
| 0.2837 | 263.0 | 54704 | 0.2070 | 0.9228 |
| 0.2791 | 264.0 | 54912 | 0.2084 | 0.9224 |
| 0.2585 | 265.0 | 55120 | 0.2066 | 0.9232 |
| 0.282 | 266.0 | 55328 | 0.2076 | 0.9227 |
| 0.2534 | 267.0 | 55536 | 0.2098 | 0.9223 |
| 0.2724 | 268.0 | 55744 | 0.2079 | 0.9228 |
| 0.2799 | 269.0 | 55952 | 0.2068 | 0.9233 |
| 0.2671 | 270.0 | 56160 | 0.2073 | 0.9232 |
| 0.2793 | 271.0 | 56368 | 0.2054 | 0.9231 |
| 0.2792 | 272.0 | 56576 | 0.2066 | 0.9233 |
| 0.2718 | 273.0 | 56784 | 0.2057 | 0.9231 |
| 0.2777 | 274.0 | 56992 | 0.2062 | 0.9233 |
| 0.2826 | 275.0 | 57200 | 0.2074 | 0.9230 |
| 0.2887 | 276.0 | 57408 | 0.2076 | 0.9228 |
| 0.2751 | 277.0 | 57616 | 0.2053 | 0.9235 |
| 0.2892 | 278.0 | 57824 | 0.2059 | 0.9232 |
| 0.2681 | 279.0 | 58032 | 0.2065 | 0.9234 |
| 0.2845 | 280.0 | 58240 | 0.2062 | 0.9233 |
| 0.2568 | 281.0 | 58448 | 0.2056 | 0.9237 |
| 0.297 | 282.0 | 58656 | 0.2059 | 0.9235 |
| 0.2665 | 283.0 | 58864 | 0.2049 | 0.9233 |
| 0.2694 | 284.0 | 59072 | 0.2073 | 0.9228 |
| 0.2616 | 285.0 | 59280 | 0.2066 | 0.9234 |
| 0.2644 | 286.0 | 59488 | 0.2066 | 0.9232 |
| 0.2733 | 287.0 | 59696 | 0.2061 | 0.9235 |
| 0.2772 | 288.0 | 59904 | 0.2067 | 0.9230 |
| 0.2699 | 289.0 | 60112 | 0.2050 | 0.9239 |
| 0.2778 | 290.0 | 60320 | 0.2046 | 0.9238 |
| 0.2738 | 291.0 | 60528 | 0.2058 | 0.9235 |
| 0.2466 | 292.0 | 60736 | 0.2061 | 0.9236 |
| 0.2711 | 293.0 | 60944 | 0.2046 | 0.9236 |
| 0.2759 | 294.0 | 61152 | 0.2055 | 0.9234 |
| 0.2819 | 295.0 | 61360 | 0.2044 | 0.9235 |
| 0.2572 | 296.0 | 61568 | 0.2057 | 0.9236 |
| 0.2801 | 297.0 | 61776 | 0.2047 | 0.9235 |
| 0.2974 | 298.0 | 61984 | 0.2055 | 0.9235 |
| 0.2688 | 299.0 | 62192 | 0.2060 | 0.9232 |
| 0.2581 | 300.0 | 62400 | 0.2048 | 0.9237 |
| 0.2443 | 301.0 | 62608 | 0.2048 | 0.9236 |
| 0.2646 | 302.0 | 62816 | 0.2065 | 0.9230 |
| 0.277 | 303.0 | 63024 | 0.2050 | 0.9240 |
| 0.2617 | 304.0 | 63232 | 0.2061 | 0.9239 |
| 0.2602 | 305.0 | 63440 | 0.2054 | 0.9238 |
| 0.3001 | 306.0 | 63648 | 0.2055 | 0.9236 |
| 0.2729 | 307.0 | 63856 | 0.2039 | 0.9240 |
| 0.2725 | 308.0 | 64064 | 0.2063 | 0.9235 |
| 0.2785 | 309.0 | 64272 | 0.2063 | 0.9236 |
| 0.2886 | 310.0 | 64480 | 0.2054 | 0.9238 |
