Task 12831902

Name ParityModified-1645991849-17523-2-0_0
Workunit 9976161
Created 9 Mar 2022, 16:18:54 UTC
Sent 11 Mar 2022, 5:39:30 UTC
Report deadline 19 Mar 2022, 5:39:30 UTC
Received 28 Mar 2022, 11:47:53 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 12436
Run time 1 hours 23 min 34 sec
CPU time 1 hours 22 min 9 sec
Validate state Task was reported too late to validate
Credit 0.00
Device peak FLOPS 2,470.64 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.59 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
O	:	    Model type: GRU
[2022-03-28 13:26:25	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 13:26:25	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 13:26:25	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 13:26:25	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 13:26:25	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 13:26:25	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 13:26:25	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 13:26:25	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 13:26:25	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 13:26:25	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 13:26:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 13:26:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-28 13:26:28	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-28 13:26:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-28 13:26:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-28 13:26:28	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-28 13:26:28	                main:494]	:	INFO	:	Creating Model
[2022-03-28 13:26:28	                main:507]	:	INFO	:	Preparing config file
[2022-03-28 13:26:28	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-28 13:26:28	                main:512]	:	INFO	:	Loading config
[2022-03-28 13:26:28	                main:514]	:	INFO	:	Loading state
[2022-03-28 13:26:29	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-28 13:26:29	                main:562]	:	INFO	:	Starting Training
[2022-03-28 13:26:31	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312217 | val_loss: 0.0311911 | Time: 2431.63 ms
[2022-03-28 13:26:34	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311311 | val_loss: 0.0311612 | Time: 2254.12 ms
[2022-03-28 13:26:36	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311202 | val_loss: 0.0311499 | Time: 2333.95 ms
[2022-03-28 13:26:38	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311169 | val_loss: 0.0311539 | Time: 2322.66 ms
[2022-03-28 13:26:41	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311148 | val_loss: 0.0311546 | Time: 2596.57 ms
[2022-03-28 13:26:43	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311202 | val_loss: 0.0311516 | Time: 2470.74 ms
[2022-03-28 13:26:46	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311159 | val_loss: 0.0311491 | Time: 2468.07 ms
[2022-03-28 13:26:49	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311133 | val_loss: 0.0311491 | Time: 2928.04 ms
[2022-03-28 13:26:52	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.031114 | val_loss: 0.0311502 | Time: 3035.86 ms
[2022-03-28 13:26:54	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311129 | val_loss: 0.0311528 | Time: 2352.51 ms
[2022-03-28 13:26:57	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311143 | val_loss: 0.0311487 | Time: 2819.1 ms
[2022-03-28 13:27:00	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311162 | val_loss: 0.0311461 | Time: 2811.49 ms
[2022-03-28 13:27:02	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311155 | val_loss: 0.0311536 | Time: 2380.37 ms
[2022-03-28 13:27:05	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.031116 | val_loss: 0.0311537 | Time: 2731.56 ms
[2022-03-28 13:27:08	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311134 | val_loss: 0.0311475 | Time: 2875.01 ms
[2022-03-28 13:27:11	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311126 | val_loss: 0.0311516 | Time: 2632.15 ms
[2022-03-28 13:27:14	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311134 | val_loss: 0.0311603 | Time: 2984.62 ms
[2022-03-28 13:27:16	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311195 | val_loss: 0.031151 | Time: 2849.74 ms
[2022-03-28 13:27:19	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311142 | val_loss: 0.0311481 | Time: 2368.92 ms
[2022-03-28 13:27:22	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311124 | val_loss: 0.0311501 | Time: 2928.49 ms
[2022-03-28 13:27:25	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311167 | val_loss: 0.0311565 | Time: 2801.08 ms
[2022-03-28 13:27:38	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311126 | val_loss: 0.0311532 | Time: 13562.3 ms
[2022-03-28 13:27:40	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311113 | val_loss: 0.0311504 | Time: 2303.35 ms
[2022-03-28 13:27:43	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311116 | val_loss: 0.0311492 | Time: 2649.39 ms
[2022-03-28 13:27:46	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311095 | val_loss: 0.0311498 | Time: 2644.72 ms
[2022-03-28 13:27:48	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311101 | val_loss: 0.0311498 | Time: 2662.23 ms
[2022-03-28 13:27:51	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311107 | val_loss: 0.031151 | Time: 2727.83 ms
[2022-03-28 13:27:54	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311165 | val_loss: 0.0311464 | Time: 2582.1 ms
[2022-03-28 13:27:56	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311162 | val_loss: 0.0311497 | Time: 2591.69 ms
[2022-03-28 13:27:59	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311125 | val_loss: 0.0311498 | Time: 3097.79 ms
[2022-03-28 13:28:02	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311155 | val_loss: 0.0311511 | Time: 2765.29 ms
[2022-03-28 13:28:05	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311143 | val_loss: 0.0311503 | Time: 2461.38 ms
[2022-03-28 13:28:07	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311135 | val_loss: 0.0311551 | Time: 2846.4 ms
[2022-03-28 13:28:10	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311121 | val_loss: 0.0311548 | Time: 2620.52 ms
[2022-03-28 13:28:13	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311121 | val_loss: 0.0311505 | Time: 2611.38 ms
[2022-03-28 13:28:16	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311111 | val_loss: 0.0311527 | Time: 2920.51 ms
[2022-03-28 13:28:19	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311116 | val_loss: 0.0311474 | Time: 2923.92 ms
[2022-03-28 13:28:21	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311116 | val_loss: 0.0311491 | Time: 2422.53 ms
[2022-03-28 13:28:24	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311136 | val_loss: 0.0311552 | Time: 2834.28 ms
[2022-03-28 13:28:37	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311107 | val_loss: 0.0311479 | Time: 13137 ms
[2022-03-28 13:28:40	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311072 | val_loss: 0.031151 | Time: 3419.91 ms
[2022-03-28 13:28:43	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311074 | val_loss: 0.0311589 | Time: 2320.42 ms
[2022-03-28 13:28:46	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311082 | val_loss: 0.031155 | Time: 2760.53 ms
[2022-03-28 13:28:48	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311109 | val_loss: 0.03116 | Time: 2776.64 ms
[2022-03-28 13:28:51	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311084 | val_loss: 0.0311556 | Time: 3000.17 ms
