Task 3074213

Name rand_automata_0025-1606117988-22454-87_0
Workunit 1402591
Created 26 Nov 2020, 19:13:06 UTC
Sent 26 Nov 2020, 19:22:20 UTC
Report deadline 3 Dec 2020, 19:22:20 UTC
Received 26 Nov 2020, 19:32:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 48 sec
CPU time 9 min 44 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 3,339.24 GFLOPS
Application version Machine Learning Dataset Generator (test) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.18 GB
Peak swap size 9.98 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c -a LSTM --lr 0.001 -w 64 -b 2 -s 32 --maxepoch 192 
nthreads: 1 gpudev: 0
Re-exec()-ing to set environment correctly
Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce GTX 1650)
[2020-11-26 14:22:37	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 14:22:37	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 14:22:37	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 14:22:37	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 14:22:37	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-87_0_r54716465_1 (exists = 0)
[2020-11-26 14:22:37	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-87_0_r54716465_0 (exists = 0)
[2020-11-26 14:22:37	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-87 (exists = 1)
[2020-11-26 14:22:37	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 14:22:37	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5
[2020-11-26 14:22:37	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 14:22:37	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 14:22:37	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 14:22:37	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 14:22:37	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 14:22:37	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 14:22:37	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 14:22:37	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 14:22:37	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 14:22:37	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 14:22:37	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 14:22:37	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 14:22:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 14:22:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 14:22:39	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 14:22:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 14:22:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 14:22:39	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 14:22:39	                main:501]	:	INFO	:	Creating Model
[2020-11-26 14:22:39	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 14:22:39	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 14:22:39	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 14:22:39	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 14:22:39	                main:569]	:	INFO	:	Starting Training
[2020-11-26 14:22:44	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0581848 | val_loss: 0.0576466 | Time: 4606.26 ms
[2020-11-26 14:22:47	                main:581]	:	INFO	:	Epoch 2 | loss: 0.057635 | val_loss: 0.0575767 | Time: 2985.99 ms
[2020-11-26 14:22:50	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0570916 | val_loss: 0.0567967 | Time: 2962.44 ms
[2020-11-26 14:22:53	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0563662 | val_loss: 0.056044 | Time: 3047.7 ms
[2020-11-26 14:22:56	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0559049 | val_loss: 0.056035 | Time: 2916.65 ms
[2020-11-26 14:22:59	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0565007 | val_loss: 0.0570435 | Time: 2949.97 ms
[2020-11-26 14:23:02	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0571769 | val_loss: 0.0576269 | Time: 3075.13 ms
[2020-11-26 14:23:05	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0576187 | val_loss: 0.0576008 | Time: 2957.34 ms
[2020-11-26 14:23:08	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0575849 | val_loss: 0.0575873 | Time: 2974.84 ms
[2020-11-26 14:23:11	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0576081 | val_loss: 0.0575472 | Time: 2993.68 ms
[2020-11-26 14:23:14	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0576241 | val_loss: 0.0575654 | Time: 2972 ms
[2020-11-26 14:23:17	                main:581]	:	INFO	:	Epoch 12 | loss: 0.057582 | val_loss: 0.0575305 | Time: 3028.06 ms
