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---
language:
- es
license: apache-2.0
tags:
- automatic-speech-recognition
- common_voice
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: wav2vec2-common_voice-es-demo
results: []
---
<!-- 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. -->
# wav2vec2-common_voice-es-demo
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the COMMON_VOICE - ES dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1788
- Wer: 1.0239
## 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: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 15.0
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:-----:|:---------------:|:------:|
| No log | 0.02 | 100 | 6.6465 | 1.0 |
| No log | 0.04 | 200 | 3.0150 | 1.0 |
| No log | 0.05 | 300 | 2.8622 | 1.0003 |
| No log | 0.07 | 400 | 0.9506 | 0.9771 |
| 5.1598 | 0.09 | 500 | 0.4883 | 1.0009 |
| 5.1598 | 0.11 | 600 | 0.3893 | 1.0203 |
| 5.1598 | 0.13 | 700 | 0.3417 | 1.0283 |
| 5.1598 | 0.14 | 800 | 0.3352 | 1.0335 |
| 5.1598 | 0.16 | 900 | 0.2987 | 1.0168 |
| 0.3671 | 0.18 | 1000 | 0.2921 | 1.0159 |
| 0.3671 | 0.2 | 1100 | 0.2770 | 1.0096 |
| 0.3671 | 0.22 | 1200 | 0.2790 | 1.0398 |
| 0.3671 | 0.24 | 1300 | 0.2659 | 1.0190 |
| 0.3671 | 0.25 | 1400 | 0.2657 | 1.0528 |
| 0.289 | 0.27 | 1500 | 0.2556 | 1.0301 |
| 0.289 | 0.29 | 1600 | 0.2514 | 1.0193 |
| 0.289 | 0.31 | 1700 | 0.2708 | 1.0699 |
| 0.289 | 0.33 | 1800 | 0.2455 | 1.0723 |
| 0.289 | 0.34 | 1900 | 0.2456 | 1.0100 |
| 0.271 | 0.36 | 2000 | 0.2338 | 1.0533 |
| 0.271 | 0.38 | 2100 | 0.2479 | 1.0128 |
| 0.271 | 0.4 | 2200 | 0.2483 | 1.0386 |
| 0.271 | 0.42 | 2300 | 0.2436 | 1.0528 |
| 0.271 | 0.43 | 2400 | 0.2382 | 1.0476 |
| 0.2634 | 0.45 | 2500 | 0.2329 | 1.0680 |
| 0.2634 | 0.47 | 2600 | 0.2433 | 1.0581 |
| 0.2634 | 0.49 | 2700 | 0.2354 | 1.0641 |
| 0.2634 | 0.51 | 2800 | 0.2318 | 1.0504 |
| 0.2634 | 0.52 | 2900 | 0.2325 | 1.0500 |
| 0.2522 | 0.54 | 3000 | 0.2344 | 1.0380 |
| 0.2522 | 0.56 | 3100 | 0.2244 | 1.0663 |
| 0.2522 | 0.58 | 3200 | 0.2340 | 1.0647 |
| 0.2522 | 0.6 | 3300 | 0.2288 | 1.0538 |
| 0.2522 | 0.61 | 3400 | 0.2212 | 1.0614 |
| 0.2468 | 0.63 | 3500 | 0.2487 | 1.0557 |
| 0.2468 | 0.65 | 3600 | 0.2330 | 1.0510 |
| 0.2468 | 0.67 | 3700 | 0.2308 | 1.0506 |
| 0.2468 | 0.69 | 3800 | 0.2320 | 1.0451 |
| 0.2468 | 0.71 | 3900 | 0.2261 | 1.0701 |
| 0.2505 | 0.72 | 4000 | 0.2281 | 1.0713 |
| 0.2505 | 0.74 | 4100 | 0.2277 | 1.0741 |
| 0.2505 | 0.76 | 4200 | 0.2253 | 1.0814 |
| 0.2505 | 0.78 | 4300 | 0.2215 | 1.0437 |
| 0.2505 | 0.8 | 4400 | 0.2220 | 1.0557 |
| 0.2434 | 0.81 | 4500 | 0.2184 | 1.0533 |
| 0.2434 | 0.83 | 4600 | 0.2222 | 1.0819 |
| 0.2434 | 0.85 | 4700 | 0.2162 | 1.0238 |
| 0.2434 | 0.87 | 4800 | 0.2132 | 1.0457 |
| 0.2434 | 0.89 | 4900 | 0.2068 | 1.0611 |
| 0.2347 | 0.9 | 5000 | 0.2166 | 1.0332 |
| 0.2347 | 0.92 | 5100 | 0.2087 | 1.0433 |
| 0.2347 | 0.94 | 5200 | 0.2100 | 1.0292 |
| 0.2347 | 0.96 | 5300 | 0.2067 | 1.0734 |
| 0.2347 | 0.98 | 5400 | 0.2148 | 1.0279 |
| 0.2333 | 0.99 | 5500 | 0.2125 | 1.0277 |
| 0.2333 | 1.01 | 5600 | 0.2054 | 1.0453 |
| 0.2333 | 1.03 | 5700 | 0.2091 | 1.0557 |
| 0.2333 | 1.05 | 5800 | 0.2086 | 1.0239 |
| 0.2333 | 1.07 | 5900 | 0.2051 | 1.0645 |
| 0.2087 | 1.09 | 6000 | 0.2103 | 1.0240 |
| 0.2087 | 1.1 | 6100 | 0.2145 | 1.0197 |
| 0.2087 | 1.12 | 6200 | 0.2136 | 1.0248 |
| 0.2087 | 1.14 | 6300 | 0.2045 | 1.0443 |
| 0.2087 | 1.16 | 6400 | 0.2089 | 1.0397 |
| 0.2013 | 1.18 | 6500 | 0.2012 | 1.0654 |
| 0.2013 | 1.19 | 6600 | 0.2054 | 1.0414 |
| 0.2013 | 1.21 | 6700 | 0.2081 | 1.0632 |
| 0.2013 | 1.23 | 6800 | 0.2104 | 1.0190 |
| 0.2013 | 1.25 | 6900 | 0.2045 | 1.0813 |
| 0.2092 | 1.27 | 7000 | 0.2096 | 1.0751 |
| 0.2092 | 1.28 | 7100 | 0.2103 | 1.0328 |
| 0.2092 | 1.3 | 7200 | 0.2044 | 1.0011 |
| 0.2092 | 1.32 | 7300 | 0.2089 | 1.0260 |
| 0.2092 | 1.34 | 7400 | 0.2063 | 1.0551 |
| 0.2076 | 1.36 | 7500 | 0.2029 | 1.0075 |
| 0.2076 | 1.37 | 7600 | 0.2040 | 1.0528 |
| 0.2076 | 1.39 | 7700 | 0.2075 | 1.0398 |
| 0.2076 | 1.41 | 7800 | 0.2023 | 1.0231 |
| 0.2076 | 1.43 | 7900 | 0.2049 | 1.0318 |
| 0.2028 | 1.45 | 8000 | 0.2072 | 1.0763 |
| 0.2028 | 1.47 | 8100 | 0.2075 | 1.0762 |
| 0.2028 | 1.48 | 8200 | 0.2052 | 1.0838 |
| 0.2028 | 1.5 | 8300 | 0.2053 | 1.0407 |
| 0.2028 | 1.52 | 8400 | 0.2066 | 1.0266 |
| 0.2025 | 1.54 | 8500 | 0.2037 | 1.0628 |
| 0.2025 | 1.56 | 8600 | 0.2010 | 1.0351 |
| 0.2025 | 1.57 | 8700 | 0.1961 | 1.0812 |
| 0.2025 | 1.59 | 8800 | 0.1963 | 1.0868 |
| 0.2025 | 1.61 | 8900 | 0.2022 | 1.0710 |
| 0.1997 | 1.63 | 9000 | 0.2051 | 1.0764 |
| 0.1997 | 1.65 | 9100 | 0.1987 | 1.0581 |
| 0.1997 | 1.66 | 9200 | 0.2051 | 1.0611 |
| 0.1997 | 1.68 | 9300 | 0.1999 | 1.0808 |