[2022-03-28 13:28:54	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311107 | val_loss: 0.0311488 | Time: 3033.18 ms
[2022-03-28 13:28:57	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031109 | val_loss: 0.0311569 | Time: 2914.36 ms
[2022-03-28 13:29:01	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031107 | val_loss: 0.0311545 | Time: 3674.41 ms
[2022-03-28 13:29:04	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311068 | val_loss: 0.031155 | Time: 2740.3 ms
[2022-03-28 13:29:07	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311072 | val_loss: 0.0311511 | Time: 3150.24 ms
[2022-03-28 13:29:10	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311077 | val_loss: 0.0311452 | Time: 2968.1 ms
[2022-03-28 13:29:13	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311086 | val_loss: 0.0311467 | Time: 2996.77 ms
[2022-03-28 13:29:15	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.031106 | val_loss: 0.0311518 | Time: 2394.42 ms
[2022-03-28 13:29:18	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311073 | val_loss: 0.0311513 | Time: 2944.82 ms
[2022-03-28 13:29:21	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311093 | val_loss: 0.0311507 | Time: 2849.82 ms
[2022-03-28 13:29:23	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311072 | val_loss: 0.0311547 | Time: 2359.91 ms
[2022-03-28 13:29:26	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311077 | val_loss: 0.0311538 | Time: 2826.86 ms
[2022-03-28 13:29:39	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311091 | val_loss: 0.0311543 | Time: 12849.8 ms
[2022-03-28 13:29:41	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311095 | val_loss: 0.0311497 | Time: 2285.05 ms
[2022-03-28 13:29:44	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031107 | val_loss: 0.0311562 | Time: 2792.11 ms
[2022-03-28 13:29:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311082 | val_loss: 0.0311586 | Time: 2926.08 ms
[2022-03-28 13:29:50	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311115 | val_loss: 0.0311486 | Time: 2498.21 ms
[2022-03-28 13:29:53	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311099 | val_loss: 0.0311512 | Time: 2965.72 ms
[2022-03-28 13:29:56	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311224 | val_loss: 0.0311495 | Time: 3037.09 ms
[2022-03-28 13:29:58	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311224 | val_loss: 0.0311581 | Time: 2670.3 ms
[2022-03-28 13:30:01	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311167 | val_loss: 0.0311502 | Time: 2714.31 ms
[2022-03-28 13:30:04	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311199 | val_loss: 0.0311502 | Time: 3044.78 ms
[2022-03-28 13:30:07	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.031129 | val_loss: 0.0311542 | Time: 2953.35 ms
[2022-03-28 13:30:09	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311228 | val_loss: 0.0311456 | Time: 2382.83 ms
[2022-03-28 13:30:12	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311201 | val_loss: 0.0311461 | Time: 3031.29 ms
[2022-03-28 13:30:15	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311171 | val_loss: 0.0311484 | Time: 2786.46 ms
[2022-03-28 13:30:18	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311168 | val_loss: 0.0311458 | Time: 2489.01 ms
[2022-03-28 13:30:21	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311156 | val_loss: 0.0311436 | Time: 2972.49 ms
[2022-03-28 13:30:24	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311141 | val_loss: 0.0311466 | Time: 3004.04 ms
[2022-03-28 13:30:27	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031113 | val_loss: 0.0311459 | Time: 2879.66 ms
[2022-03-28 13:30:40	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311132 | val_loss: 0.0311481 | Time: 13280.5 ms
[2022-03-28 13:30:43	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311116 | val_loss: 0.0311493 | Time: 2713.77 ms
[2022-03-28 13:30:46	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311115 | val_loss: 0.0311485 | Time: 2981.83 ms
[2022-03-28 13:30:48	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031112 | val_loss: 0.0311455 | Time: 2608.14 ms
[2022-03-28 13:30:51	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311132 | val_loss: 0.0311492 | Time: 3014.6 ms
[2022-03-28 13:30:54	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311147 | val_loss: 0.031147 | Time: 2934.54 ms
[2022-03-28 13:30:57	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311109 | val_loss: 0.0311507 | Time: 2950.15 ms
[2022-03-28 13:30:59	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311087 | val_loss: 0.0311548 | Time: 2407.31 ms
[2022-03-28 13:31:03	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311087 | val_loss: 0.0311559 | Time: 3083.02 ms
[2022-03-28 13:31:05	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311108 | val_loss: 0.0311506 | Time: 2912.11 ms
[2022-03-28 13:31:08	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311085 | val_loss: 0.0311456 | Time: 2398.64 ms
[2022-03-28 13:31:11	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311068 | val_loss: 0.0311475 | Time: 3181.74 ms
[2022-03-28 13:31:14	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311071 | val_loss: 0.0311478 | Time: 2993.66 ms
[2022-03-28 13:31:17	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311074 | val_loss: 0.0311518 | Time: 2581.92 ms
[2022-03-28 13:31:19	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311111 | val_loss: 0.0311484 | Time: 2655.39 ms
[2022-03-28 13:31:22	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311094 | val_loss: 0.0311507 | Time: 2953.96 ms
[2022-03-28 13:31:25	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311087 | val_loss: 0.0311502 | Time: 2948.65 ms
[2022-03-28 13:31:28	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311083 | val_loss: 0.0311518 | Time: 2386.98 ms
[2022-03-28 13:31:40	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311078 | val_loss: 0.0311555 | Time: 12520.5 ms
[2022-03-28 13:31:43	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311084 | val_loss: 0.0311476 | Time: 2737.82 ms
[2022-03-28 13:31:45	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311082 | val_loss: 0.0311535 | Time: 2390.55 ms
[2022-03-28 13:31:48	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.03111 | val_loss: 0.0311501 | Time: 3107.65 ms
[2022-03-28 13:31:51	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311127 | val_loss: 0.0311511 | Time: 3095.87 ms
[2022-03-28 13:31:54	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311103 | val_loss: 0.0311466 | Time: 2465.21 ms
[2022-03-28 13:31:57	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311083 | val_loss: 0.0311463 | Time: 3108.6 ms
[2022-03-28 13:32:00	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311073 | val_loss: 0.0311453 | Time: 2896.16 ms
[2022-03-28 13:32:03	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311068 | val_loss: 0.0311441 | Time: 2573.87 ms
[2022-03-28 13:32:05	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311055 | val_loss: 0.0311474 | Time: 2823.86 ms
[2022-03-28 13:32:08	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311056 | val_loss: 0.0311506 | Time: 2962.44 ms
[2022-03-28 13:32:11	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311052 | val_loss: 0.0311482 | Time: 2808 ms
[2022-03-28 13:32:14	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311047 | val_loss: 0.031147 | Time: 2549.12 ms