[2020-11-26 14:23:20	                main:581]	:	INFO	:	Epoch 13 | loss: 0.057522 | val_loss: 0.0574395 | Time: 3007.11 ms
[2020-11-26 14:23:23	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0575377 | val_loss: 0.0574747 | Time: 3224.02 ms
[2020-11-26 14:23:26	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0575111 | val_loss: 0.0574221 | Time: 3026.94 ms
[2020-11-26 14:23:29	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0574707 | val_loss: 0.0573321 | Time: 2970.85 ms
[2020-11-26 14:23:32	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0573865 | val_loss: 0.0572827 | Time: 3002.04 ms
[2020-11-26 14:23:35	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0573667 | val_loss: 0.0572657 | Time: 2942.24 ms
[2020-11-26 14:23:38	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0573206 | val_loss: 0.0572723 | Time: 3017.25 ms
[2020-11-26 14:23:41	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0575725 | val_loss: 0.057471 | Time: 3026.65 ms
[2020-11-26 14:23:44	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0575522 | val_loss: 0.0574477 | Time: 3033 ms
[2020-11-26 14:23:47	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0575161 | val_loss: 0.0574193 | Time: 3159.17 ms
[2020-11-26 14:23:50	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0575375 | val_loss: 0.0573816 | Time: 2940.51 ms
[2020-11-26 14:23:53	                main:581]	:	INFO	:	Epoch 24 | loss: 0.057496 | val_loss: 0.0573436 | Time: 3191.81 ms
[2020-11-26 14:23:56	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0574493 | val_loss: 0.0573189 | Time: 3033.17 ms
[2020-11-26 14:23:59	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0574112 | val_loss: 0.0573091 | Time: 2976.28 ms
[2020-11-26 14:24:02	                main:581]	:	INFO	:	Epoch 27 | loss: 0.057363 | val_loss: 0.0572832 | Time: 3066.12 ms
[2020-11-26 14:24:05	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0573876 | val_loss: 0.057415 | Time: 2992.66 ms
[2020-11-26 14:24:08	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0575317 | val_loss: 0.0574482 | Time: 2961.97 ms
[2020-11-26 14:24:11	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0575838 | val_loss: 0.0574336 | Time: 2968.55 ms
[2020-11-26 14:24:14	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0575489 | val_loss: 0.0574088 | Time: 3026.59 ms
[2020-11-26 14:24:17	                main:581]	:	INFO	:	Epoch 32 | loss: 0.057494 | val_loss: 0.0573726 | Time: 2997.46 ms
[2020-11-26 14:24:20	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0574022 | val_loss: 0.0573814 | Time: 3069.36 ms
[2020-11-26 14:24:23	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0574194 | val_loss: 0.0573844 | Time: 2978.55 ms
[2020-11-26 14:24:26	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0574346 | val_loss: 0.0573752 | Time: 2949.3 ms
[2020-11-26 14:24:29	                main:581]	:	INFO	:	Epoch 36 | loss: 0.057496 | val_loss: 0.057452 | Time: 2989.65 ms
[2020-11-26 14:24:32	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0575437 | val_loss: 0.0574507 | Time: 2950.54 ms
[2020-11-26 14:24:35	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0574914 | val_loss: 0.0574105 | Time: 2959.06 ms
[2020-11-26 14:24:38	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0574592 | val_loss: 0.0573345 | Time: 2997.86 ms
[2020-11-26 14:24:41	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0574414 | val_loss: 0.0574845 | Time: 3019.99 ms
[2020-11-26 14:24:44	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0576192 | val_loss: 0.0577606 | Time: 2935.2 ms
[2020-11-26 14:24:47	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0579483 | val_loss: 0.0579057 | Time: 2986.84 ms
[2020-11-26 14:24:50	                main:581]	:	INFO	:	Epoch 43 | loss: 0.058016 | val_loss: 0.0582708 | Time: 2961.99 ms
[2020-11-26 14:24:53	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0582801 | val_loss: 0.0582331 | Time: 3240.37 ms
[2020-11-26 14:24:56	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0582071 | val_loss: 0.0581346 | Time: 3238.89 ms
[2020-11-26 14:24:59	                main:581]	:	INFO	:	Epoch 46 | loss: 0.058199 | val_loss: 0.0581586 | Time: 3015.59 ms
[2020-11-26 14:25:02	                main:581]	:	INFO	:	Epoch 47 | loss: 0.05807 | val_loss: 0.0579445 | Time: 2974.97 ms
[2020-11-26 14:25:06	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0579552 | val_loss: 0.0580541 | Time: 3368.26 ms
[2020-11-26 14:25:09	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0580415 | val_loss: 0.0580445 | Time: 3013.3 ms
