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Parameters: 2669854 Epoch Loss(Tr) Loss(val) Loss(Ts) Loss(Tr)std Loss(val)std Loss(Ts)std Loss(0_1) Loss(0_2) Loss(0_3) Loss(0_1)std Loss(0_2)std Loss(0_3)std SNR(Tr_i_t) SNR(val_i_t) SNR(Ts_i_t) SNR(Tr_i_t)std SNR(val_i_t)std SNR(Ts_i_t)std SNR(Tr_i_o) SNR(val_i_o) SNR(Ts_i_o) SNR(Tr_i_o)std SNR(val_i_o)std SNR(Ts_i_o)std Learning_rate Time 0 1.4170 1.0289 1.0575 0.2423 0.0304 0.0743 17.3744 17.5143 16.4270 1.1443 1.3703 0.9511 3.5874 4.7838 4.6641 1.4573 0.1181 0.1423 0.0100 1059.2280 1 0.9338 0.8689 0.8890 0.0710 0.0522 0.0479 17.3858 17.4919 16.3987 1.1507 0.9844 1.3632 5.6682 6.1406 6.0550 0.3327 0.1558 0.2135 0.0100 1049.4074 2 0.7835 0.6943 0.7233 0.0754 0.0345 0.0617 17.4186 17.5419 16.9065 1.1963 1.2810 1.2339 6.3479 6.3869 6.2547 0.2788 0.1285 0.1809 0.0100 1059.4321 3 0.6611 0.6623 0.6885 0.0478 0.0376 0.0450 17.2752 17.7404 16.5022 1.2084 1.3896 1.1523 6.8923 6.4692 6.3191 0.2622 0.1783 0.2147 0.0100 1060.6544 4 0.5964 0.5766 0.5933 0.0461 0.0312 0.0514 17.2217 17.2245 16.6030 1.1909 1.0377 1.5772 7.2467 6.9156 6.8299 0.2302 0.1494 0.1729 0.0100 1063.2576 5 0.5286 0.5258 0.5491 0.0384 0.0305 0.0495 17.3062 17.2134 16.7075 1.2256 1.0929 1.1760 7.5271 7.3681 7.2873 0.2609 0.2228 0.1789 0.0100 1062.3391 6 0.5021 0.5117 0.5244 0.0371 0.0363 0.0464 17.3414 17.2234 16.4367 1.1707 1.2707 1.6614 7.7539 7.4359 7.3345 0.2451 0.1746 0.2096 0.0100 1059.5376 7 0.4769 0.4806 0.5001 0.0377 0.0434 0.0441 17.3438 17.2327 16.6981 1.2164 1.3778 1.2548 8.0075 8.0892 8.0157 0.2361 0.2220 0.2299 0.0100 1061.2002 8 0.4607 0.4670 0.4915 0.0360 0.0267 0.0441 17.2764 17.6596 16.5772 1.1491 1.1223 1.1311 8.2896 7.9316 7.8626 0.2548 0.1484 0.2141 0.0100 1059.0129 9 0.4435 0.4572 0.4714 0.0434 0.0339 0.0484 17.2868 17.1270 16.6058 1.1602 1.3532 0.8957 8.5019 7.6254 7.4778 0.2787 0.2057 0.2025 0.0100 1052.9402 10 0.4306 0.4614 0.4638 0.0372 0.0361 0.0334 17.1257 17.4073 16.5716 1.1226 1.2357 0.9459 8.6808 7.7822 7.6383 0.2660 0.1866 0.2835 0.0100 1051.2750 11 0.4169 0.4549 0.4675 0.0345 0.0394 0.0454 17.3242 17.3616 16.5293 1.1383 1.2382 1.0735 8.8261 7.2437 7.1746 0.2720 0.1541 0.1727 0.0100 1062.1609 12 0.4117 0.4499 0.4551 0.0376 0.0398 0.0421 17.3126 17.5462 16.8972 1.2282 1.5704 1.0739 8.9591 7.8703 7.8328 0.2768 0.1759 0.1858 0.0100 1058.2879 13 0.4018 0.4113 