| 0.1997 | 1.7 | 9400 | 0.1972 | 1.0703 |
| 0.1983 | 1.72 | 9500 | 0.1961 | 1.0584 |
| 0.1983 | 1.74 | 9600 | 0.2031 | 1.0938 |
| 0.1983 | 1.75 | 9700 | 0.2019 | 1.0891 |
| 0.1983 | 1.77 | 9800 | 0.2006 | 1.0542 |
| 0.1983 | 1.79 | 9900 | 0.1925 | 1.0627 |
| 0.1961 | 1.81 | 10000 | 0.1976 | 1.0751 |
| 0.1961 | 1.83 | 10100 | 0.2051 | 1.0611 |
| 0.1961 | 1.85 | 10200 | 0.2037 | 1.0656 |
| 0.1961 | 1.86 | 10300 | 0.2025 | 1.0291 |
| 0.1961 | 1.88 | 10400 | 0.1977 | 1.0525 |
| 0.2025 | 1.9 | 10500 | 0.2030 | 1.0670 |
| 0.2025 | 1.92 | 10600 | 0.1980 | 1.0765 |
| 0.2025 | 1.94 | 10700 | 0.1975 | 1.0254 |
| 0.2025 | 1.95 | 10800 | 0.1986 | 1.0636 |
| 0.2025 | 1.97 | 10900 | 0.1956 | 1.0352 |
| 0.2025 | 1.99 | 11000 | 0.1954 | 1.0265 |
| 0.2025 | 2.01 | 11100 | 0.1957 | 1.0752 |
| 0.2025 | 2.03 | 11200 | 0.1943 | 1.0784 |
| 0.2025 | 2.04 | 11300 | 0.1898 | 1.0341 |
| 0.2025 | 2.06 | 11400 | 0.1921 | 1.0301 |
| 0.1805 | 2.08 | 11500 | 0.1910 | 1.0230 |
| 0.1805 | 2.1 | 11600 | 0.1961 | 1.0203 |
| 0.1805 | 2.12 | 11700 | 0.1973 | 1.0776 |
| 0.1805 | 2.13 | 11800 | 0.1876 | 1.0788 |
| 0.1805 | 2.15 | 11900 | 0.1934 | 1.0251 |
| 0.177 | 2.17 | 12000 | 0.1967 | 1.0340 |
| 0.177 | 2.19 | 12100 | 0.1932 | 1.0131 |
| 0.177 | 2.21 | 12200 | 0.1926 | 1.0078 |
| 0.177 | 2.23 | 12300 | 0.1947 | 0.9991 |
| 0.177 | 2.24 | 12400 | 0.1914 | 1.0213 |
| 0.1782 | 2.26 | 12500 | 0.1962 | 0.9882 |
| 0.1782 | 2.28 | 12600 | 0.1960 | 1.0562 |
| 0.1782 | 2.3 | 12700 | 0.2006 | 1.0401 |
| 0.1782 | 2.32 | 12800 | 0.1950 | 1.0688 |
| 0.1782 | 2.33 | 12900 | 0.1920 | 1.0435 |
| 0.1796 | 2.35 | 13000 | 0.1926 | 1.0667 |
| 0.1796 | 2.37 | 13100 | 0.1949 | 1.0859 |
| 0.1796 | 2.39 | 13200 | 0.1932 | 1.0670 |
| 0.1796 | 2.41 | 13300 | 0.1882 | 1.0663 |
| 0.1796 | 2.42 | 13400 | 0.1877 | 1.0760 |
| 0.1775 | 2.44 | 13500 | 0.1893 | 1.0859 |
| 0.1775 | 2.46 | 13600 | 0.1936 | 1.0702 |
| 0.1775 | 2.48 | 13700 | 0.1871 | 1.0414 |
| 0.1775 | 2.5 | 13800 | 0.1917 | 1.0430 |
| 0.1775 | 2.51 | 13900 | 0.1922 | 1.0422 |
| 0.1778 | 2.53 | 14000 | 0.1875 | 1.0585 |
| 0.1778 | 2.55 | 14100 | 0.1876 | 1.0603 |
| 0.1778 | 2.57 | 14200 | 0.1888 | 1.0628 |
| 0.1778 | 2.59 | 14300 | 0.1948 | 1.0782 |
| 0.1778 | 2.6 | 14400 | 0.1942 | 1.0695 |
| 0.1784 | 2.62 | 14500 | 0.1842 | 1.0863 |
| 0.1784 | 2.64 | 14600 | 0.1850 | 1.0543 |
| 0.1784 | 2.66 | 14700 | 0.1824 | 1.0683 |
| 0.1784 | 2.68 | 14800 | 0.1888 | 1.0693 |
| 0.1784 | 2.7 | 14900 | 0.1871 | 1.0175 |
| 0.1753 | 2.71 | 15000 | 0.1889 | 1.0549 |
| 0.1753 | 2.73 | 15100 | 0.1865 | 1.0544 |
| 0.1753 | 2.75 | 15200 | 0.1918 | 1.0726 |
| 0.1753 | 2.77 | 15300 | 0.1964 | 1.0915 |
| 0.1753 | 2.79 | 15400 | 0.1900 | 1.0610 |
| 0.1768 | 2.8 | 15500 | 0.1894 | 1.0763 |
| 0.1768 | 2.82 | 15600 | 0.1882 | 1.0548 |
| 0.1768 | 2.84 | 15700 | 0.1861 | 1.0902 |
| 0.1768 | 2.86 | 15800 | 0.1860 | 1.0551 |
| 0.1768 | 2.88 | 15900 | 0.1879 | 1.0581 |
| 0.1761 | 2.89 | 16000 | 0.1899 | 1.0544 |
| 0.1761 | 2.91 | 16100 | 0.1860 | 1.0530 |
| 0.1761 | 2.93 | 16200 | 0.1894 | 1.0596 |
| 0.1761 | 2.95 | 16300 | 0.1835 | 1.0394 |
| 0.1761 | 2.97 | 16400 | 0.1852 | 1.0445 |
| 0.1754 | 2.98 | 16500 | 0.1847 | 1.0390 |
| 0.1754 | 3.0 | 16600 | 0.1828 | 1.0440 |
| 0.1754 | 3.02 | 16700 | 0.1869 | 1.0560 |
| 0.1754 | 3.04 | 16800 | 0.1882 | 1.0573 |
| 0.1754 | 3.06 | 16900 | 0.1912 | 1.0600 |
| 0.1592 | 3.08 | 17000 | 0.1921 | 1.0529 |
| 0.1592 | 3.09 | 17100 | 0.1881 | 1.0175 |
| 0.1592 | 3.11 | 17200 | 0.1891 | 1.0654 |
| 0.1592 | 3.13 | 17300 | 0.1889 | 1.0687 |
| 0.1592 | 3.15 | 17400 | 0.1916 | 1.0642 |
| 0.1556 | 3.17 | 17500 | 0.1850 | 1.0295 |
| 0.1556 | 3.18 | 17600 | 0.1875 | 1.0273 |
| 0.1556 | 3.2 | 17700 | 0.1894 | 1.0051 |
| 0.1556 | 3.22 | 17800 | 0.1870 | 1.0462 |
| 0.1556 | 3.24 | 17900 | 0.1831 | 1.0308 |
| 0.1557 | 3.26 | 18000 | 0.1878 | 1.0603 |
| 0.1557 | 3.27 | 18100 | 0.1850 | 1.0566 |
| 0.1557 | 3.29 | 18200 | 0.1843 | 1.0629 |
| 0.1557 | 3.31 | 18300 | 0.1886 | 1.0378 |
| 0.1557 | 3.33 | 18400 | 0.1892 | 1.0381 |
| 0.159 | 3.35 | 18500 | 0.1942 | 1.0519 |
| 0.159 | 3.36 | 18600 | 0.1829 | 1.0622 |
| 0.159 | 3.38 | 18700 | 0.1894 | 1.0557 |
| 0.159 | 3.4 | 18800 | 0.1895 | 1.0627 |
| 0.159 | 3.42 | 18900 | 0.1863 | 1.0362 |
| 0.1582 | 3.44 | 19000 | 0.1888 | 1.0491 |
| 0.1582 | 3.46 | 19100 | 0.1854 | 1.0483 |
| 0.1582 | 3.47 | 19200 | 0.1797 | 0.9787 |
| 0.1582 | 3.49 | 19300 | 0.1785 | 1.0086 |
| 0.1582 | 3.51 | 19400 | 0.1797 | 0.9915 |
| 0.1507 | 3.53 | 19500 | 0.1873 | 1.0266 |
| 0.1507 | 3.55 | 19600 | 0.1838 | 1.0299 |
| 0.1507 | 3.56 | 19700 | 0.1817 | 1.0355 |
| 0.1507 | 3.58 | 19800 | 0.1819 | 1.0271 |
| 0.1507 | 3.6 | 19900 | 0.1883 | 1.0248 |