[2020-11-26 14:25:12	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0580199 | val_loss: 0.0580527 | Time: 2957.13 ms
[2020-11-26 14:25:15	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0581436 | val_loss: 0.0581703 | Time: 3037.81 ms
[2020-11-26 14:25:18	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0581586 | val_loss: 0.0581823 | Time: 2935.77 ms
[2020-11-26 14:25:21	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0581585 | val_loss: 0.0581544 | Time: 2979.4 ms
[2020-11-26 14:25:24	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0581346 | val_loss: 0.0581712 | Time: 3012.15 ms
[2020-11-26 14:25:27	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0581806 | val_loss: 0.0581342 | Time: 3096.15 ms
[2020-11-26 14:25:30	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0582628 | val_loss: 0.0583242 | Time: 3192.39 ms
[2020-11-26 14:25:33	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0583401 | val_loss: 0.0582455 | Time: 3033.69 ms
[2020-11-26 14:25:36	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0583157 | val_loss: 0.0582974 | Time: 2976.41 ms
[2020-11-26 14:25:39	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0584126 | val_loss: 0.058686 | Time: 2936.86 ms
[2020-11-26 14:25:42	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0586519 | val_loss: 0.0586874 | Time: 3290.36 ms
[2020-11-26 14:25:45	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0586353 | val_loss: 0.0586435 | Time: 2997.55 ms
[2020-11-26 14:25:48	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0586215 | val_loss: 0.058653 | Time: 3015.06 ms
[2020-11-26 14:25:51	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0586209 | val_loss: 0.0586441 | Time: 3130.09 ms
[2020-11-26 14:25:54	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0586188 | val_loss: 0.0586961 | Time: 3012.57 ms
[2020-11-26 14:25:57	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0586507 | val_loss: 0.0587093 | Time: 2964.26 ms
[2020-11-26 14:26:00	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0586563 | val_loss: 0.0587323 | Time: 2954.73 ms
[2020-11-26 14:26:03	                main:581]	:	INFO	:	Epoch 67 | loss: 0.058713 | val_loss: 0.0587642 | Time: 3056.88 ms
[2020-11-26 14:26:07	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0587053 | val_loss: 0.0587827 | Time: 3189.17 ms
[2020-11-26 14:26:10	                main:581]	:	INFO	:	Epoch 69 | loss: 0.058696 | val_loss: 0.0587548 | Time: 3011.79 ms
[2020-11-26 14:26:13	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0585457 | val_loss: 0.0585886 | Time: 3072.68 ms
[2020-11-26 14:26:16	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0584966 | val_loss: 0.0585841 | Time: 2984.74 ms
[2020-11-26 14:26:19	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0585011 | val_loss: 0.0585842 | Time: 2989.9 ms
[2020-11-26 14:26:22	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0584999 | val_loss: 0.0585811 | Time: 3030.8 ms
[2020-11-26 14:26:25	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0584951 | val_loss: 0.0585727 | Time: 3179.73 ms
[2020-11-26 14:26:28	                main:581]	:	INFO	:	Epoch 75 | loss: 0.058482 | val_loss: 0.0585759 | Time: 3269.96 ms
[2020-11-26 14:26:31	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0585153 | val_loss: 0.058601 | Time: 2974.65 ms
[2020-11-26 14:26:34	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0585557 | val_loss: 0.0586048 | Time: 2968.55 ms
[2020-11-26 14:26:37	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0585452 | val_loss: 0.0585917 | Time: 3029.23 ms
[2020-11-26 14:26:40	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0585926 | val_loss: 0.0586337 | Time: 3199.84 ms
[2020-11-26 14:26:43	                main:581]	:	INFO	:	Epoch 80 | loss: 0.058614 | val_loss: 0.0586423 | Time: 3051.03 ms
[2020-11-26 14:26:46	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0586129 | val_loss: 0.058646 | Time: 3036.48 ms
[2020-11-26 14:26:49	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0586642 | val_loss: 0.0587503 | Time: 2932.44 ms
[2020-11-26 14:26:52	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0587397 | val_loss: 0.0587592 | Time: 3056.9 ms
[2020-11-26 14:26:55	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0587745 | val_loss: 0.0588092 | Time: 3028.84 ms
[2020-11-26 14:26:58	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0588318 | val_loss: 0.058836 | Time: 2945.71 ms