[2022-03-28 13:32:17	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311038 | val_loss: 0.0311507 | Time: 3250.18 ms
[2022-03-28 13:32:20	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031103 | val_loss: 0.0311484 | Time: 2922.02 ms
[2022-03-28 13:32:23	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031104 | val_loss: 0.0311544 | Time: 2891.35 ms
[2022-03-28 13:32:26	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311051 | val_loss: 0.0311607 | Time: 2965.67 ms
[2022-03-28 13:32:29	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311064 | val_loss: 0.0311474 | Time: 2908.02 ms
[2022-03-28 13:32:42	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311064 | val_loss: 0.0311529 | Time: 13257.2 ms
[2022-03-28 13:32:44	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031106 | val_loss: 0.0311535 | Time: 2301.6 ms
[2022-03-28 13:32:47	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311057 | val_loss: 0.0311508 | Time: 2877.07 ms
[2022-03-28 13:32:50	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031108 | val_loss: 0.0311517 | Time: 2849.85 ms
[2022-03-28 13:32:52	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311073 | val_loss: 0.0311487 | Time: 2382.72 ms
[2022-03-28 13:32:55	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311094 | val_loss: 0.0311438 | Time: 3005.11 ms
[2022-03-28 13:32:58	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311072 | val_loss: 0.0311462 | Time: 3019.22 ms
[2022-03-28 13:33:01	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.031109 | val_loss: 0.0311458 | Time: 2623.11 ms
[2022-03-28 13:33:04	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311108 | val_loss: 0.031152 | Time: 2640.18 ms
[2022-03-28 13:33:07	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311093 | val_loss: 0.0311492 | Time: 2886.12 ms
[2022-03-28 13:33:10	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311071 | val_loss: 0.0311531 | Time: 2960.7 ms
[2022-03-28 13:33:12	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311039 | val_loss: 0.0311575 | Time: 2441.47 ms
[2022-03-28 13:33:15	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311042 | val_loss: 0.0311464 | Time: 3023.83 ms
[2022-03-28 13:33:18	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311036 | val_loss: 0.0311492 | Time: 2881.24 ms
[2022-03-28 13:33:20	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311055 | val_loss: 0.0311495 | Time: 2491.85 ms
[2022-03-28 13:33:23	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311057 | val_loss: 0.0311556 | Time: 3033.92 ms
[2022-03-28 13:33:27	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311086 | val_loss: 0.0311503 | Time: 3171.63 ms
[2022-03-28 13:33:30	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311077 | val_loss: 0.0311492 | Time: 2887.41 ms
[2022-03-28 13:33:43	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311112 | val_loss: 0.0311472 | Time: 13464.3 ms
[2022-03-28 13:33:46	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311095 | val_loss: 0.0311469 | Time: 3417.5 ms
[2022-03-28 13:33:50	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311095 | val_loss: 0.031154 | Time: 3936.54 ms
[2022-03-28 13:33:53	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311104 | val_loss: 0.0311481 | Time: 2789.76 ms
[2022-03-28 13:33:56	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311127 | val_loss: 0.0311497 | Time: 2708.98 ms
[2022-03-28 13:33:59	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311119 | val_loss: 0.0311534 | Time: 2939.89 ms
[2022-03-28 13:34:02	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311103 | val_loss: 0.0311491 | Time: 2849.47 ms
[2022-03-28 13:34:04	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311083 | val_loss: 0.0311461 | Time: 2619.67 ms
[2022-03-28 13:34:07	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311134 | val_loss: 0.0311515 | Time: 3125.29 ms
[2022-03-28 13:34:11	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311142 | val_loss: 0.031151 | Time: 3227.18 ms
[2022-03-28 13:34:14	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311136 | val_loss: 0.031153 | Time: 2966.32 ms
[2022-03-28 13:34:16	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311121 | val_loss: 0.0311546 | Time: 2508.1 ms
[2022-03-28 13:34:19	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311125 | val_loss: 0.0311495 | Time: 2955.56 ms
[2022-03-28 13:34:22	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311121 | val_loss: 0.0311506 | Time: 3165.86 ms
[2022-03-28 13:34:25	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311184 | val_loss: 0.0311535 | Time: 2363.75 ms
[2022-03-28 13:34:28	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311156 | val_loss: 0.0311509 | Time: 3016.02 ms
[2022-03-28 13:34:41	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311112 | val_loss: 0.0311525 | Time: 13149.1 ms
[2022-03-28 13:34:44	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311116 | val_loss: 0.0311575 | Time: 3299.81 ms
[2022-03-28 13:34:46	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311129 | val_loss: 0.0311553 | Time: 2286.16 ms
[2022-03-28 13:34:49	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311124 | val_loss: 0.0311465 | Time: 2727.38 ms
[2022-03-28 13:34:52	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311082 | val_loss: 0.0311481 | Time: 2787.3 ms
[2022-03-28 13:34:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311073 | val_loss: 0.031154 | Time: 2560.09 ms
[2022-03-28 13:34:58	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311062 | val_loss: 0.0311507 | Time: 3239.59 ms
[2022-03-28 13:35:01	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311038 | val_loss: 0.0311467 | Time: 3027.37 ms
[2022-03-28 13:35:04	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311037 | val_loss: 0.0311521 | Time: 2906.15 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P2000)
[2022-03-28 13:59:11	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 13:59:11	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 13:59:11	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 13:59:11	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 13:59:11	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 13:59:11	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 13:59:11	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 13:59:11	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 13:59:11	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 13:59:11	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 13:59:11	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 13:59:11	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 13:59:11	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 13:59:11	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 13:59:11	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 13:59:11	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 13:59:11	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 13:59:11	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 13:59:11	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 13:59:11	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 13:59:11	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 13:59:11	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 13:59:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-28 13:59:14	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-28 13:59:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-28 13:59:14	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-28 13:59:14	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-28 13:59:14	                main:494]	:	INFO	:	Creating Model