| 0.1601 | 3.62 | 20000 | 0.1823 | 1.0406 |
| 0.1601 | 3.64 | 20100 | 0.1801 | 1.0261 |
| 0.1601 | 3.65 | 20200 | 0.1783 | 1.0329 |
| 0.1601 | 3.67 | 20300 | 0.1857 | 1.0162 |
| 0.1601 | 3.69 | 20400 | 0.1814 | 1.0212 |
| 0.1552 | 3.71 | 20500 | 0.1837 | 1.0232 |
| 0.1552 | 3.73 | 20600 | 0.1843 | 1.0314 |
| 0.1552 | 3.74 | 20700 | 0.1842 | 1.0258 |
| 0.1552 | 3.76 | 20800 | 0.1821 | 1.0479 |
| 0.1552 | 3.78 | 20900 | 0.1864 | 1.0459 |
| 0.1576 | 3.8 | 21000 | 0.1831 | 1.0364 |
| 0.1576 | 3.82 | 21100 | 0.1852 | 1.0271 |
| 0.1576 | 3.83 | 21200 | 0.1865 | 1.0204 |
| 0.1576 | 3.85 | 21300 | 0.1794 | 1.0324 |
| 0.1576 | 3.87 | 21400 | 0.1826 | 1.0315 |
| 0.1585 | 3.89 | 21500 | 0.1824 | 1.0327 |
| 0.1585 | 3.91 | 21600 | 0.1838 | 1.0208 |
| 0.1585 | 3.93 | 21700 | 0.1850 | 1.0199 |
| 0.1585 | 3.94 | 21800 | 0.1841 | 1.0050 |
| 0.1585 | 3.96 | 21900 | 0.1783 | 1.0003 |
| 0.1572 | 3.98 | 22000 | 0.1787 | 1.0115 |
| 0.1572 | 4.0 | 22100 | 0.1810 | 1.0235 |
| 0.1572 | 4.02 | 22200 | 0.1763 | 1.0191 |
| 0.1572 | 4.03 | 22300 | 0.1764 | 1.0332 |
| 0.1572 | 4.05 | 22400 | 0.1794 | 1.0429 |
| 0.1406 | 4.07 | 22500 | 0.1905 | 1.0288 |
| 0.1406 | 4.09 | 22600 | 0.1776 | 1.0244 |
| 0.1406 | 4.11 | 22700 | 0.1782 | 1.0451 |
| 0.1406 | 4.12 | 22800 | 0.1771 | 1.0387 |
| 0.1406 | 4.14 | 22900 | 0.1788 | 1.0435 |
| 0.14 | 4.16 | 23000 | 0.1792 | 1.0421 |
| 0.14 | 4.18 | 23100 | 0.1841 | 1.0241 |
| 0.14 | 4.2 | 23200 | 0.1769 | 1.0546 |
| 0.14 | 4.21 | 23300 | 0.1815 | 1.0602 |
| 0.14 | 4.23 | 23400 | 0.1784 | 1.0369 |
| 0.1394 | 4.25 | 23500 | 0.1809 | 1.0406 |
| 0.1394 | 4.27 | 23600 | 0.1744 | 1.0133 |
| 0.1394 | 4.29 | 23700 | 0.1771 | 1.0214 |
| 0.1394 | 4.31 | 23800 | 0.1765 | 1.0064 |
| 0.1394 | 4.32 | 23900 | 0.1793 | 1.0200 |
| 0.14 | 4.34 | 24000 | 0.1776 | 1.0352 |
| 0.14 | 4.36 | 24100 | 0.1775 | 1.0294 |
| 0.14 | 4.38 | 24200 | 0.1763 | 1.0213 |
| 0.14 | 4.4 | 24300 | 0.1697 | 1.0302 |
| 0.14 | 4.41 | 24400 | 0.1771 | 1.0259 |
| 0.1408 | 4.43 | 24500 | 0.1747 | 1.0409 |
| 0.1408 | 4.45 | 24600 | 0.1769 | 1.0278 |
| 0.1408 | 4.47 | 24700 | 0.1767 | 1.0190 |
| 0.1408 | 4.49 | 24800 | 0.1745 | 1.0281 |
| 0.1408 | 4.5 | 24900 | 0.1738 | 1.0356 |
| 0.1391 | 4.52 | 25000 | 0.1781 | 1.0429 |
| 0.1391 | 4.54 | 25100 | 0.1784 | 1.0076 |
| 0.1391 | 4.56 | 25200 | 0.1771 | 1.0157 |
| 0.1391 | 4.58 | 25300 | 0.1758 | 1.0337 |
| 0.1391 | 4.59 | 25400 | 0.1758 | 1.0466 |
| 0.1398 | 4.61 | 25500 | 0.1724 | 1.0403 |
| 0.1398 | 4.63 | 25600 | 0.1765 | 1.0481 |
| 0.1398 | 4.65 | 25700 | 0.1757 | 1.0320 |
| 0.1398 | 4.67 | 25800 | 0.1814 | 1.0479 |
| 0.1398 | 4.69 | 25900 | 0.1713 | 1.0251 |
| 0.1427 | 4.7 | 26000 | 0.1735 | 1.0340 |
| 0.1427 | 4.72 | 26100 | 0.1765 | 1.0358 |
| 0.1427 | 4.74 | 26200 | 0.1731 | 1.0220 |
| 0.1427 | 4.76 | 26300 | 0.1769 | 1.0261 |
| 0.1427 | 4.78 | 26400 | 0.1747 | 1.0139 |
| 0.1424 | 4.79 | 26500 | 0.1791 | 1.0406 |
| 0.1424 | 4.81 | 26600 | 0.1735 | 1.0497 |
| 0.1424 | 4.83 | 26700 | 0.1710 | 1.0433 |
| 0.1424 | 4.85 | 26800 | 0.1771 | 1.0002 |
| 0.1424 | 4.87 | 26900 | 0.1748 | 1.0046 |
| 0.1419 | 4.88 | 27000 | 0.1794 | 1.0332 |
| 0.1419 | 4.9 | 27100 | 0.1772 | 1.0558 |
| 0.1419 | 4.92 | 27200 | 0.1757 | 1.0477 |
| 0.1419 | 4.94 | 27300 | 0.1735 | 1.0324 |
| 0.1419 | 4.96 | 27400 | 0.1758 | 1.0260 |
| 0.1433 | 4.97 | 27500 | 0.1767 | 1.0422 |
| 0.1433 | 4.99 | 27600 | 0.1695 | 1.0386 |
| 0.1433 | 5.01 | 27700 | 0.1763 | 1.0571 |
| 0.1433 | 5.03 | 27800 | 0.1743 | 1.0367 |
| 0.1433 | 5.05 | 27900 | 0.1804 | 1.0255 |
| 0.1306 | 5.07 | 28000 | 0.1803 | 1.0377 |
| 0.1306 | 5.08 | 28100 | 0.1750 | 1.0552 |
| 0.1306 | 5.1 | 28200 | 0.1743 | 1.0512 |
| 0.1306 | 5.12 | 28300 | 0.1777 | 1.0584 |
| 0.1306 | 5.14 | 28400 | 0.1726 | 1.0374 |
| 0.123 | 5.16 | 28500 | 0.1776 | 1.0439 |
| 0.123 | 5.17 | 28600 | 0.1759 | 1.0682 |
| 0.123 | 5.19 | 28700 | 0.1724 | 1.0511 |
| 0.123 | 5.21 | 28800 | 0.1677 | 1.0560 |
| 0.123 | 5.23 | 28900 | 0.1699 | 1.0421 |
| 0.1217 | 5.25 | 29000 | 0.1803 | 1.0370 |
| 0.1217 | 5.26 | 29100 | 0.1770 | 1.0474 |
| 0.1217 | 5.28 | 29200 | 0.1733 | 1.0332 |
| 0.1217 | 5.3 | 29300 | 0.1746 | 1.0158 |
| 0.1217 | 5.32 | 29400 | 0.1763 | 1.0341 |
| 0.1246 | 5.34 | 29500 | 0.1775 | 1.0348 |
| 0.1246 | 5.35 | 29600 | 0.1730 | 1.0492 |
| 0.1246 | 5.37 | 29700 | 0.1730 | 1.0503 |
| 0.1246 | 5.39 | 29800 | 0.1727 | 1.0437 |
| 0.1246 | 5.41 | 29900 | 0.1744 | 1.0539 |
| 0.127 | 5.43 | 30000 | 0.1748 | 1.0463 |
| 0.127 | 5.44 | 30100 | 0.1746 | 1.0555 |
| 0.127 | 5.46 | 30200 | 0.1810 | 1.0558 |
| 0.127 | 5.48 | 30300 | 0.1773 | 1.0407 |
| 0.127 | 5.5 | 30400 | 0.1722 | 1.0489 |
| 0.1276 | 5.52 | 30500 | 0.1720 | 1.0520 |
| 0.1276 | 5.54 | 30600 | 0.1777 | 1.0347 |