[2020-11-26 14:27:01	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0588793 | val_loss: 0.058916 | Time: 2925.06 ms
[2020-11-26 14:27:04	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0588818 | val_loss: 0.0589032 | Time: 2986.18 ms
[2020-11-26 14:27:07	                main:581]	:	INFO	:	Epoch 88 | loss: 0.058862 | val_loss: 0.0588302 | Time: 2972.15 ms
[2020-11-26 14:27:10	                main:581]	:	INFO	:	Epoch 89 | loss: 0.058844 | val_loss: 0.0588372 | Time: 2944.39 ms
[2020-11-26 14:27:13	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0588382 | val_loss: 0.0588478 | Time: 3041.06 ms
[2020-11-26 14:27:16	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0588627 | val_loss: 0.0588169 | Time: 3030.86 ms
[2020-11-26 14:27:19	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0588372 | val_loss: 0.0587574 | Time: 3033.29 ms
[2020-11-26 14:27:22	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0588756 | val_loss: 0.0588053 | Time: 3007.97 ms
[2020-11-26 14:27:25	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0588458 | val_loss: 0.0588057 | Time: 3054.5 ms
[2020-11-26 14:27:28	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0587816 | val_loss: 0.0587494 | Time: 3065.13 ms
[2020-11-26 14:27:31	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0587541 | val_loss: 0.058724 | Time: 2995.98 ms
[2020-11-26 14:27:35	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0587336 | val_loss: 0.0587088 | Time: 3119.92 ms
[2020-11-26 14:27:38	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0587395 | val_loss: 0.0587419 | Time: 3019.36 ms
[2020-11-26 14:27:41	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0587442 | val_loss: 0.0586534 | Time: 2969.41 ms
[2020-11-26 14:27:43	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0586766 | val_loss: 0.0586579 | Time: 2969.94 ms
[2020-11-26 14:27:47	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0586545 | val_loss: 0.0586457 | Time: 3035.16 ms
[2020-11-26 14:27:49	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0586396 | val_loss: 0.0586209 | Time: 2969.97 ms
[2020-11-26 14:27:53	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0586443 | val_loss: 0.0586977 | Time: 3102.78 ms
[2020-11-26 14:27:56	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0586637 | val_loss: 0.0586667 | Time: 3072.47 ms
[2020-11-26 14:27:59	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0586268 | val_loss: 0.0586325 | Time: 3100.73 ms
[2020-11-26 14:28:02	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0585569 | val_loss: 0.0585686 | Time: 2976.09 ms
[2020-11-26 14:28:05	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0585251 | val_loss: 0.0586427 | Time: 3009.76 ms
[2020-11-26 14:28:08	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0585529 | val_loss: 0.0586116 | Time: 3041.6 ms
[2020-11-26 14:28:11	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0585122 | val_loss: 0.0585616 | Time: 2997.88 ms
[2020-11-26 14:28:14	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0585569 | val_loss: 0.0586263 | Time: 3009.9 ms
[2020-11-26 14:28:17	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0586221 | val_loss: 0.0586721 | Time: 3054.23 ms
[2020-11-26 14:28:20	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0586245 | val_loss: 0.0586657 | Time: 2958.24 ms
[2020-11-26 14:28:23	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0587284 | val_loss: 0.0587787 | Time: 2963.15 ms
[2020-11-26 14:28:26	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0587373 | val_loss: 0.058843 | Time: 2974.58 ms
[2020-11-26 14:28:29	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0588628 | val_loss: 0.0591689 | Time: 2968.18 ms
[2020-11-26 14:28:32	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0591144 | val_loss: 0.0591451 | Time: 3086.72 ms
[2020-11-26 14:28:35	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0591018 | val_loss: 0.0591389 | Time: 3093.15 ms
[2020-11-26 14:28:38	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0591019 | val_loss: 0.0591295 | Time: 3103.53 ms
[2020-11-26 14:28:41	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0590768 | val_loss: 0.0590819 | Time: 3129.07 ms
[2020-11-26 14:28:44	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0590635 | val_loss: 0.0591167 | Time: 3122.75 ms
[2020-11-26 14:28:47	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0592253 | val_loss: 0.0592697 | Time: 3125.86 ms
[2020-11-26 14:28:50	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0592004 | val_loss: 0.0592304 | Time: 3104 ms