[2022-03-28 13:59:14	                main:507]	:	INFO	:	Preparing config file
[2022-03-28 13:59:14	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-28 13:59:14	                main:512]	:	INFO	:	Loading config
[2022-03-28 13:59:14	                main:514]	:	INFO	:	Loading state
[2022-03-28 13:59:15	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-28 13:59:15	                main:562]	:	INFO	:	Starting Training
[2022-03-28 13:59:17	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031169 | val_loss: 0.0311542 | Time: 2389.05 ms
[2022-03-28 13:59:19	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311178 | val_loss: 0.031157 | Time: 2204.27 ms
[2022-03-28 13:59:22	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311103 | val_loss: 0.0311578 | Time: 2231.3 ms
[2022-03-28 13:59:34	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311112 | val_loss: 0.0311547 | Time: 12559.9 ms
[2022-03-28 13:59:37	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311078 | val_loss: 0.0311525 | Time: 2451.34 ms
[2022-03-28 13:59:39	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311073 | val_loss: 0.031151 | Time: 2464.66 ms
[2022-03-28 13:59:42	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311081 | val_loss: 0.0311537 | Time: 2452.7 ms
[2022-03-28 13:59:44	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311072 | val_loss: 0.0311573 | Time: 2487.03 ms
[2022-03-28 13:59:46	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311084 | val_loss: 0.0311557 | Time: 2292.64 ms
[2022-03-28 13:59:49	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311104 | val_loss: 0.0311545 | Time: 2579.45 ms
[2022-03-28 13:59:51	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311128 | val_loss: 0.031149 | Time: 2446.54 ms
[2022-03-28 13:59:54	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311129 | val_loss: 0.0311488 | Time: 2409.1 ms
[2022-03-28 13:59:56	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311131 | val_loss: 0.0311519 | Time: 2551.24 ms
[2022-03-28 13:59:59	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311086 | val_loss: 0.0311523 | Time: 2276.25 ms
[2022-03-28 14:00:01	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311121 | val_loss: 0.0311499 | Time: 2765.85 ms
[2022-03-28 14:00:05	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311118 | val_loss: 0.0311504 | Time: 2998.96 ms
[2022-03-28 14:00:07	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311082 | val_loss: 0.0311484 | Time: 2278.8 ms
[2022-03-28 14:00:09	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031108 | val_loss: 0.0311518 | Time: 2652.21 ms
[2022-03-28 14:00:12	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311095 | val_loss: 0.0311566 | Time: 2819.05 ms
[2022-03-28 14:00:15	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311091 | val_loss: 0.0311517 | Time: 2381.43 ms
[2022-03-28 14:00:17	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311078 | val_loss: 0.0311495 | Time: 2712.67 ms
[2022-03-28 14:00:20	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311058 | val_loss: 0.0311498 | Time: 2648.78 ms
[2022-03-28 14:00:22	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311047 | val_loss: 0.0311491 | Time: 2338.23 ms
[2022-03-28 14:00:35	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311046 | val_loss: 0.0311477 | Time: 12800.6 ms
[2022-03-28 14:00:38	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311081 | val_loss: 0.0311595 | Time: 2500.42 ms
[2022-03-28 14:00:40	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311086 | val_loss: 0.0311539 | Time: 2386.33 ms
[2022-03-28 14:00:43	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311087 | val_loss: 0.0311526 | Time: 2634.11 ms
[2022-03-28 14:00:45	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311074 | val_loss: 0.0311542 | Time: 2441.75 ms
[2022-03-28 14:00:48	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311062 | val_loss: 0.0311495 | Time: 2835.84 ms
[2022-03-28 14:00:51	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311058 | val_loss: 0.0311482 | Time: 2973.88 ms
[2022-03-28 14:00:54	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311081 | val_loss: 0.0311439 | Time: 2548.91 ms
[2022-03-28 14:00:56	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311059 | val_loss: 0.0311543 | Time: 2666.52 ms
[2022-03-28 14:00:59	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311068 | val_loss: 0.0311541 | Time: 2673.23 ms
[2022-03-28 14:01:01	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311051 | val_loss: 0.0311486 | Time: 2531.19 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P2000)
[2022-03-28 14:32:42	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 14:32:42	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 14:32:42	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 14:32:42	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 14:32:42	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 14:32:42	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 14:32:42	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 14:32:42	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 14:32:42	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 14:32:42	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 14:32:42	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 14:32:42	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 14:32:42	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 14:32:42	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 14:32:42	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 14:32:42	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 14:32:42	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 14:32:42	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 14:32:42	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 14:32:42	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 14:32:42	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 14:32:42	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 14:32:42	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-28 14:32:45	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-28 14:32:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-28 14:32:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-28 14:32:45	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-28 14:32:45	                main:494]	:	INFO	:	Creating Model
[2022-03-28 14:32:45	                main:507]	:	INFO	:	Preparing config file
[2022-03-28 14:32:45	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-28 14:32:45	                main:512]	:	INFO	:	Loading config
[2022-03-28 14:32:45	                main:514]	:	INFO	:	Loading state
[2022-03-28 14:32:46	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-28 14:32:46	                main:562]	:	INFO	:	Starting Training
[2022-03-28 14:32:48	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311542 | val_loss: 0.0311578 | Time: 2402.96 ms
[2022-03-28 14:32:50	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.031115 | val_loss: 0.0311484 | Time: 2221.23 ms
[2022-03-28 14:32:53	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311091 | val_loss: 0.0311478 | Time: 2291.61 ms
[2022-03-28 14:32:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311074 | val_loss: 0.0311517 | Time: 2269.45 ms