| 0.1276 | 5.55 | 30700 | 0.1685 | 1.0347 |
| 0.1276 | 5.57 | 30800 | 0.1659 | 1.0338 |
| 0.1276 | 5.59 | 30900 | 0.1756 | 1.0228 |
| 0.1246 | 5.61 | 31000 | 0.1717 | 1.0409 |
| 0.1246 | 5.63 | 31100 | 0.1764 | 1.0202 |
| 0.1246 | 5.64 | 31200 | 0.1693 | 1.0314 |
| 0.1246 | 5.66 | 31300 | 0.1731 | 1.0319 |
| 0.1246 | 5.68 | 31400 | 0.1688 | 1.0380 |
| 0.1271 | 5.7 | 31500 | 0.1671 | 1.0350 |
| 0.1271 | 5.72 | 31600 | 0.1676 | 1.0430 |
| 0.1271 | 5.73 | 31700 | 0.1656 | 1.0441 |
| 0.1271 | 5.75 | 31800 | 0.1664 | 1.0403 |
| 0.1271 | 5.77 | 31900 | 0.1691 | 1.0152 |
| 0.1259 | 5.79 | 32000 | 0.1702 | 1.0018 |
| 0.1259 | 5.81 | 32100 | 0.1664 | 1.0246 |
| 0.1259 | 5.82 | 32200 | 0.1737 | 1.0340 |
| 0.1259 | 5.84 | 32300 | 0.1742 | 1.0449 |
| 0.1259 | 5.86 | 32400 | 0.1707 | 1.0279 |
| 0.1273 | 5.88 | 32500 | 0.1697 | 1.0471 |
| 0.1273 | 5.9 | 32600 | 0.1668 | 1.0322 |
| 0.1273 | 5.92 | 32700 | 0.1706 | 1.0378 |
| 0.1273 | 5.93 | 32800 | 0.1704 | 1.0350 |
| 0.1273 | 5.95 | 32900 | 0.1725 | 1.0244 |
| 0.123 | 5.97 | 33000 | 0.1678 | 1.0447 |
| 0.123 | 5.99 | 33100 | 0.1681 | 1.0438 |
| 0.123 | 6.01 | 33200 | 0.1689 | 1.0297 |
| 0.123 | 6.02 | 33300 | 0.1690 | 1.0333 |
| 0.123 | 6.04 | 33400 | 0.1734 | 1.0296 |
| 0.1163 | 6.06 | 33500 | 0.1748 | 1.0307 |
| 0.1163 | 6.08 | 33600 | 0.1715 | 1.0123 |
| 0.1163 | 6.1 | 33700 | 0.1668 | 1.0117 |
| 0.1163 | 6.11 | 33800 | 0.1690 | 1.0230 |
| 0.1163 | 6.13 | 33900 | 0.1693 | 1.0166 |
| 0.1101 | 6.15 | 34000 | 0.1728 | 1.0162 |
| 0.1101 | 6.17 | 34100 | 0.1683 | 1.0107 |
| 0.1101 | 6.19 | 34200 | 0.1703 | 0.9814 |
| 0.1101 | 6.2 | 34300 | 0.1692 | 1.0007 |
| 0.1101 | 6.22 | 34400 | 0.1690 | 1.0000 |
| 0.1118 | 6.24 | 34500 | 0.1734 | 0.9972 |
| 0.1118 | 6.26 | 34600 | 0.1739 | 1.0096 |
| 0.1118 | 6.28 | 34700 | 0.1749 | 1.0047 |
| 0.1118 | 6.3 | 34800 | 0.1709 | 1.0111 |
| 0.1118 | 6.31 | 34900 | 0.1717 | 1.0179 |
| 0.1153 | 6.33 | 35000 | 0.1690 | 1.0155 |
| 0.1153 | 6.35 | 35100 | 0.1710 | 1.0144 |
| 0.1153 | 6.37 | 35200 | 0.1719 | 1.0030 |
| 0.1153 | 6.39 | 35300 | 0.1690 | 1.0272 |
| 0.1153 | 6.4 | 35400 | 0.1673 | 1.0103 |
| 0.1106 | 6.42 | 35500 | 0.1710 | 1.0222 |
| 0.1106 | 6.44 | 35600 | 0.1747 | 1.0173 |
| 0.1106 | 6.46 | 35700 | 0.1721 | 0.9933 |
| 0.1106 | 6.48 | 35800 | 0.1670 | 1.0184 |
| 0.1106 | 6.49 | 35900 | 0.1714 | 1.0122 |
| 0.1116 | 6.51 | 36000 | 0.1717 | 1.0035 |
| 0.1116 | 6.53 | 36100 | 0.1685 | 1.0099 |
| 0.1116 | 6.55 | 36200 | 0.1687 | 1.0288 |
| 0.1116 | 6.57 | 36300 | 0.1664 | 1.0314 |
| 0.1116 | 6.58 | 36400 | 0.1665 | 1.0264 |
| 0.1128 | 6.6 | 36500 | 0.1681 | 1.0420 |
| 0.1128 | 6.62 | 36600 | 0.1682 | 1.0409 |
| 0.1128 | 6.64 | 36700 | 0.1717 | 1.0271 |
| 0.1128 | 6.66 | 36800 | 0.1717 | 1.0166 |
| 0.1128 | 6.68 | 36900 | 0.1755 | 1.0175 |
| 0.1134 | 6.69 | 37000 | 0.1623 | 1.0185 |
| 0.1134 | 6.71 | 37100 | 0.1674 | 1.0302 |
| 0.1134 | 6.73 | 37200 | 0.1633 | 1.0325 |
| 0.1134 | 6.75 | 37300 | 0.1628 | 1.0228 |
| 0.1134 | 6.77 | 37400 | 0.1636 | 1.0243 |
| 0.1102 | 6.78 | 37500 | 0.1667 | 1.0282 |
| 0.1102 | 6.8 | 37600 | 0.1623 | 1.0212 |
| 0.1102 | 6.82 | 37700 | 0.1639 | 1.0140 |
| 0.1102 | 6.84 | 37800 | 0.1587 | 1.0258 |
| 0.1102 | 6.86 | 37900 | 0.1610 | 1.0087 |
| 0.1113 | 6.87 | 38000 | 0.1647 | 1.0199 |
| 0.1113 | 6.89 | 38100 | 0.1609 | 1.0054 |
| 0.1113 | 6.91 | 38200 | 0.1602 | 1.0145 |
| 0.1113 | 6.93 | 38300 | 0.1602 | 1.0144 |
| 0.1113 | 6.95 | 38400 | 0.1602 | 1.0375 |
| 0.1071 | 6.96 | 38500 | 0.1592 | 1.0259 |
| 0.1071 | 6.98 | 38600 | 0.1612 | 1.0236 |
| 0.1071 | 7.0 | 38700 | 0.1621 | 1.0277 |
| 0.1071 | 7.02 | 38800 | 0.1669 | 1.0367 |
| 0.1071 | 7.04 | 38900 | 0.1742 | 1.0484 |
| 0.1062 | 7.05 | 39000 | 0.1752 | 1.0302 |
| 0.1062 | 7.07 | 39100 | 0.1676 | 1.0244 |
| 0.1062 | 7.09 | 39200 | 0.1723 | 1.0300 |
| 0.1062 | 7.11 | 39300 | 0.1727 | 1.0294 |
| 0.1062 | 7.13 | 39400 | 0.1711 | 1.0255 |
| 0.1021 | 7.15 | 39500 | 0.1699 | 1.0471 |
| 0.1021 | 7.16 | 39600 | 0.1682 | 1.0426 |
| 0.1021 | 7.18 | 39700 | 0.1713 | 1.0233 |
| 0.1021 | 7.2 | 39800 | 0.1682 | 1.0259 |
| 0.1021 | 7.22 | 39900 | 0.1710 | 1.0162 |
| 0.103 | 7.24 | 40000 | 0.1725 | 1.0283 |
| 0.103 | 7.25 | 40100 | 0.1729 | 1.0264 |
| 0.103 | 7.27 | 40200 | 0.1665 | 1.0451 |
| 0.103 | 7.29 | 40300 | 0.1671 | 1.0386 |
| 0.103 | 7.31 | 40400 | 0.1671 | 1.0316 |
| 0.0981 | 7.33 | 40500 | 0.1708 | 1.0257 |
| 0.0981 | 7.34 | 40600 | 0.1642 | 1.0152 |
| 0.0981 | 7.36 | 40700 | 0.1707 | 1.0110 |
| 0.0981 | 7.38 | 40800 | 0.1675 | 1.0186 |
| 0.0981 | 7.4 | 40900 | 0.1702 | 1.0123 |
| 0.1005 | 7.42 | 41000 | 0.1699 | 1.0159 |
| 0.1005 | 7.43 | 41100 | 0.1703 | 1.0219 |
| 0.1005 | 7.45 | 41200 | 0.1707 | 1.0194 |