[2020-11-26 14:28:53	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0591612 | val_loss: 0.0591995 | Time: 2916.38 ms
[2020-11-26 14:28:56	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0591484 | val_loss: 0.0591824 | Time: 2950.1 ms
[2020-11-26 14:28:59	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0591198 | val_loss: 0.0591583 | Time: 2975.34 ms
[2020-11-26 14:29:02	                main:581]	:	INFO	:	Epoch 126 | loss: 0.059114 | val_loss: 0.0591544 | Time: 2963.61 ms
[2020-11-26 14:29:05	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0590899 | val_loss: 0.0591172 | Time: 2940.09 ms
[2020-11-26 14:29:08	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0590498 | val_loss: 0.0590835 | Time: 2938.67 ms
[2020-11-26 14:29:11	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0589964 | val_loss: 0.059042 | Time: 2996.76 ms
[2020-11-26 14:29:14	                main:581]	:	INFO	:	Epoch 130 | loss: 0.058948 | val_loss: 0.0589742 | Time: 3049.91 ms
[2020-11-26 14:29:17	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0588381 | val_loss: 0.0588576 | Time: 3038.75 ms
[2020-11-26 14:29:20	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0587654 | val_loss: 0.0588406 | Time: 3030.18 ms
[2020-11-26 14:29:23	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0587193 | val_loss: 0.0587943 | Time: 2961.33 ms
[2020-11-26 14:29:26	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0586655 | val_loss: 0.0587378 | Time: 3034.38 ms
[2020-11-26 14:29:29	                main:581]	:	INFO	:	Epoch 135 | loss: 0.05861 | val_loss: 0.0586663 | Time: 3165.44 ms
[2020-11-26 14:29:32	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0585442 | val_loss: 0.0586694 | Time: 2965.73 ms
[2020-11-26 14:29:35	                main:581]	:	INFO	:	Epoch 137 | loss: 0.058558 | val_loss: 0.0586452 | Time: 2955.5 ms
[2020-11-26 14:29:38	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0585331 | val_loss: 0.0587068 | Time: 3053.63 ms
[2020-11-26 14:29:41	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0585472 | val_loss: 0.0586581 | Time: 2993.69 ms
[2020-11-26 14:29:44	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0584753 | val_loss: 0.0585525 | Time: 2971.4 ms
[2020-11-26 14:29:47	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0584011 | val_loss: 0.0585228 | Time: 3061.91 ms
[2020-11-26 14:29:51	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0584042 | val_loss: 0.0585781 | Time: 3064.31 ms
[2020-11-26 14:29:54	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0584025 | val_loss: 0.0585003 | Time: 3012.76 ms
[2020-11-26 14:29:57	                main:581]	:	INFO	:	Epoch 144 | loss: 0.058303 | val_loss: 0.0583502 | Time: 3061.88 ms
[2020-11-26 14:30:00	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0581647 | val_loss: 0.0582268 | Time: 3072.26 ms
[2020-11-26 14:30:03	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0581145 | val_loss: 0.0582842 | Time: 2978.17 ms
[2020-11-26 14:30:06	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0580965 | val_loss: 0.0581318 | Time: 3013.22 ms
[2020-11-26 14:30:09	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0580202 | val_loss: 0.0581035 | Time: 3046.75 ms
[2020-11-26 14:30:12	                main:581]	:	INFO	:	Epoch 149 | loss: 0.058029 | val_loss: 0.0580353 | Time: 2985.14 ms
[2020-11-26 14:30:15	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0579013 | val_loss: 0.0578728 | Time: 2964.18 ms
[2020-11-26 14:30:18	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0577887 | val_loss: 0.0578647 | Time: 3025.38 ms
[2020-11-26 14:30:21	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0578474 | val_loss: 0.0579704 | Time: 2945.41 ms
[2020-11-26 14:30:24	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0577882 | val_loss: 0.0579201 | Time: 3003.53 ms
[2020-11-26 14:30:27	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0577419 | val_loss: 0.0578294 | Time: 3001.93 ms
[2020-11-26 14:30:30	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0576617 | val_loss: 0.0577319 | Time: 2991.16 ms
[2020-11-26 14:30:33	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0574987 | val_loss: 0.0575202 | Time: 3000.46 ms
[2020-11-26 14:30:36	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0573433 | val_loss: 0.0573354 | Time: 2999.26 ms
[2020-11-26 14:30:39	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0571791 | val_loss: 0.0572934 | Time: 3099.84 ms