[2022-03-28 14:32:57	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311076 | val_loss: 0.0311496 | Time: 2556.93 ms
[2022-03-28 14:33:00	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311064 | val_loss: 0.0311494 | Time: 2471.98 ms
[2022-03-28 14:33:02	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311058 | val_loss: 0.0311476 | Time: 2560.28 ms
[2022-03-28 14:33:05	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311053 | val_loss: 0.0311543 | Time: 2578.23 ms
[2022-03-28 14:33:07	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311045 | val_loss: 0.0311511 | Time: 2330.85 ms
[2022-03-28 14:33:10	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311035 | val_loss: 0.0311537 | Time: 2533.81 ms
[2022-03-28 14:33:13	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311049 | val_loss: 0.0311531 | Time: 2720.42 ms
[2022-03-28 14:33:15	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311062 | val_loss: 0.0311525 | Time: 2336.92 ms
[2022-03-28 14:33:18	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311102 | val_loss: 0.0311509 | Time: 2951.55 ms
[2022-03-28 14:33:21	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311069 | val_loss: 0.0311483 | Time: 2647.72 ms
[2022-03-28 14:33:23	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311059 | val_loss: 0.0311483 | Time: 2450.19 ms
[2022-03-28 14:33:26	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311076 | val_loss: 0.0311511 | Time: 2792.42 ms
[2022-03-28 14:33:28	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311066 | val_loss: 0.0311485 | Time: 2557.75 ms
[2022-03-28 14:33:31	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311051 | val_loss: 0.0311467 | Time: 2444.26 ms
[2022-03-28 14:33:43	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311062 | val_loss: 0.0311474 | Time: 12563.1 ms
[2022-03-28 14:33:46	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031108 | val_loss: 0.0311492 | Time: 2470.69 ms
[2022-03-28 14:33:49	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311059 | val_loss: 0.0311501 | Time: 2736.57 ms
[2022-03-28 14:33:51	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311078 | val_loss: 0.0311531 | Time: 2616.13 ms
[2022-03-28 14:33:54	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311089 | val_loss: 0.0311481 | Time: 2306.16 ms
[2022-03-28 14:33:56	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311179 | val_loss: 0.0311514 | Time: 2839.09 ms
[2022-03-28 14:33:59	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.031118 | val_loss: 0.0311495 | Time: 2913.68 ms
[2022-03-28 14:34:02	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311175 | val_loss: 0.0311496 | Time: 2417.43 ms
[2022-03-28 14:34:05	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311196 | val_loss: 0.031148 | Time: 2836.48 ms
[2022-03-28 14:34:07	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311145 | val_loss: 0.0311502 | Time: 2904.69 ms
[2022-03-28 14:34:10	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311133 | val_loss: 0.0311463 | Time: 2280.95 ms
[2022-03-28 14:34:12	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311109 | val_loss: 0.0311468 | Time: 2706.14 ms
[2022-03-28 14:34:15	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311118 | val_loss: 0.0311535 | Time: 2717.64 ms
[2022-03-28 14:34:17	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311126 | val_loss: 0.031149 | Time: 2282.75 ms
[2022-03-28 14:34:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311101 | val_loss: 0.0311536 | Time: 2643.44 ms
[2022-03-28 14:34:33	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311094 | val_loss: 0.0311468 | Time: 12546 ms
[2022-03-28 14:34:35	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311127 | val_loss: 0.0311529 | Time: 2411.45 ms
[2022-03-28 14:34:38	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031114 | val_loss: 0.0311638 | Time: 2522.29 ms
[2022-03-28 14:34:40	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311129 | val_loss: 0.0311559 | Time: 2699.05 ms
[2022-03-28 14:34:43	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311078 | val_loss: 0.0311598 | Time: 2562.88 ms
[2022-03-28 14:34:45	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311074 | val_loss: 0.031148 | Time: 2596.85 ms
[2022-03-28 14:34:48	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031107 | val_loss: 0.0311519 | Time: 2343.63 ms
[2022-03-28 14:34:51	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311052 | val_loss: 0.0311503 | Time: 2678.07 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P2000)
[2022-03-28 14:37:52	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-28 14:37:52	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-28 14:37:52	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-28 14:37:52	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-28 14:37:52	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-28 14:37:52	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-28 14:37:52	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-28 14:37:52	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-28 14:37:52	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-28 14:37:52	                main:474]	:	INFO	:	Configuration: 
[2022-03-28 14:37:52	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-28 14:37:52	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-28 14:37:52	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-28 14:37:52	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-28 14:37:52	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-28 14:37:52	                main:480]	:	INFO	:	    Patience: 10
[2022-03-28 14:37:52	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-28 14:37:52	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-28 14:37:52	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-28 14:37:52	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-28 14:37:52	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-28 14:37:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-28 14:37:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-28 14:37:55	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-28 14:37:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-28 14:37:55	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-28 14:37:55	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-28 14:37:55	                main:494]	:	INFO	:	Creating Model
[2022-03-28 14:37:55	                main:507]	:	INFO	:	Preparing config file
[2022-03-28 14:37:55	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-28 14:37:55	                main:512]	:	INFO	:	Loading config
[2022-03-28 14:37:55	                main:514]	:	INFO	:	Loading state
[2022-03-28 14:37:55	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-28 14:37:55	                main:562]	:	INFO	:	Starting Training
[2022-03-28 14:37:58	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311446 | val_loss: 0.0311509 | Time: 2447.71 ms
[2022-03-28 14:38:00	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311152 | val_loss: 0.0311489 | Time: 2178.89 ms
[2022-03-28 14:38:02	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311109 | val_loss: 0.0311528 | Time: 2252.38 ms
[2022-03-28 14:38:05	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311114 | val_loss: 0.0311484 | Time: 2271.09 ms
[2022-03-28 14:38:07	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311078 | val_loss: 0.0311492 | Time: 2539.01 ms