| 0.1005 | 7.47 | 41300 | 0.1644 | 1.0016 |
| 0.1005 | 7.49 | 41400 | 0.1716 | 0.9941 |
| 0.1021 | 7.51 | 41500 | 0.1670 | 1.0159 |
| 0.1021 | 7.53 | 41600 | 0.1667 | 1.0033 |
| 0.1021 | 7.54 | 41700 | 0.1667 | 1.0176 |
| 0.1021 | 7.56 | 41800 | 0.1679 | 1.0194 |
| 0.1021 | 7.58 | 41900 | 0.1632 | 1.0418 |
| 0.0963 | 7.6 | 42000 | 0.1712 | 1.0152 |
| 0.0963 | 7.62 | 42100 | 0.1632 | 1.0364 |
| 0.0963 | 7.63 | 42200 | 0.1702 | 1.0229 |
| 0.0963 | 7.65 | 42300 | 0.1655 | 1.0179 |
| 0.0963 | 7.67 | 42400 | 0.1698 | 1.0329 |
| 0.1014 | 7.69 | 42500 | 0.1691 | 1.0398 |
| 0.1014 | 7.71 | 42600 | 0.1638 | 1.0487 |
| 0.1014 | 7.72 | 42700 | 0.1617 | 1.0210 |
| 0.1014 | 7.74 | 42800 | 0.1648 | 1.0124 |
| 0.1014 | 7.76 | 42900 | 0.1608 | 1.0202 |
| 0.1008 | 7.78 | 43000 | 0.1611 | 1.0353 |
| 0.1008 | 7.8 | 43100 | 0.1633 | 1.0319 |
| 0.1008 | 7.81 | 43200 | 0.1640 | 1.0032 |
| 0.1008 | 7.83 | 43300 | 0.1589 | 0.9985 |
| 0.1008 | 7.85 | 43400 | 0.1630 | 0.9975 |
| 0.0988 | 7.87 | 43500 | 0.1604 | 1.0053 |
| 0.0988 | 7.89 | 43600 | 0.1687 | 1.0063 |
| 0.0988 | 7.91 | 43700 | 0.1619 | 1.0096 |
| 0.0988 | 7.92 | 43800 | 0.1565 | 0.9901 |
| 0.0988 | 7.94 | 43900 | 0.1619 | 0.9742 |
| 0.102 | 7.96 | 44000 | 0.1598 | 0.9593 |
| 0.102 | 7.98 | 44100 | 0.1635 | 0.9718 |
| 0.102 | 8.0 | 44200 | 0.1624 | 0.9903 |
| 0.102 | 8.01 | 44300 | 0.1605 | 0.9882 |
| 0.102 | 8.03 | 44400 | 0.1657 | 1.0128 |
| 0.0961 | 8.05 | 44500 | 0.1651 | 1.0155 |
| 0.0961 | 8.07 | 44600 | 0.1680 | 1.0194 |
| 0.0961 | 8.09 | 44700 | 0.1694 | 1.0112 |
| 0.0961 | 8.1 | 44800 | 0.1665 | 1.0073 |
| 0.0961 | 8.12 | 44900 | 0.1612 | 1.0200 |
| 0.0894 | 8.14 | 45000 | 0.1652 | 1.0337 |
| 0.0894 | 8.16 | 45100 | 0.1626 | 1.0086 |
| 0.0894 | 8.18 | 45200 | 0.1639 | 1.0083 |
| 0.0894 | 8.19 | 45300 | 0.1634 | 1.0223 |
| 0.0894 | 8.21 | 45400 | 0.1631 | 1.0339 |
| 0.0887 | 8.23 | 45500 | 0.1640 | 1.0311 |
| 0.0887 | 8.25 | 45600 | 0.1661 | 1.0264 |
| 0.0887 | 8.27 | 45700 | 0.1650 | 1.0315 |
| 0.0887 | 8.29 | 45800 | 0.1624 | 1.0390 |
| 0.0887 | 8.3 | 45900 | 0.1624 | 1.0350 |
| 0.0884 | 8.32 | 46000 | 0.1615 | 1.0318 |
| 0.0884 | 8.34 | 46100 | 0.1628 | 1.0410 |
| 0.0884 | 8.36 | 46200 | 0.1627 | 1.0429 |
| 0.0884 | 8.38 | 46300 | 0.1644 | 1.0320 |
| 0.0884 | 8.39 | 46400 | 0.1633 | 1.0177 |
| 0.0893 | 8.41 | 46500 | 0.1654 | 1.0189 |
| 0.0893 | 8.43 | 46600 | 0.1598 | 1.0154 |
| 0.0893 | 8.45 | 46700 | 0.1618 | 1.0250 |
| 0.0893 | 8.47 | 46800 | 0.1639 | 1.0402 |
| 0.0893 | 8.48 | 46900 | 0.1616 | 1.0336 |
| 0.0869 | 8.5 | 47000 | 0.1613 | 1.0296 |
| 0.0869 | 8.52 | 47100 | 0.1648 | 1.0568 |
| 0.0869 | 8.54 | 47200 | 0.1625 | 1.0256 |
| 0.0869 | 8.56 | 47300 | 0.1609 | 1.0390 |
| 0.0869 | 8.57 | 47400 | 0.1606 | 1.0450 |
| 0.0894 | 8.59 | 47500 | 0.1605 | 1.0445 |
| 0.0894 | 8.61 | 47600 | 0.1660 | 1.0402 |
| 0.0894 | 8.63 | 47700 | 0.1618 | 1.0444 |
| 0.0894 | 8.65 | 47800 | 0.1669 | 1.0333 |
| 0.0894 | 8.66 | 47900 | 0.1627 | 1.0364 |
| 0.0885 | 8.68 | 48000 | 0.1616 | 1.0334 |
| 0.0885 | 8.7 | 48100 | 0.1626 | 1.0564 |
| 0.0885 | 8.72 | 48200 | 0.1624 | 1.0396 |
| 0.0885 | 8.74 | 48300 | 0.1623 | 1.0396 |
| 0.0885 | 8.76 | 48400 | 0.1612 | 1.0112 |
| 0.0888 | 8.77 | 48500 | 0.1638 | 1.0292 |
| 0.0888 | 8.79 | 48600 | 0.1639 | 0.9988 |
| 0.0888 | 8.81 | 48700 | 0.1618 | 1.0127 |
| 0.0888 | 8.83 | 48800 | 0.1584 | 1.0042 |
| 0.0888 | 8.85 | 48900 | 0.1615 | 1.0041 |
| 0.0887 | 8.86 | 49000 | 0.1637 | 1.0269 |
| 0.0887 | 8.88 | 49100 | 0.1627 | 0.9989 |
| 0.0887 | 8.9 | 49200 | 0.1583 | 1.0104 |
| 0.0887 | 8.92 | 49300 | 0.1600 | 1.0214 |
| 0.0887 | 8.94 | 49400 | 0.1599 | 1.0126 |
| 0.0893 | 8.95 | 49500 | 0.1595 | 1.0516 |
| 0.0893 | 8.97 | 49600 | 0.1625 | 1.0464 |
| 0.0893 | 8.99 | 49700 | 0.1595 | 1.0361 |
| 0.0893 | 9.01 | 49800 | 0.1614 | 1.0469 |
| 0.0893 | 9.03 | 49900 | 0.1612 | 1.0304 |
| 0.0834 | 9.04 | 50000 | 0.1643 | 1.0335 |
| 0.0834 | 9.06 | 50100 | 0.1640 | 1.0175 |
| 0.0834 | 9.08 | 50200 | 0.1655 | 1.0264 |
| 0.0834 | 9.1 | 50300 | 0.1678 | 1.0243 |
| 0.0834 | 9.12 | 50400 | 0.1659 | 1.0145 |
| 0.079 | 9.14 | 50500 | 0.1644 | 1.0316 |
| 0.079 | 9.15 | 50600 | 0.1630 | 1.0326 |
| 0.079 | 9.17 | 50700 | 0.1634 | 1.0154 |
| 0.079 | 9.19 | 50800 | 0.1697 | 1.0095 |
| 0.079 | 9.21 | 50900 | 0.1678 | 1.0050 |
| 0.078 | 9.23 | 51000 | 0.1626 | 1.0159 |
| 0.078 | 9.24 | 51100 | 0.1666 | 1.0238 |
| 0.078 | 9.26 | 51200 | 0.1644 | 1.0244 |
| 0.078 | 9.28 | 51300 | 0.1655 | 1.0345 |
| 0.078 | 9.3 | 51400 | 0.1615 | 1.0237 |
| 0.0776 | 9.32 | 51500 | 0.1664 | 1.0180 |
| 0.0776 | 9.33 | 51600 | 0.1603 | 1.0208 |
| 0.0776 | 9.35 | 51700 | 0.1594 | 1.0230 |
| 0.0776 | 9.37 | 51800 | 0.1622 | 1.0201 |
| 0.0776 | 9.39 | 51900 | 0.1596 | 1.0039 |