| 0.2784 | 311.0 | 64688 | 0.2062 | 0.9237 |
| 0.2771 | 312.0 | 64896 | 0.2040 | 0.9240 |
| 0.2707 | 313.0 | 65104 | 0.2052 | 0.9238 |
| 0.2684 | 314.0 | 65312 | 0.2048 | 0.9241 |
| 0.2789 | 315.0 | 65520 | 0.2041 | 0.9239 |
| 0.2439 | 316.0 | 65728 | 0.2051 | 0.9241 |
| 0.272 | 317.0 | 65936 | 0.2045 | 0.9242 |
| 0.2668 | 318.0 | 66144 | 0.2037 | 0.9240 |
| 0.2657 | 319.0 | 66352 | 0.2042 | 0.9245 |
| 0.2845 | 320.0 | 66560 | 0.2042 | 0.9244 |
| 0.272 | 321.0 | 66768 | 0.2039 | 0.9241 |
| 0.2883 | 322.0 | 66976 | 0.2067 | 0.9235 |
| 0.2751 | 323.0 | 67184 | 0.2048 | 0.9244 |
| 0.311 | 324.0 | 67392 | 0.2037 | 0.9243 |
| 0.2746 | 325.0 | 67600 | 0.2068 | 0.9237 |
| 0.2625 | 326.0 | 67808 | 0.2037 | 0.9240 |
| 0.27 | 327.0 | 68016 | 0.2034 | 0.9239 |
| 0.2549 | 328.0 | 68224 | 0.2044 | 0.9245 |
| 0.2624 | 329.0 | 68432 | 0.2035 | 0.9245 |
| 0.2751 | 330.0 | 68640 | 0.2045 | 0.9242 |
| 0.2672 | 331.0 | 68848 | 0.2032 | 0.9243 |
| 0.277 | 332.0 | 69056 | 0.2038 | 0.9246 |
| 0.2806 | 333.0 | 69264 | 0.2041 | 0.9243 |
| 0.2896 | 334.0 | 69472 | 0.2038 | 0.9244 |
| 0.2967 | 335.0 | 69680 | 0.2039 | 0.9243 |
| 0.2538 | 336.0 | 69888 | 0.2048 | 0.9238 |
| 0.2787 | 337.0 | 70096 | 0.2042 | 0.9240 |
| 0.2687 | 338.0 | 70304 | 0.2031 | 0.9250 |
| 0.2823 | 339.0 | 70512 | 0.2028 | 0.9247 |
| 0.2511 | 340.0 | 70720 | 0.2032 | 0.9248 |
| 0.2753 | 341.0 | 70928 | 0.2036 | 0.9243 |
| 0.2714 | 342.0 | 71136 | 0.2035 | 0.9242 |
| 0.2426 | 343.0 | 71344 | 0.2047 | 0.9240 |
| 0.261 | 344.0 | 71552 | 0.2049 | 0.9242 |
| 0.2765 | 345.0 | 71760 | 0.2040 | 0.9248 |
| 0.292 | 346.0 | 71968 | 0.2041 | 0.9240 |
| 0.2762 | 347.0 | 72176 | 0.2032 | 0.9245 |
| 0.263 | 348.0 | 72384 | 0.2030 | 0.9247 |
| 0.2718 | 349.0 | 72592 | 0.2038 | 0.9243 |
| 0.2721 | 350.0 | 72800 | 0.2043 | 0.9240 |
| 0.2677 | 351.0 | 73008 | 0.2034 | 0.9247 |
| 0.2677 | 352.0 | 73216 | 0.2028 | 0.9248 |
| 0.2617 | 353.0 | 73424 | 0.2038 | 0.9241 |
| 0.29 | 354.0 | 73632 | 0.2039 | 0.9243 |
| 0.2682 | 355.0 | 73840 | 0.2035 | 0.9245 |
| 0.2775 | 356.0 | 74048 | 0.2042 | 0.9240 |
| 0.2515 | 357.0 | 74256 | 0.2030 | 0.9249 |
| 0.2775 | 358.0 | 74464 | 0.2029 | 0.9248 |