[2022-03-28 14:38:10	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311077 | val_loss: 0.0311472 | Time: 2538.15 ms
[2022-03-28 14:38:12	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311068 | val_loss: 0.0311469 | Time: 2423.26 ms
[2022-03-28 14:38:15	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311083 | val_loss: 0.0311477 | Time: 2502.99 ms
[2022-03-28 14:38:17	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311078 | val_loss: 0.0311457 | Time: 2444.26 ms
[2022-03-28 14:38:20	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031111 | val_loss: 0.0311485 | Time: 2570.26 ms
[2022-03-28 14:38:23	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311092 | val_loss: 0.0311531 | Time: 3020.31 ms
[2022-03-28 14:38:35	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311118 | val_loss: 0.0311514 | Time: 12771.2 ms
[2022-03-28 14:38:38	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311103 | val_loss: 0.0311494 | Time: 2430.9 ms
[2022-03-28 14:38:40	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.031109 | val_loss: 0.0311482 | Time: 2535.85 ms
[2022-03-28 14:38:43	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311078 | val_loss: 0.0311497 | Time: 2384.08 ms
[2022-03-28 14:38:45	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311081 | val_loss: 0.0311485 | Time: 2670.63 ms
[2022-03-28 14:38:48	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311058 | val_loss: 0.0311463 | Time: 2550.01 ms
[2022-03-28 14:38:50	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311054 | val_loss: 0.0311514 | Time: 2305.08 ms
[2022-03-28 14:38:53	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311045 | val_loss: 0.031154 | Time: 2877.07 ms
[2022-03-28 14:38:56	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311048 | val_loss: 0.0311524 | Time: 2805.12 ms
[2022-03-28 14:38:58	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311058 | val_loss: 0.0311522 | Time: 2337.26 ms
[2022-03-28 14:39:01	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311049 | val_loss: 0.0311538 | Time: 2851.48 ms
[2022-03-28 14:39:04	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311018 | val_loss: 0.0311497 | Time: 2726.65 ms
[2022-03-28 14:39:06	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311032 | val_loss: 0.0311518 | Time: 2557.75 ms
[2022-03-28 14:39:09	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311047 | val_loss: 0.0311492 | Time: 2707.89 ms
[2022-03-28 14:39:12	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031105 | val_loss: 0.0311503 | Time: 2663.14 ms
[2022-03-28 14:39:14	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311045 | val_loss: 0.0311571 | Time: 2551.45 ms
[2022-03-28 14:39:17	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311115 | val_loss: 0.0311523 | Time: 2772.75 ms
[2022-03-28 14:39:20	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311083 | val_loss: 0.0311512 | Time: 2559.23 ms
[2022-03-28 14:39:22	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311094 | val_loss: 0.0311513 | Time: 2530.74 ms
[2022-03-28 14:39:25	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311079 | val_loss: 0.0311563 | Time: 2660 ms
[2022-03-28 14:39:38	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311087 | val_loss: 0.0311525 | Time: 12916.5 ms
[2022-03-28 14:39:40	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311178 | val_loss: 0.0311479 | Time: 2407.44 ms
[2022-03-28 14:39:43	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311154 | val_loss: 0.0311438 | Time: 2611.35 ms
[2022-03-28 14:39:45	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311135 | val_loss: 0.0311501 | Time: 2383.8 ms
[2022-03-28 14:39:48	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311104 | val_loss: 0.0311503 | Time: 2596.84 ms
[2022-03-28 14:39:50	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311102 | val_loss: 0.0311539 | Time: 2504.06 ms
[2022-03-28 14:39:53	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311203 | val_loss: 0.0311521 | Time: 2325.49 ms
[2022-03-28 14:39:56	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311203 | val_loss: 0.0311515 | Time: 3025.55 ms
[2022-03-28 14:39:58	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031116 | val_loss: 0.0311528 | Time: 2718 ms
[2022-03-28 14:40:01	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311148 | val_loss: 0.0311509 | Time: 2273.75 ms
[2022-03-28 14:40:04	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311119 | val_loss: 0.0311513 | Time: 2812.74 ms
[2022-03-28 14:40:06	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311103 | val_loss: 0.0311529 | Time: 2592 ms
[2022-03-28 14:40:09	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.03111 | val_loss: 0.0311499 | Time: 2417.12 ms
[2022-03-28 14:40:11	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311098 | val_loss: 0.0311492 | Time: 2687.63 ms
[2022-03-28 14:40:14	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031118 | val_loss: 0.0311496 | Time: 2440.62 ms
[2022-03-28 14:40:16	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311239 | val_loss: 0.031146 | Time: 2546.19 ms
[2022-03-28 14:40:19	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311242 | val_loss: 0.0311493 | Time: 2700.87 ms
[2022-03-28 14:40:21	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.03112 | val_loss: 0.0311476 | Time: 2349.28 ms
[2022-03-28 14:40:24	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311168 | val_loss: 0.0311532 | Time: 2909.54 ms
[2022-03-28 14:40:27	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311137 | val_loss: 0.0311522 | Time: 2765.97 ms
[2022-03-28 14:40:29	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031115 | val_loss: 0.0311536 | Time: 2276.92 ms
[2022-03-28 14:40:32	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311137 | val_loss: 0.0311506 | Time: 2741.74 ms
[2022-03-28 14:40:35	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311156 | val_loss: 0.0311475 | Time: 2734.03 ms
[2022-03-28 14:40:38	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311114 | val_loss: 0.0311497 | Time: 3079.14 ms
[2022-03-28 14:40:40	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031111 | val_loss: 0.0311578 | Time: 2544.45 ms
[2022-03-28 14:40:43	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311108 | val_loss: 0.0311618 | Time: 2693.46 ms
[2022-03-28 14:40:46	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311103 | val_loss: 0.0311569 | Time: 2505.37 ms
[2022-03-28 14:40:48	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311086 | val_loss: 0.0311527 | Time: 2573.77 ms
[2022-03-28 14:40:51	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311063 | val_loss: 0.0311625 | Time: 2679.63 ms
[2022-03-28 14:40:53	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.031106 | val_loss: 0.0311554 | Time: 2460.14 ms
[2022-03-28 14:40:56	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.031106 | val_loss: 0.0311498 | Time: 2737.54 ms
[2022-03-28 14:40:59	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311064 | val_loss: 0.031153 | Time: 2734.21 ms
[2022-03-28 14:41:01	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311065 | val_loss: 0.0311526 | Time: 2441.18 ms
[2022-03-28 14:41:04	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031106 | val_loss: 0.0311557 | Time: 2672.28 ms
[2022-03-28 14:41:07	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311041 | val_loss: 0.031156 | Time: 2794.41 ms
[2022-03-28 14:41:09	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311043 | val_loss: 0.0311556 | Time: 2302.68 ms