| 0.0782 | 9.41 | 52000 | 0.1645 | 1.0204 |
| 0.0782 | 9.42 | 52100 | 0.1640 | 1.0318 |
| 0.0782 | 9.44 | 52200 | 0.1621 | 1.0290 |
| 0.0782 | 9.46 | 52300 | 0.1638 | 1.0318 |
| 0.0782 | 9.48 | 52400 | 0.1613 | 1.0217 |
| 0.0782 | 9.5 | 52500 | 0.1609 | 1.0261 |
| 0.0782 | 9.52 | 52600 | 0.1625 | 1.0101 |
| 0.0782 | 9.53 | 52700 | 0.1613 | 1.0058 |
| 0.0782 | 9.55 | 52800 | 0.1599 | 1.0068 |
| 0.0782 | 9.57 | 52900 | 0.1600 | 1.0110 |
| 0.0797 | 9.59 | 53000 | 0.1594 | 1.0171 |
| 0.0797 | 9.61 | 53100 | 0.1583 | 1.0124 |
| 0.0797 | 9.62 | 53200 | 0.1646 | 1.0093 |
| 0.0797 | 9.64 | 53300 | 0.1580 | 1.0201 |
| 0.0797 | 9.66 | 53400 | 0.1599 | 1.0207 |
| 0.0783 | 9.68 | 53500 | 0.1577 | 1.0226 |
| 0.0783 | 9.7 | 53600 | 0.1593 | 1.0160 |
| 0.0783 | 9.71 | 53700 | 0.1570 | 1.0173 |
| 0.0783 | 9.73 | 53800 | 0.1614 | 1.0299 |
| 0.0783 | 9.75 | 53900 | 0.1610 | 1.0184 |
| 0.0779 | 9.77 | 54000 | 0.1606 | 1.0173 |
| 0.0779 | 9.79 | 54100 | 0.1577 | 1.0032 |
| 0.0779 | 9.8 | 54200 | 0.1590 | 1.0070 |
| 0.0779 | 9.82 | 54300 | 0.1580 | 1.0257 |
| 0.0779 | 9.84 | 54400 | 0.1592 | 1.0108 |
| 0.0778 | 9.86 | 54500 | 0.1617 | 0.9907 |
| 0.0778 | 9.88 | 54600 | 0.1605 | 1.0189 |
| 0.0778 | 9.89 | 54700 | 0.1605 | 1.0177 |
| 0.0778 | 9.91 | 54800 | 0.1536 | 1.0275 |
| 0.0778 | 9.93 | 54900 | 0.1658 | 1.0282 |
| 0.0777 | 9.95 | 55000 | 0.1543 | 1.0385 |
| 0.0777 | 9.97 | 55100 | 0.1559 | 1.0375 |
| 0.0777 | 9.99 | 55200 | 0.1590 | 1.0215 |
| 0.0777 | 10.0 | 55300 | 0.1624 | 1.0242 |
| 0.0777 | 10.02 | 55400 | 0.1635 | 1.0244 |
| 0.0712 | 10.04 | 55500 | 0.1629 | 1.0298 |
| 0.0712 | 10.06 | 55600 | 0.1601 | 1.0299 |
| 0.0712 | 10.08 | 55700 | 0.1625 | 1.0117 |
| 0.0712 | 10.09 | 55800 | 0.1650 | 1.0233 |
| 0.0712 | 10.11 | 55900 | 0.1631 | 1.0061 |
| 0.0667 | 10.13 | 56000 | 0.1637 | 1.0226 |
| 0.0667 | 10.15 | 56100 | 0.1607 | 1.0042 |
| 0.0667 | 10.17 | 56200 | 0.1599 | 1.0117 |
| 0.0667 | 10.18 | 56300 | 0.1623 | 1.0246 |
| 0.0667 | 10.2 | 56400 | 0.1639 | 1.0294 |
| 0.0695 | 10.22 | 56500 | 0.1650 | 1.0232 |
| 0.0695 | 10.24 | 56600 | 0.1620 | 1.0289 |
| 0.0695 | 10.26 | 56700 | 0.1667 | 1.0209 |
| 0.0695 | 10.27 | 56800 | 0.1580 | 1.0163 |
| 0.0695 | 10.29 | 56900 | 0.1646 | 1.0293 |
| 0.0686 | 10.31 | 57000 | 0.1636 | 1.0106 |
| 0.0686 | 10.33 | 57100 | 0.1586 | 1.0044 |
| 0.0686 | 10.35 | 57200 | 0.1582 | 1.0213 |
| 0.0686 | 10.37 | 57300 | 0.1627 | 1.0151 |
| 0.0686 | 10.38 | 57400 | 0.1619 | 1.0248 |
| 0.0686 | 10.4 | 57500 | 0.1596 | 1.0098 |
| 0.0686 | 10.42 | 57600 | 0.1606 | 1.0031 |
| 0.0686 | 10.44 | 57700 | 0.1620 | 1.0046 |
| 0.0686 | 10.46 | 57800 | 0.1592 | 1.0018 |
| 0.0686 | 10.47 | 57900 | 0.1592 | 1.0058 |
| 0.0669 | 10.49 | 58000 | 0.1605 | 0.9961 |
| 0.0669 | 10.51 | 58100 | 0.1632 | 1.0102 |
| 0.0669 | 10.53 | 58200 | 0.1593 | 1.0061 |
| 0.0669 | 10.55 | 58300 | 0.1586 | 1.0091 |
| 0.0669 | 10.56 | 58400 | 0.1603 | 1.0085 |
| 0.068 | 10.58 | 58500 | 0.1579 | 1.0031 |
| 0.068 | 10.6 | 58600 | 0.1591 | 1.0021 |
| 0.068 | 10.62 | 58700 | 0.1590 | 1.0163 |
| 0.068 | 10.64 | 58800 | 0.1584 | 1.0045 |
| 0.068 | 10.65 | 58900 | 0.1594 | 1.0158 |
| 0.0693 | 10.67 | 59000 | 0.1568 | 1.0052 |
| 0.0693 | 10.69 | 59100 | 0.1581 | 0.9955 |
| 0.0693 | 10.71 | 59200 | 0.1622 | 0.9917 |
| 0.0693 | 10.73 | 59300 | 0.1580 | 1.0018 |
| 0.0693 | 10.75 | 59400 | 0.1601 | 1.0077 |
| 0.0699 | 10.76 | 59500 | 0.1605 | 0.9997 |
| 0.0699 | 10.78 | 59600 | 0.1585 | 1.0009 |
| 0.0699 | 10.8 | 59700 | 0.1541 | 1.0058 |
| 0.0699 | 10.82 | 59800 | 0.1583 | 1.0026 |
| 0.0699 | 10.84 | 59900 | 0.1592 | 0.9992 |
| 0.0671 | 10.85 | 60000 | 0.1590 | 1.0004 |
| 0.0671 | 10.87 | 60100 | 0.1585 | 1.0060 |
| 0.0671 | 10.89 | 60200 | 0.1579 | 1.0063 |
| 0.0671 | 10.91 | 60300 | 0.1582 | 0.9949 |
| 0.0671 | 10.93 | 60400 | 0.1562 | 1.0004 |
| 0.0661 | 10.94 | 60500 | 0.1560 | 0.9950 |
| 0.0661 | 10.96 | 60600 | 0.1564 | 0.9990 |
| 0.0661 | 10.98 | 60700 | 0.1552 | 0.9982 |
| 0.0661 | 11.0 | 60800 | 0.1596 | 1.0018 |
| 0.0661 | 11.02 | 60900 | 0.1618 | 0.9905 |
| 0.0634 | 11.03 | 61000 | 0.1652 | 0.9890 |
| 0.0634 | 11.05 | 61100 | 0.1649 | 0.9886 |
| 0.0634 | 11.07 | 61200 | 0.1668 | 0.9870 |
| 0.0634 | 11.09 | 61300 | 0.1663 | 0.9921 |
| 0.0634 | 11.11 | 61400 | 0.1650 | 0.9919 |
| 0.0587 | 11.13 | 61500 | 0.1674 | 0.9831 |
| 0.0587 | 11.14 | 61600 | 0.1633 | 0.9793 |
| 0.0587 | 11.16 | 61700 | 0.1665 | 0.9781 |
| 0.0587 | 11.18 | 61800 | 0.1642 | 0.9821 |
| 0.0587 | 11.2 | 61900 | 0.1638 | 0.9797 |
| 0.0581 | 11.22 | 62000 | 0.1628 | 0.9727 |
| 0.0581 | 11.23 | 62100 | 0.1661 | 0.9796 |
| 0.0581 | 11.25 | 62200 | 0.1641 | 0.9830 |
| 0.0581 | 11.27 | 62300 | 0.1601 | 0.9867 |