[2020-11-26 14:30:42	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0570944 | val_loss: 0.0571452 | Time: 3010.72 ms
[2020-11-26 14:30:45	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0568612 | val_loss: 0.0567324 | Time: 2981.49 ms
[2020-11-26 14:30:48	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0564695 | val_loss: 0.0565376 | Time: 3045.29 ms
[2020-11-26 14:30:51	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0563793 | val_loss: 0.0564348 | Time: 3131.29 ms
[2020-11-26 14:30:54	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0562201 | val_loss: 0.056175 | Time: 2983.67 ms
[2020-11-26 14:30:57	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0560272 | val_loss: 0.0560271 | Time: 2941.45 ms
[2020-11-26 14:31:00	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0559993 | val_loss: 0.0559578 | Time: 3028.19 ms
[2020-11-26 14:31:03	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0557823 | val_loss: 0.0557205 | Time: 2998.24 ms
[2020-11-26 14:31:06	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0556841 | val_loss: 0.0556368 | Time: 3025.48 ms
[2020-11-26 14:31:09	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0555098 | val_loss: 0.0553828 | Time: 2991.32 ms
[2020-11-26 14:31:12	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0552413 | val_loss: 0.0549603 | Time: 3016.76 ms
[2020-11-26 14:31:15	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0550562 | val_loss: 0.0548986 | Time: 3046.9 ms
[2020-11-26 14:31:18	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0549084 | val_loss: 0.05473 | Time: 3087.26 ms
[2020-11-26 14:31:21	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0546037 | val_loss: 0.0546346 | Time: 2993.99 ms
[2020-11-26 14:31:24	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0547418 | val_loss: 0.0546792 | Time: 3094.83 ms
[2020-11-26 14:31:27	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0544897 | val_loss: 0.0541078 | Time: 3080.94 ms
[2020-11-26 14:31:30	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0539575 | val_loss: 0.053869 | Time: 2983.06 ms
[2020-11-26 14:31:33	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0537208 | val_loss: 0.0535254 | Time: 3123.96 ms
[2020-11-26 14:31:36	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0532557 | val_loss: 0.0533141 | Time: 3010.8 ms
[2020-11-26 14:31:39	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0531564 | val_loss: 0.0537868 | Time: 3094.07 ms
[2020-11-26 14:31:42	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0556202 | val_loss: 0.0560375 | Time: 3046.89 ms
[2020-11-26 14:31:45	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0561224 | val_loss: 0.0566473 | Time: 3016.8 ms
[2020-11-26 14:31:49	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0563983 | val_loss: 0.0565311 | Time: 3119.7 ms
[2020-11-26 14:31:52	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0563206 | val_loss: 0.0564377 | Time: 3159.44 ms
[2020-11-26 14:31:55	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0562452 | val_loss: 0.056421 | Time: 3350.67 ms
[2020-11-26 14:31:58	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0561946 | val_loss: 0.0563405 | Time: 3055.73 ms
[2020-11-26 14:32:01	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0561037 | val_loss: 0.0562177 | Time: 3127.7 ms
[2020-11-26 14:32:04	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0559781 | val_loss: 0.056097 | Time: 3144.03 ms
[2020-11-26 14:32:07	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0560446 | val_loss: 0.0568676 | Time: 3022.48 ms
[2020-11-26 14:32:10	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0566608 | val_loss: 0.0568063 | Time: 3052.14 ms
[2020-11-26 14:32:13	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0565841 | val_loss: 0.0567437 | Time: 2976.58 ms
[2020-11-26 14:32:16	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0565833 | val_loss: 0.0571054 | Time: 2965.27 ms
[2020-11-26 14:32:19	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0570564 | val_loss: 0.0572334 | Time: 2956.66 ms
[2020-11-26 14:32:22	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0570167 | val_loss: 0.0571939 | Time: 2959.01 ms
[2020-11-26 14:32:22	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0571939
[2020-11-26 14:32:22	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 14:32:22	                main:615]	:	INFO	:	Success, exiting..
14:32:22 (15079): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)