[2022-03-28 14:41:12	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311043 | val_loss: 0.0311535 | Time: 2755.15 ms
[2022-03-28 14:41:15	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311029 | val_loss: 0.031157 | Time: 2691.18 ms
[2022-03-28 14:41:17	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311041 | val_loss: 0.0311583 | Time: 2286.28 ms
[2022-03-28 14:41:20	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311062 | val_loss: 0.0311503 | Time: 2881.88 ms
[2022-03-28 14:41:23	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031111 | val_loss: 0.0311535 | Time: 2837.64 ms
[2022-03-28 14:41:25	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311131 | val_loss: 0.0311474 | Time: 2285.57 ms
[2022-03-28 14:41:38	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.03111 | val_loss: 0.031149 | Time: 13029 ms
[2022-03-28 14:41:41	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311117 | val_loss: 0.0311587 | Time: 3235.18 ms
[2022-03-28 14:41:44	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311177 | val_loss: 0.03116 | Time: 3037.59 ms
[2022-03-28 14:41:47	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311163 | val_loss: 0.0311521 | Time: 3007.34 ms
[2022-03-28 14:41:50	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311143 | val_loss: 0.0311525 | Time: 2350.31 ms
[2022-03-28 14:41:52	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311116 | val_loss: 0.0311526 | Time: 2681.9 ms
[2022-03-28 14:41:55	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311108 | val_loss: 0.0311533 | Time: 3003.14 ms
[2022-03-28 14:41:58	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311085 | val_loss: 0.0311573 | Time: 2469.3 ms
[2022-03-28 14:42:01	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311054 | val_loss: 0.031153 | Time: 2927.28 ms
[2022-03-28 14:42:03	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311058 | val_loss: 0.0311459 | Time: 2822.72 ms
[2022-03-28 14:42:06	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311062 | val_loss: 0.0311475 | Time: 2489.14 ms
[2022-03-28 14:42:09	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311052 | val_loss: 0.0311476 | Time: 2746.82 ms
[2022-03-28 14:42:11	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311041 | val_loss: 0.0311532 | Time: 2668.73 ms
[2022-03-28 14:42:14	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311049 | val_loss: 0.0311566 | Time: 2382.93 ms
[2022-03-28 14:42:17	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311077 | val_loss: 0.031154 | Time: 2997.41 ms
[2022-03-28 14:42:20	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311037 | val_loss: 0.0311533 | Time: 2833.77 ms
[2022-03-28 14:42:22	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311052 | val_loss: 0.0311568 | Time: 2618.03 ms
[2022-03-28 14:42:25	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311049 | val_loss: 0.0311534 | Time: 2668.72 ms
[2022-03-28 14:42:38	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311075 | val_loss: 0.0311548 | Time: 13130 ms
[2022-03-28 14:42:41	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311115 | val_loss: 0.0311545 | Time: 3040.78 ms
[2022-03-28 14:42:43	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311083 | val_loss: 0.0311531 | Time: 2329.52 ms
[2022-03-28 14:42:46	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311071 | val_loss: 0.0311569 | Time: 2548.46 ms
[2022-03-28 14:42:49	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311066 | val_loss: 0.0311576 | Time: 2558.04 ms
[2022-03-28 14:42:51	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311067 | val_loss: 0.0311505 | Time: 2454.12 ms
[2022-03-28 14:42:54	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311049 | val_loss: 0.0311521 | Time: 2859.79 ms
[2022-03-28 14:42:57	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311034 | val_loss: 0.0311527 | Time: 2913.47 ms
[2022-03-28 14:42:59	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311037 | val_loss: 0.031156 | Time: 2414.7 ms
[2022-03-28 14:43:02	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311032 | val_loss: 0.0311582 | Time: 2798.77 ms
[2022-03-28 14:43:05	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311012 | val_loss: 0.0311595 | Time: 2669.35 ms
[2022-03-28 14:43:07	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311014 | val_loss: 0.0311591 | Time: 2408.2 ms
[2022-03-28 14:43:10	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311003 | val_loss: 0.0311529 | Time: 2851.83 ms
[2022-03-28 14:43:13	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310999 | val_loss: 0.0311544 | Time: 2640.41 ms
[2022-03-28 14:43:15	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310988 | val_loss: 0.0311564 | Time: 2449.4 ms
[2022-03-28 14:43:18	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0310991 | val_loss: 0.0311689 | Time: 2788.23 ms
[2022-03-28 14:43:20	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311011 | val_loss: 0.0311562 | Time: 2379.68 ms
[2022-03-28 14:43:23	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0310989 | val_loss: 0.0311551 | Time: 2663.97 ms
[2022-03-28 14:43:26	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310989 | val_loss: 0.031157 | Time: 2770.72 ms
[2022-03-28 14:43:38	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0310979 | val_loss: 0.031158 | Time: 12582.7 ms
[2022-03-28 14:43:41	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310975 | val_loss: 0.0311573 | Time: 2528.5 ms
[2022-03-28 14:43:43	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310985 | val_loss: 0.0311629 | Time: 2586.99 ms
[2022-03-28 14:43:46	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311005 | val_loss: 0.0311585 | Time: 2321.04 ms
[2022-03-28 14:43:48	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310988 | val_loss: 0.0311569 | Time: 2580.79 ms
[2022-03-28 14:43:51	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311006 | val_loss: 0.0311595 | Time: 2647.99 ms
[2022-03-28 14:43:53	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0310995 | val_loss: 0.0311572 | Time: 2392.52 ms
[2022-03-28 14:43:56	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311005 | val_loss: 0.0311598 | Time: 2627.49 ms
[2022-03-28 14:43:59	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311027 | val_loss: 0.0311624 | Time: 3021.93 ms
[2022-03-28 14:44:02	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031105 | val_loss: 0.0311516 | Time: 2535.06 ms
[2022-03-28 14:44:05	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311078 | val_loss: 0.0311569 | Time: 3029 ms
[2022-03-28 14:44:08	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311063 | val_loss: 0.0311483 | Time: 3171.21 ms
[2022-03-28 14:44:10	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311017 | val_loss: 0.0311517 | Time: 2344.43 ms
[2022-03-28 14:44:13	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311001 | val_loss: 0.0311516 | Time: 2867.66 ms
[2022-03-28 14:44:16	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310994 | val_loss: 0.0311526 | Time: 2790.13 ms
[2022-03-28 14:44:18	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310991 | val_loss: 0.0311538 | Time: 2574.04 ms
[2022-03-28 14:44:21	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311054 | val_loss: 0.0311536 | Time: 2810.38 ms
[2022-03-28 14:44:24	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311098 | val_loss: 0.0311611 | Time: 2994.92 ms