| 0.0581 | 11.29 | 62400 | 0.1626 | 0.9757 |
| 0.0584 | 11.31 | 62500 | 0.1632 | 1.0014 |
| 0.0584 | 11.32 | 62600 | 0.1626 | 1.0052 |
| 0.0584 | 11.34 | 62700 | 0.1586 | 1.0098 |
| 0.0584 | 11.36 | 62800 | 0.1597 | 1.0151 |
| 0.0584 | 11.38 | 62900 | 0.1624 | 1.0054 |
| 0.0589 | 11.4 | 63000 | 0.1618 | 1.0018 |
| 0.0589 | 11.41 | 63100 | 0.1635 | 1.0032 |
| 0.0589 | 11.43 | 63200 | 0.1654 | 1.0142 |
| 0.0589 | 11.45 | 63300 | 0.1646 | 1.0031 |
| 0.0589 | 11.47 | 63400 | 0.1618 | 1.0118 |
| 0.0579 | 11.49 | 63500 | 0.1634 | 1.0218 |
| 0.0579 | 11.51 | 63600 | 0.1616 | 1.0179 |
| 0.0579 | 11.52 | 63700 | 0.1603 | 1.0036 |
| 0.0579 | 11.54 | 63800 | 0.1610 | 1.0150 |
| 0.0579 | 11.56 | 63900 | 0.1605 | 1.0285 |
| 0.0572 | 11.58 | 64000 | 0.1621 | 1.0261 |
| 0.0572 | 11.6 | 64100 | 0.1625 | 1.0252 |
| 0.0572 | 11.61 | 64200 | 0.1677 | 1.0257 |
| 0.0572 | 11.63 | 64300 | 0.1656 | 1.0243 |
| 0.0572 | 11.65 | 64400 | 0.1669 | 1.0270 |
| 0.0592 | 11.67 | 64500 | 0.1605 | 1.0305 |
| 0.0592 | 11.69 | 64600 | 0.1633 | 1.0277 |
| 0.0592 | 11.7 | 64700 | 0.1606 | 1.0176 |
| 0.0592 | 11.72 | 64800 | 0.1618 | 1.0249 |
| 0.0592 | 11.74 | 64900 | 0.1609 | 1.0113 |
| 0.0595 | 11.76 | 65000 | 0.1609 | 1.0254 |
| 0.0595 | 11.78 | 65100 | 0.1662 | 1.0275 |
| 0.0595 | 11.79 | 65200 | 0.1652 | 1.0164 |
| 0.0595 | 11.81 | 65300 | 0.1638 | 1.0266 |
| 0.0595 | 11.83 | 65400 | 0.1589 | 1.0274 |
| 0.0588 | 11.85 | 65500 | 0.1607 | 1.0136 |
| 0.0588 | 11.87 | 65600 | 0.1592 | 1.0136 |
| 0.0588 | 11.88 | 65700 | 0.1581 | 1.0183 |
| 0.0588 | 11.9 | 65800 | 0.1587 | 1.0133 |
| 0.0588 | 11.92 | 65900 | 0.1596 | 1.0170 |
| 0.0558 | 11.94 | 66000 | 0.1590 | 1.0161 |
| 0.0558 | 11.96 | 66100 | 0.1597 | 1.0193 |
| 0.0558 | 11.98 | 66200 | 0.1590 | 1.0193 |
| 0.0558 | 11.99 | 66300 | 0.1608 | 1.0242 |
| 0.0558 | 12.01 | 66400 | 0.1642 | 1.0231 |
| 0.0555 | 12.03 | 66500 | 0.1679 | 1.0168 |
| 0.0555 | 12.05 | 66600 | 0.1674 | 1.0083 |
| 0.0555 | 12.07 | 66700 | 0.1658 | 1.0069 |
| 0.0555 | 12.08 | 66800 | 0.1661 | 1.0134 |
| 0.0555 | 12.1 | 66900 | 0.1682 | 1.0274 |
| 0.0508 | 12.12 | 67000 | 0.1702 | 1.0219 |
| 0.0508 | 12.14 | 67100 | 0.1694 | 1.0219 |
| 0.0508 | 12.16 | 67200 | 0.1667 | 1.0236 |
| 0.0508 | 12.17 | 67300 | 0.1672 | 1.0253 |
| 0.0508 | 12.19 | 67400 | 0.1640 | 1.0215 |
| 0.0513 | 12.21 | 67500 | 0.1649 | 1.0242 |
| 0.0513 | 12.23 | 67600 | 0.1687 | 1.0262 |
| 0.0513 | 12.25 | 67700 | 0.1655 | 1.0231 |
| 0.0513 | 12.26 | 67800 | 0.1692 | 1.0176 |
| 0.0513 | 12.28 | 67900 | 0.1675 | 1.0202 |
| 0.0519 | 12.3 | 68000 | 0.1644 | 1.0241 |
| 0.0519 | 12.32 | 68100 | 0.1651 | 1.0297 |
| 0.0519 | 12.34 | 68200 | 0.1661 | 1.0287 |
| 0.0519 | 12.36 | 68300 | 0.1665 | 1.0257 |
| 0.0519 | 12.37 | 68400 | 0.1685 | 1.0233 |
| 0.0522 | 12.39 | 68500 | 0.1636 | 1.0177 |
| 0.0522 | 12.41 | 68600 | 0.1709 | 1.0200 |
| 0.0522 | 12.43 | 68700 | 0.1684 | 1.0164 |
| 0.0522 | 12.45 | 68800 | 0.1666 | 1.0119 |
| 0.0522 | 12.46 | 68900 | 0.1683 | 1.0136 |
| 0.05 | 12.48 | 69000 | 0.1696 | 1.0127 |
| 0.05 | 12.5 | 69100 | 0.1708 | 1.0184 |
| 0.05 | 12.52 | 69200 | 0.1654 | 1.0282 |
| 0.05 | 12.54 | 69300 | 0.1700 | 1.0235 |
| 0.05 | 12.55 | 69400 | 0.1688 | 1.0257 |
| 0.0513 | 12.57 | 69500 | 0.1646 | 1.0274 |
| 0.0513 | 12.59 | 69600 | 0.1660 | 1.0247 |
| 0.0513 | 12.61 | 69700 | 0.1657 | 1.0188 |
| 0.0513 | 12.63 | 69800 | 0.1654 | 1.0087 |
| 0.0513 | 12.64 | 69900 | 0.1681 | 1.0146 |
| 0.0512 | 12.66 | 70000 | 0.1660 | 1.0185 |
| 0.0512 | 12.68 | 70100 | 0.1690 | 1.0214 |
| 0.0512 | 12.7 | 70200 | 0.1683 | 1.0160 |
| 0.0512 | 12.72 | 70300 | 0.1695 | 1.0198 |
| 0.0512 | 12.74 | 70400 | 0.1666 | 1.0193 |
| 0.0484 | 12.75 | 70500 | 0.1654 | 1.0142 |
| 0.0484 | 12.77 | 70600 | 0.1598 | 1.0154 |
| 0.0484 | 12.79 | 70700 | 0.1623 | 1.0139 |
| 0.0484 | 12.81 | 70800 | 0.1662 | 1.0180 |
| 0.0484 | 12.83 | 70900 | 0.1659 | 1.0232 |
| 0.0501 | 12.84 | 71000 | 0.1662 | 1.0202 |
| 0.0501 | 12.86 | 71100 | 0.1639 | 1.0161 |
| 0.0501 | 12.88 | 71200 | 0.1666 | 1.0151 |
| 0.0501 | 12.9 | 71300 | 0.1644 | 1.0129 |
| 0.0501 | 12.92 | 71400 | 0.1642 | 1.0171 |
| 0.0482 | 12.93 | 71500 | 0.1635 | 1.0162 |
| 0.0482 | 12.95 | 71600 | 0.1637 | 1.0186 |
| 0.0482 | 12.97 | 71700 | 0.1639 | 1.0142 |
| 0.0482 | 12.99 | 71800 | 0.1643 | 1.0122 |
| 0.0482 | 13.01 | 71900 | 0.1679 | 1.0156 |
| 0.0483 | 13.02 | 72000 | 0.1717 | 1.0224 |
| 0.0483 | 13.04 | 72100 | 0.1742 | 1.0229 |
| 0.0483 | 13.06 | 72200 | 0.1718 | 1.0237 |
| 0.0483 | 13.08 | 72300 | 0.1742 | 1.0266 |
| 0.0483 | 13.1 | 72400 | 0.1736 | 1.0257 |
| 0.0443 | 13.12 | 72500 | 0.1741 | 1.0275 |
| 0.0443 | 13.13 | 72600 | 0.1745 | 1.0325 |
| 0.0443 | 13.15 | 72700 | 0.1737 | 1.0296 |