0.4265 0.0353 0.0436 0.0470 17.4239 17.3700 16.7420 1.2251 1.1454 1.0575 9.0450 8.7200 8.6448 0.2382 0.1659 0.2344 0.0100 1057.8457 14 0.3969 0.4264 0.4331 0.0353 0.0292 0.0361 17.3836 17.2858 16.7566 1.1844 1.2833 1.3525 9.1343 8.0535 8.0163 0.2583 0.2187 0.2290 0.0100 1058.2478 15 0.3861 0.4358 0.4521 0.0349 0.0404 0.0411 17.2973 17.7078 16.8048 1.2138 1.1136 1.1009 9.2037 7.2410 7.1552 0.2923 0.1919 0.2319 0.0100 1063.3713 16 0.3787 0.4099 0.4198 0.0348 0.0258 0.0419 17.2810 17.2489 16.7410 1.1282 1.2497 1.5780 9.2568 8.0518 7.9107 0.2632 0.2053 0.4145 0.0100 1059.2544 17 0.3692 0.4191 0.4270 0.0317 0.0379 0.0459 17.2792 17.1099 16.6883 1.1916 1.2719 0.9541 9.3635 8.1742 8.1414 0.2735 0.2084 0.1883 0.0100 1058.2062 18 0.3610 0.4001 0.4140 0.0294 0.0321 0.0453 17.3589 17.4994 16.6004 1.2479 1.3841 1.1055 9.4665 8.0910 8.0801 0.2617 0.1970 0.2157 0.0100 1066.3699 19 0.3601 0.4702 0.4667 0.0337 0.0438 0.0314 17.3508 17.4305 16.6977 1.2195 1.0865 0.9118 9.4928 6.5416 6.5050 0.2798 0.1861 0.1552 0.0100 1058.2209 20 0.3594 0.3895 0.4012 0.0360 0.0433 0.0392 17.2736 17.6025 16.2575 1.1276 1.0721 0.9486 9.5735 8.3400 8.1140 0.2804 0.1783 0.3242 0.0100 1070.1321 21 0.3496 0.3748 0.3735 0.0319 0.0283 0.0273 17.4274 17.5449 16.6401 1.2997 1.0933 0.9736 9.6612 8.6385 8.5996 0.2615 0.1804 0.2717 0.0100 1063.2108 22 0.3448 0.3787 0.3888 0.0328 0.0336 0.0448 17.2918 17.4684 17.0833 1.2541 1.0657 0.9864 9.7140 8.3424 8.2415 0.2658 0.1749 0.1679 0.0100 1066.9156 23 0.3400 0.3564 0.3602 0.0311 0.0324 0.0390 17.2657 17.8897 16.5723 1.2786 1.0739 1.2376 9.7665 9.5699 9.4622 0.2998 0.2544 0.2987 0.0100 1070.6735 24 0.3388 0.3724 0.3746 0.0324 0.0332 0.0515 17.3053 17.2311 16.7075 1.1731 1.1230 1.4249 9.8329 8.5091 8.4119 0.2591 0.2596 0.2130 0.0100 1060.8416 25 0.3351 0.3662 0.3653 0.0302 0.0394 0.0370 17.3423 17.2542 16.8083 1.1607 0.9459 1.0644 9.8864 8.8288 8.6708 0.2533 0.1653 0.1873 0.0100 1053.4922 26 0.3308 0.3851 0.3918 0.0275 0.0397 0.0560 17.3192 17.5998 16.8794 1.2230 1.0093 1.2851 9.9002 8.6206 8.5112 0.2868 0.1304 0.2208 0.0100 1057.4552 27 0.3306 0.4131 0.4188 0.0328 0.0284 0.0380 17.2902 17.0980 16.5370 1.2578 1.0998 1.4865 9.9441 8.1659 8.2410 0.2732 0.2288 0.2135 0.0100 1064.9040 28 0.3287 0.4062 0.4177 0.0339 0.0223 0.0448 17.3350 17.3588 16.9832 1.1945 0.8519 1.0980 10.0071 7.1401 6.9716 0.2818 0.1596 0.2296 