[2022-03-28 14:44:27	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311103 | val_loss: 0.0311581 | Time: 2687.32 ms
[2022-03-28 14:44:40	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311107 | val_loss: 0.0311522 | Time: 13060.2 ms
[2022-03-28 14:44:43	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311145 | val_loss: 0.0311501 | Time: 2637.07 ms
[2022-03-28 14:44:45	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311099 | val_loss: 0.031155 | Time: 2673.44 ms
[2022-03-28 14:44:48	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311093 | val_loss: 0.0311512 | Time: 2338.53 ms
[2022-03-28 14:44:50	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311041 | val_loss: 0.0311548 | Time: 2587.5 ms
[2022-03-28 14:44:53	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311022 | val_loss: 0.0311507 | Time: 2555.83 ms
[2022-03-28 14:44:55	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311028 | val_loss: 0.031154 | Time: 2547.11 ms
[2022-03-28 14:44:58	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311037 | val_loss: 0.0311591 | Time: 2890.37 ms
[2022-03-28 14:45:01	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311004 | val_loss: 0.0311497 | Time: 3079.95 ms
[2022-03-28 14:45:04	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.031103 | val_loss: 0.0311541 | Time: 2536.39 ms
[2022-03-28 14:45:07	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311007 | val_loss: 0.0311524 | Time: 2757.77 ms
[2022-03-28 14:45:09	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311033 | val_loss: 0.031158 | Time: 2821.09 ms
[2022-03-28 14:45:12	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311022 | val_loss: 0.0311547 | Time: 2662.9 ms
[2022-03-28 14:45:15	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031102 | val_loss: 0.0311557 | Time: 2898.61 ms
[2022-03-28 14:45:18	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311016 | val_loss: 0.0311573 | Time: 2809.1 ms
[2022-03-28 14:45:20	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0310998 | val_loss: 0.0311542 | Time: 2290.97 ms
[2022-03-28 14:45:23	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0310982 | val_loss: 0.0311557 | Time: 3003.77 ms
[2022-03-28 14:45:26	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0310983 | val_loss: 0.0311598 | Time: 2744.09 ms
[2022-03-28 14:45:28	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311005 | val_loss: 0.0311566 | Time: 2267.65 ms
[2022-03-28 14:45:41	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311015 | val_loss: 0.0311513 | Time: 12726.2 ms
[2022-03-28 14:45:44	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311019 | val_loss: 0.0311538 | Time: 2688.58 ms
[2022-03-28 14:45:46	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311028 | val_loss: 0.0311521 | Time: 2320.82 ms
[2022-03-28 14:45:49	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0310994 | val_loss: 0.0311582 | Time: 2696.43 ms
[2022-03-28 14:45:51	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311039 | val_loss: 0.0311592 | Time: 2493.23 ms
[2022-03-28 14:45:53	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311043 | val_loss: 0.0311656 | Time: 2364.91 ms
[2022-03-28 14:45:56	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311002 | val_loss: 0.0311599 | Time: 2737.08 ms
[2022-03-28 14:45:59	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311011 | val_loss: 0.0311549 | Time: 2577.93 ms
[2022-03-28 14:46:02	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310999 | val_loss: 0.0311586 | Time: 2802.58 ms
[2022-03-28 14:46:04	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310992 | val_loss: 0.0311565 | Time: 2845.28 ms
[2022-03-28 14:46:07	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310972 | val_loss: 0.0311568 | Time: 2729.88 ms
[2022-03-28 14:46:10	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311044 | val_loss: 0.0311543 | Time: 2587.61 ms
[2022-03-28 14:46:12	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311095 | val_loss: 0.0311547 | Time: 2698.29 ms
[2022-03-28 14:46:15	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311067 | val_loss: 0.0311524 | Time: 2517.74 ms
[2022-03-28 14:46:18	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311053 | val_loss: 0.0311527 | Time: 2595.81 ms
[2022-03-28 14:46:20	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311057 | val_loss: 0.0311558 | Time: 2740.08 ms
[2022-03-28 14:46:23	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311037 | val_loss: 0.0311548 | Time: 2333.29 ms
[2022-03-28 14:46:25	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311042 | val_loss: 0.0311571 | Time: 2806.71 ms
[2022-03-28 14:46:28	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311041 | val_loss: 0.0311484 | Time: 2800.1 ms
[2022-03-28 14:46:41	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311038 | val_loss: 0.0311511 | Time: 12984.8 ms
[2022-03-28 14:46:44	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311036 | val_loss: 0.0311653 | Time: 2385.26 ms
[2022-03-28 14:46:46	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.031105 | val_loss: 0.0311628 | Time: 2610.53 ms
[2022-03-28 14:46:49	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311031 | val_loss: 0.0311547 | Time: 2319.52 ms
[2022-03-28 14:46:51	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311023 | val_loss: 0.0311529 | Time: 2688.11 ms
[2022-03-28 14:46:54	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031105 | val_loss: 0.0311539 | Time: 3045.36 ms
[2022-03-28 14:46:57	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311056 | val_loss: 0.031151 | Time: 2566.14 ms
[2022-03-28 14:47:00	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311023 | val_loss: 0.0311573 | Time: 2739.11 ms
[2022-03-28 14:47:02	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311025 | val_loss: 0.0311584 | Time: 2814.89 ms
[2022-03-28 14:47:05	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311024 | val_loss: 0.031156 | Time: 2823.95 ms
[2022-03-28 14:47:08	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311009 | val_loss: 0.0311571 | Time: 2492.55 ms
[2022-03-28 14:47:11	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0310987 | val_loss: 0.0311563 | Time: 2828.25 ms
[2022-03-28 14:47:13	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310991 | val_loss: 0.0311511 | Time: 2676.52 ms
[2022-03-28 14:47:16	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0310993 | val_loss: 0.0311536 | Time: 2486.33 ms
[2022-03-28 14:47:19	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311026 | val_loss: 0.0311502 | Time: 2761.76 ms
[2022-03-28 14:47:21	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0310997 | val_loss: 0.0311526 | Time: 2329.03 ms
[2022-03-28 14:47:24	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311021 | val_loss: 0.0311551 | Time: 2736.93 ms
[2022-03-28 14:47:26	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311033 | val_loss: 0.0311548 | Time: 2805.26 ms
[2022-03-28 14:47:29	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311039 | val_loss: 0.0311557 | Time: 2344.03 ms
[2022-03-28 14:47:42	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311013 | val_loss: 0.0311543 | Time: 13320.2 ms
[2022-03-28 14:47:42	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311543
[2022-03-28 14:47:42	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-28 14:47:42	                main:608]	:	INFO	:	Success, exiting..
14:47:42 (27636): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)