| 0.0443 | 13.17 | 72800 | 0.1722 | 1.0303 |
| 0.0443 | 13.19 | 72900 | 0.1702 | 1.0305 |
| 0.0424 | 13.21 | 73000 | 0.1733 | 1.0241 |
| 0.0424 | 13.22 | 73100 | 0.1748 | 1.0243 |
| 0.0424 | 13.24 | 73200 | 0.1760 | 1.0231 |
| 0.0424 | 13.26 | 73300 | 0.1745 | 1.0241 |
| 0.0424 | 13.28 | 73400 | 0.1772 | 1.0217 |
| 0.0424 | 13.3 | 73500 | 0.1755 | 1.0206 |
| 0.0424 | 13.31 | 73600 | 0.1743 | 1.0242 |
| 0.0424 | 13.33 | 73700 | 0.1738 | 1.0208 |
| 0.0424 | 13.35 | 73800 | 0.1736 | 1.0249 |
| 0.0424 | 13.37 | 73900 | 0.1747 | 1.0271 |
| 0.0437 | 13.39 | 74000 | 0.1707 | 1.0241 |
| 0.0437 | 13.4 | 74100 | 0.1731 | 1.0269 |
| 0.0437 | 13.42 | 74200 | 0.1743 | 1.0290 |
| 0.0437 | 13.44 | 74300 | 0.1739 | 1.0266 |
| 0.0437 | 13.46 | 74400 | 0.1763 | 1.0246 |
| 0.0443 | 13.48 | 74500 | 0.1724 | 1.0209 |
| 0.0443 | 13.49 | 74600 | 0.1744 | 1.0244 |
| 0.0443 | 13.51 | 74700 | 0.1717 | 1.0232 |
| 0.0443 | 13.53 | 74800 | 0.1754 | 1.0217 |
| 0.0443 | 13.55 | 74900 | 0.1721 | 1.0234 |
| 0.0435 | 13.57 | 75000 | 0.1751 | 1.0197 |
| 0.0435 | 13.59 | 75100 | 0.1727 | 1.0285 |
| 0.0435 | 13.6 | 75200 | 0.1715 | 1.0221 |
| 0.0435 | 13.62 | 75300 | 0.1746 | 1.0247 |
| 0.0435 | 13.64 | 75400 | 0.1712 | 1.0231 |
| 0.0436 | 13.66 | 75500 | 0.1719 | 1.0228 |
| 0.0436 | 13.68 | 75600 | 0.1727 | 1.0197 |
| 0.0436 | 13.69 | 75700 | 0.1750 | 1.0252 |
| 0.0436 | 13.71 | 75800 | 0.1702 | 1.0241 |
| 0.0436 | 13.73 | 75900 | 0.1720 | 1.0250 |
| 0.0433 | 13.75 | 76000 | 0.1744 | 1.0210 |
| 0.0433 | 13.77 | 76100 | 0.1735 | 1.0211 |
| 0.0433 | 13.78 | 76200 | 0.1727 | 1.0205 |
| 0.0433 | 13.8 | 76300 | 0.1706 | 1.0218 |
| 0.0433 | 13.82 | 76400 | 0.1709 | 1.0238 |
| 0.0431 | 13.84 | 76500 | 0.1705 | 1.0197 |
| 0.0431 | 13.86 | 76600 | 0.1734 | 1.0223 |
| 0.0431 | 13.87 | 76700 | 0.1695 | 1.0250 |
| 0.0431 | 13.89 | 76800 | 0.1734 | 1.0232 |
| 0.0431 | 13.91 | 76900 | 0.1724 | 1.0219 |
| 0.041 | 13.93 | 77000 | 0.1706 | 1.0236 |
| 0.041 | 13.95 | 77100 | 0.1689 | 1.0220 |
| 0.041 | 13.97 | 77200 | 0.1738 | 1.0230 |
| 0.041 | 13.98 | 77300 | 0.1727 | 1.0254 |
| 0.041 | 14.0 | 77400 | 0.1721 | 1.0261 |
| 0.041 | 14.02 | 77500 | 0.1760 | 1.0261 |
| 0.041 | 14.04 | 77600 | 0.1772 | 1.0202 |
| 0.041 | 14.06 | 77700 | 0.1782 | 1.0202 |
| 0.041 | 14.07 | 77800 | 0.1777 | 1.0222 |
| 0.041 | 14.09 | 77900 | 0.1787 | 1.0203 |
| 0.0383 | 14.11 | 78000 | 0.1790 | 1.0236 |
| 0.0383 | 14.13 | 78100 | 0.1812 | 1.0245 |
| 0.0383 | 14.15 | 78200 | 0.1778 | 1.0224 |
| 0.0383 | 14.16 | 78300 | 0.1771 | 1.0231 |
| 0.0383 | 14.18 | 78400 | 0.1782 | 1.0242 |
| 0.0391 | 14.2 | 78500 | 0.1785 | 1.0262 |
| 0.0391 | 14.22 | 78600 | 0.1791 | 1.0261 |
| 0.0391 | 14.24 | 78700 | 0.1770 | 1.0254 |
| 0.0391 | 14.25 | 78800 | 0.1810 | 1.0257 |
| 0.0391 | 14.27 | 78900 | 0.1794 | 1.0241 |
| 0.0387 | 14.29 | 79000 | 0.1774 | 1.0256 |
| 0.0387 | 14.31 | 79100 | 0.1774 | 1.0236 |
| 0.0387 | 14.33 | 79200 | 0.1759 | 1.0222 |
| 0.0387 | 14.35 | 79300 | 0.1787 | 1.0237 |
| 0.0387 | 14.36 | 79400 | 0.1788 | 1.0227 |
| 0.0372 | 14.38 | 79500 | 0.1789 | 1.0232 |
| 0.0372 | 14.4 | 79600 | 0.1771 | 1.0254 |
| 0.0372 | 14.42 | 79700 | 0.1777 | 1.0244 |
| 0.0372 | 14.44 | 79800 | 0.1791 | 1.0225 |
| 0.0372 | 14.45 | 79900 | 0.1786 | 1.0237 |
| 0.0385 | 14.47 | 80000 | 0.1782 | 1.0243 |
| 0.0385 | 14.49 | 80100 | 0.1770 | 1.0236 |
| 0.0385 | 14.51 | 80200 | 0.1782 | 1.0240 |
| 0.0385 | 14.53 | 80300 | 0.1764 | 1.0243 |
| 0.0385 | 14.54 | 80400 | 0.1748 | 1.0248 |
| 0.039 | 14.56 | 80500 | 0.1758 | 1.0232 |
| 0.039 | 14.58 | 80600 | 0.1763 | 1.0246 |
| 0.039 | 14.6 | 80700 | 0.1770 | 1.0220 |
| 0.039 | 14.62 | 80800 | 0.1788 | 1.0225 |
| 0.039 | 14.63 | 80900 | 0.1781 | 1.0230 |
| 0.039 | 14.65 | 81000 | 0.1779 | 1.0230 |
| 0.039 | 14.67 | 81100 | 0.1755 | 1.0212 |
| 0.039 | 14.69 | 81200 | 0.1765 | 1.0226 |
| 0.039 | 14.71 | 81300 | 0.1787 | 1.0241 |
| 0.039 | 14.72 | 81400 | 0.1782 | 1.0250 |
| 0.0368 | 14.74 | 81500 | 0.1780 | 1.0248 |
| 0.0368 | 14.76 | 81600 | 0.1782 | 1.0242 |
| 0.0368 | 14.78 | 81700 | 0.1782 | 1.0242 |
| 0.0368 | 14.8 | 81800 | 0.1792 | 1.0241 |
| 0.0368 | 14.82 | 81900 | 0.1796 | 1.0238 |
| 0.0378 | 14.83 | 82000 | 0.1795 | 1.0236 |
| 0.0378 | 14.85 | 82100 | 0.1796 | 1.0239 |
| 0.0378 | 14.87 | 82200 | 0.1792 | 1.0236 |
| 0.0378 | 14.89 | 82300 | 0.1789 | 1.0239 |
| 0.0378 | 14.91 | 82400 | 0.1788 | 1.0238 |
| 0.0386 | 14.92 | 82500 | 0.1787 | 1.0239 |
| 0.0386 | 14.94 | 82600 | 0.1786 | 1.0236 |
| 0.0386 | 14.96 | 82700 | 0.1786 | 1.0237 |
| 0.0386 | 14.98 | 82800 | 0.1787 | 1.0239 |
| 0.0386 | 15.0 | 82900 | 0.1788 | 1.0238 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.1
- Datasets 1.17.0
- Tokenizers 0.10.3
|