0.0100 1069.4221 29 0.3265 0.3733 0.3842 0.0324 0.0300 0.0332 17.1772 17.5696 16.7788 1.2431 1.2590 0.9742 10.0309 8.1851 7.9941 0.2842 0.1491 0.2776 0.0100 1067.9775 30 0.3238 0.3685 0.3871 0.0333 0.0356 0.0478 17.3012 17.5464 16.7318 1.1974 1.0156 1.2158 10.0752 8.0314 7.8644 0.2776 0.1209 0.2143 0.0100 1064.1163 31 0.3192 0.4099 0.4232 0.0318 0.0284 0.0326 17.3100 17.4855 16.5556 1.2240 1.0150 0.9977 10.1274 6.8173 6.6904 0.2695 0.1584 0.1774 0.0100 1062.8736 32 0.3188 0.3369 0.3495 0.0315 0.0323 0.0432 17.2500 17.2234 16.7750 1.2074 1.1478 1.0429 10.1242 9.4461 9.3722 0.2923 0.2719 0.2342 0.0100 1064.2743 33 0.3124 0.3604 0.3714 0.0281 0.0300 0.0418 17.2720 17.6846 16.8478 1.2404 1.5915 0.9962 10.2070 8.2057 8.0035 0.2915 0.2275 0.2335 0.0100 1052.8756 34 0.3129 0.3673 0.3738 0.0305 0.0282 0.0321 17.2166 17.3173 16.8878 1.1913 1.2897 1.0442 10.1909 8.3694 8.2587 0.2714 0.2079 0.2788 0.0100 1058.3355 35 0.3114 0.3536 0.3523 0.0316 0.0390 0.0302 17.3195 17.3479 16.7011 1.3880 1.0852 1.5119 10.2642 8.5238 8.5411 0.2856 0.1980 0.2898 0.0100 1066.4990 36 0.3091 0.3883 0.3775 0.0289 0.0927 0.0348 17.4138 17.3677 16.3376 1.2394 0.9449 1.4355 10.3068 7.8047 7.6877 0.2685 0.1939 0.2343 0.0100 1059.7638 37 0.3057 0.4094 0.3993 0.0291 0.0330 0.0356 17.3630 17.4689 16.6480 1.1815 1.1414 1.1355 10.3461 7.0887 7.1306 0.2673 0.1835 0.1986 0.0100 1057.1557 38 0.3078 0.4028 0.4045 0.0295 0.0302 0.0338 17.3199 17.4631 16.2817 1.3178 1.0394 1.3282 10.3911 8.2325 8.1731 0.2920 0.1664 0.2622 0.0100 1069.2395 39 0.3052 0.3457 0.3614 0.0329 0.0304 0.0417 17.3552 17.6009 16.4776 1.1442 1.2482 1.2817 10.3921 9.3026 9.1154 0.2769 0.2321 0.3067 0.0100 1060.8186 40 0.3050 0.3495 0.3537 0.0311 0.0406 0.0505 17.2640 17.4800 16.4326 1.1926 1.1628 1.2496 10.4078 9.0406 9.0193 0.2512 0.2653 0.2226 0.0100 1060.2029 41 0.2988 0.4263 0.4375 0.0292 0.0317 0.0485 17.3060 17.4659 16.7165 1.1716 1.2439 1.2216 10.4810 7.2035 7.1405 0.2811 0.2083 0.2190 0.0100 1059.7273 42 0.2970 0.3634 0.3674 0.0331 0.0310 0.0261 17.2554 17.4061 16.7788 1.1598 0.9327 0.9239 10.4849 8.4883 8.4086 0.2488 0.1642 0.2703 0.0100 1058.4076 43 0.2995 0.3539 0.3695 0.0308 0.0366 0.0411 17.2764 17.6250 16.6119 1.1874 1.2607 1.1080 10.4939 8.8298 8.6928 0.2739 0.1535 0.2161 0.0100 1058.1457 44 0.2996 0.4133 0.4100 0.0306 0.0419 0.0422 17.2852 17.0291 16.4740 1.1610 