| 0.2699 | 359.0 | 74672 | 0.2033 | 0.9242 |
| 0.2719 | 360.0 | 74880 | 0.2025 | 0.9242 |
| 0.2631 | 361.0 | 75088 | 0.2028 | 0.9244 |
| 0.2694 | 362.0 | 75296 | 0.2029 | 0.9242 |
| 0.2643 | 363.0 | 75504 | 0.2043 | 0.9239 |
| 0.2737 | 364.0 | 75712 | 0.2042 | 0.9243 |
| 0.261 | 365.0 | 75920 | 0.2033 | 0.9245 |
| 0.2564 | 366.0 | 76128 | 0.2031 | 0.9243 |
| 0.2931 | 367.0 | 76336 | 0.2032 | 0.9242 |
| 0.2688 | 368.0 | 76544 | 0.2035 | 0.9246 |
| 0.249 | 369.0 | 76752 | 0.2042 | 0.9238 |
| 0.2859 | 370.0 | 76960 | 0.2026 | 0.9245 |
| 0.2632 | 371.0 | 77168 | 0.2028 | 0.9243 |
| 0.2572 | 372.0 | 77376 | 0.2031 | 0.9246 |
| 0.2604 | 373.0 | 77584 | 0.2026 | 0.9243 |
| 0.2643 | 374.0 | 77792 | 0.2036 | 0.9246 |
| 0.2668 | 375.0 | 78000 | 0.2037 | 0.9249 |
| 0.2739 | 376.0 | 78208 | 0.2028 | 0.9242 |
| 0.272 | 377.0 | 78416 | 0.2039 | 0.9238 |
| 0.2757 | 378.0 | 78624 | 0.2032 | 0.9242 |
| 0.251 | 379.0 | 78832 | 0.2033 | 0.9250 |
| 0.26 | 380.0 | 79040 | 0.2035 | 0.9245 |
| 0.2734 | 381.0 | 79248 | 0.2035 | 0.9241 |
| 0.2742 | 382.0 | 79456 | 0.2026 | 0.9247 |
| 0.2552 | 383.0 | 79664 | 0.2034 | 0.9242 |
| 0.2709 | 384.0 | 79872 | 0.2028 | 0.9244 |
| 0.28 | 385.0 | 80080 | 0.2029 | 0.9244 |
| 0.2587 | 386.0 | 80288 | 0.2037 | 0.9243 |
| 0.2706 | 387.0 | 80496 | 0.2032 | 0.9246 |
| 0.2774 | 388.0 | 80704 | 0.2036 | 0.9239 |
| 0.2755 | 389.0 | 80912 | 0.2025 | 0.9244 |
| 0.2586 | 390.0 | 81120 | 0.2034 | 0.9241 |
| 0.2715 | 391.0 | 81328 | 0.2024 | 0.9246 |
| 0.2844 | 392.0 | 81536 | 0.2030 | 0.9241 |
| 0.2626 | 393.0 | 81744 | 0.2035 | 0.9243 |
| 0.2567 | 394.0 | 81952 | 0.2027 | 0.9247 |
| 0.2789 | 395.0 | 82160 | 0.2024 | 0.9242 |
| 0.2695 | 396.0 | 82368 | 0.2019 | 0.9247 |
| 0.2829 | 397.0 | 82576 | 0.2016 | 0.9247 |
| 0.2784 | 398.0 | 82784 | 0.2025 | 0.9243 |
| 0.2765 | 399.0 | 82992 | 0.2033 | 0.9243 |
| 0.2673 | 400.0 | 83200 | 0.2024 | 0.9248 |
| 0.275 | 401.0 | 83408 | 0.2041 | 0.9240 |
| 0.2499 | 402.0 | 83616 | 0.2028 | 0.9241 |
| 0.2702 | 403.0 | 83824 | 0.2028 | 0.9246 |
| 0.285 | 404.0 | 84032 | 0.2028 | 0.9243 |
| 0.2615 | 405.0 | 84240 | 0.2038 | 0.9244 |
| 0.2849 | 406.0 | 84448 | 0.2021 | 0.9247 |
| 0.2414 | 407.0 | 84656 | 0.2023 | 0.9245 |
| 0.2777 | 408.0 | 84864 | 0.2020 | 0.9247 |
| 0.2601 | 409.0 | 85072 | 0.2024 | 0.9242 |
| 0.2873 | 410.0 | 85280 | 0.2026 | 0.9243 |
| 0.2616 | 411.0 | 85488 | 0.2032 | 0.9246 |
| 0.2794 | 412.0 | 85696 | 0.2024 | 0.9243 |
| 0.2596 | 413.0 | 85904 | 0.2026 | 0.9246 |
| 0.2585 | 414.0 | 86112 | 0.2027 | 0.9245 |
| 0.2588 | 415.0 | 86320 | 0.2029 | 0.9245 |
| 0.2685 | 416.0 | 86528 | 0.2025 | 0.9243 |
| 0.2923 | 417.0 | 86736 | 0.2026 | 0.9245 |
| 0.2641 | 418.0 | 86944 | 0.2030 | 0.9246 |
| 0.2821 | 419.0 | 87152 | 0.2021 | 0.9249 |
| 0.2674 | 420.0 | 87360 | 0.2021 | 0.9250 |
| 0.2745 | 421.0 | 87568 | 0.2023 | 0.9247 |
| 0.2703 | 422.0 | 87776 | 0.2022 | 0.9248 |
| 0.2653 | 423.0 | 87984 | 0.2032 | 0.9248 |
| 0.2763 | 424.0 | 88192 | 0.2022 | 0.9245 |
| 0.2572 | 425.0 | 88400 | 0.2019 | 0.9247 |
| 0.2577 | 426.0 | 88608 | 0.2028 | 0.9245 |
| 0.2966 | 427.0 | 88816 | 0.2023 | 0.9246 |
| 0.2667 | 428.0 | 89024 | 0.2025 | 0.9249 |
| 0.2388 | 429.0 | 89232 | 0.2028 | 0.9247 |
| 0.2856 | 430.0 | 89440 | 0.2019 | 0.9247 |
| 0.2842 | 431.0 | 89648 | 0.2020 | 0.9248 |
| 0.2806 | 432.0 | 89856 | 0.2025 | 0.9248 |
| 0.2627 | 433.0 | 90064 | 0.2027 | 0.9245 |
| 0.2582 | 434.0 | 90272 | 0.2025 | 0.9247 |
| 0.2594 | 435.0 | 90480 | 0.2032 | 0.9243 |
| 0.2557 | 436.0 | 90688 | 0.2029 | 0.9244 |
| 0.266 | 437.0 | 90896 | 0.2026 | 0.9245 |
| 0.2718 | 438.0 | 91104 | 0.2030 | 0.9242 |
| 0.2577 | 439.0 | 91312 | 0.2024 | 0.9246 |
| 0.2996 | 440.0 | 91520 | 0.2016 | 0.9250 |
| 0.2613 | 441.0 | 91728 | 0.2021 | 0.9247 |
| 0.2669 | 442.0 | 91936 | 0.2022 | 0.9246 |
| 0.2695 | 443.0 | 92144 | 0.2023 | 0.9246 |
| 0.267 | 444.0 | 92352 | 0.2017 | 0.9247 |
| 0.2704 | 445.0 | 92560 | 0.2020 | 0.9246 |
| 0.2529 | 446.0 | 92768 | 0.2018 | 0.9248 |
| 0.2743 | 447.0 | 92976 | 0.2014 | 0.9248 |
| 0.2664 | 448.0 | 93184 | 0.2025 | 0.9246 |
| 0.272 | 449.0 | 93392 | 0.2015 | 0.9248 |
| 0.2761 | 450.0 | 93600 | 0.2019 | 0.9248 |
| 0.2751 | 451.0 | 93808 | 0.2019 | 0.9247 |
| 0.2698 | 452.0 | 94016 | 0.2024 | 0.9246 |
| 0.2678 | 453.0 | 94224 | 0.2018 | 0.9249 |
| 0.2691 | 454.0 | 94432 | 0.2018 | 0.9250 |