1.0108 1.1971 10.5315 6.8455 6.8021 0.2693 0.1966 0.2076 0.0100 1057.5690 45 0.2947 0.3907 0.3972 0.0294 0.0265 0.0321 17.2315 17.5740 16.4078 1.1380 1.0333 1.1562 10.5577 7.6689 7.5598 0.2993 0.1998 0.2280 0.0100 1059.0908 46 0.2925 0.4077 0.4148 0.0286 0.0250 0.0447 17.2986 17.2240 16.6289 1.2514 0.9990 1.0807 10.5932 6.7618 6.6337 0.2902 0.1613 0.2609 0.0100 1066.7310 47 0.2937 0.3742 0.3758 0.0304 0.0299 0.0420 17.2496 17.0112 16.7900 1.1158 0.9797 1.1474 10.6144 7.7747 7.7388 0.2963 0.1824 0.2923 0.0100 1069.2668 48 0.2856 0.3460 0.3603 0.0270 0.0253 0.0353 17.3089 17.7848 16.2411 1.1945 1.4983 1.1799 10.6616 8.3342 8.1685 0.2700 0.2458 0.2726 0.0100 1059.8600 49 0.2909 0.3668 0.3808 0.0305 0.0299 0.0506 17.3281 17.1269 16.4678 1.1810 0.9783 1.6035 10.6895 8.0856 8.0741 0.2844 0.2047 0.2555 0.0100 1052.8799 50 0.2587 0.2699 0.2740 0.0274 0.0421 0.0415 17.2386 17.5552 16.6670 1.2063 1.1879 1.2011 11.0740 11.1562 11.0235 0.2712 0.2611 0.3361 0.0010 1065.8740 51 0.2542 0.2681 0.2699 0.0288 0.0281 0.0386 17.1863 17.3834 16.6967 1.2172 0.9427 1.2028 11.1396 11.2118 11.1492 0.2531 0.2642 0.2557 0.0010 1065.3616 52 0.2516 0.2647 0.2690 0.0285 0.0318 0.0322 17.3153 17.4937 16.4621 1.1976 1.0764 1.0329 11.1684 11.3295 11.2778 0.2548 0.2951 0.2945 0.0010 1066.6201 53 0.2516 0.2668 0.2742 0.0256 0.0280 0.0469 17.2212 17.4725 16.6005 1.1103 0.8916 1.0766 11.1985 11.2569 11.2023 0.2650 0.2786 0.2461 0.0010 1059.5421 54 0.2492 0.2682 0.2711 0.0259 0.0264 0.0458 17.3069 17.2495 16.6319 1.1417 1.1721 1.1838 11.2188 11.2030 11.1850 0.2544 0.2515 0.2561 0.0010 1068.3511 55 0.2489 0.2591 0.2786 0.0280 0.0352 0.0423 17.3170 17.5122 16.2912 1.2403 1.0808 1.5404 11.2244 11.2083 11.1389 0.2687 0.2547 0.3333 0.0010 1067.3524 56 0.2468 0.2617 0.2700 0.0249 0.0273 0.0431 17.4055 17.3155 16.7282 1.1777 1.1476 1.4224 11.2700 11.3009 11.3196 0.2502 0.3017 0.2793 0.0010 1066.9484 57 0.2472 0.2671 0.2666 0.0267 0.0296 0.0480 17.2365 17.2836 16.6947 1.1616 1.3680 1.0437 11.2448 11.2437 11.2238 0.2654 0.2379 0.2200 0.0010 1061.2740 58 0.2458 0.2651 0.2654 0.0252 0.0306 0.0313 17.2961 17.3370 16.6463 1.1864 1.2004 1.0360 11.2575 11.2832 11.2263 0.2734 0.2989 0.2629 0.0010 1058.4754 59 0.2470 0.2597 0.2700 0.0269 0.0279 0.0406 17.3265 17.5602 16.7095 1.1738 1.0497 1.0569 11.2665 11.1159 11.1240 0.2743 0.2461 0.2646 0.0010 1063.8057 |