| 0.2635 | 455.0 | 94640 | 0.2022 | 0.9248 |
| 0.2711 | 456.0 | 94848 | 0.2024 | 0.9247 |
| 0.2767 | 457.0 | 95056 | 0.2025 | 0.9248 |
| 0.2781 | 458.0 | 95264 | 0.2023 | 0.9247 |
| 0.2756 | 459.0 | 95472 | 0.2018 | 0.9249 |
| 0.2948 | 460.0 | 95680 | 0.2023 | 0.9248 |
| 0.267 | 461.0 | 95888 | 0.2017 | 0.9250 |
| 0.2626 | 462.0 | 96096 | 0.2018 | 0.9249 |
| 0.2559 | 463.0 | 96304 | 0.2022 | 0.9245 |
| 0.275 | 464.0 | 96512 | 0.2023 | 0.9248 |
| 0.2326 | 465.0 | 96720 | 0.2019 | 0.9248 |
| 0.2492 | 466.0 | 96928 | 0.2015 | 0.9248 |
| 0.2686 | 467.0 | 97136 | 0.2017 | 0.9248 |
| 0.2778 | 468.0 | 97344 | 0.2021 | 0.9245 |
| 0.2946 | 469.0 | 97552 | 0.2021 | 0.9248 |
| 0.2567 | 470.0 | 97760 | 0.2021 | 0.9247 |
| 0.2505 | 471.0 | 97968 | 0.2021 | 0.9248 |
| 0.2659 | 472.0 | 98176 | 0.2020 | 0.9247 |
| 0.2659 | 473.0 | 98384 | 0.2018 | 0.9248 |
| 0.2766 | 474.0 | 98592 | 0.2022 | 0.9247 |
| 0.2687 | 475.0 | 98800 | 0.2020 | 0.9248 |
| 0.2568 | 476.0 | 99008 | 0.2020 | 0.9247 |
| 0.2644 | 477.0 | 99216 | 0.2024 | 0.9246 |
| 0.2657 | 478.0 | 99424 | 0.2018 | 0.9248 |
| 0.263 | 479.0 | 99632 | 0.2020 | 0.9247 |
| 0.2499 | 480.0 | 99840 | 0.2019 | 0.9248 |
| 0.2963 | 481.0 | 100048 | 0.2019 | 0.9249 |
| 0.2778 | 482.0 | 100256 | 0.2019 | 0.9248 |
| 0.2593 | 483.0 | 100464 | 0.2021 | 0.9247 |
| 0.2644 | 484.0 | 100672 | 0.2022 | 0.9247 |
| 0.2849 | 485.0 | 100880 | 0.2020 | 0.9248 |
| 0.2727 | 486.0 | 101088 | 0.2019 | 0.9248 |
| 0.2668 | 487.0 | 101296 | 0.2020 | 0.9247 |
| 0.2624 | 488.0 | 101504 | 0.2018 | 0.9249 |
| 0.2445 | 489.0 | 101712 | 0.2020 | 0.9248 |
| 0.2541 | 490.0 | 101920 | 0.2018 | 0.9250 |
| 0.2646 | 491.0 | 102128 | 0.2019 | 0.9248 |
| 0.2658 | 492.0 | 102336 | 0.2019 | 0.9248 |
| 0.2677 | 493.0 | 102544 | 0.2020 | 0.9248 |
| 0.2505 | 494.0 | 102752 | 0.2020 | 0.9248 |
| 0.2593 | 495.0 | 102960 | 0.2019 | 0.9248 |
| 0.2411 | 496.0 | 103168 | 0.2019 | 0.9248 |
| 0.2682 | 497.0 | 103376 | 0.2019 | 0.9248 |
| 0.2693 | 498.0 | 103584 | 0.2019 | 0.9248 |
| 0.2568 | 499.0 | 103792 | 0.2019 | 0.9248 |
| 0.2589 | 500.0 | 104000 | 0.2019 | 0.9248 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.2.0
- Tokenizers 0.19.1
|