squeezenet.log

python -u train.py --model squeezenet --batch-size 128 --lr-step-size 4 | Tee-Object -file log_squeezenet.txt 
Device:  cuda
Train Epoch: 1 [0/103818 (0%)]	Train Loss: 5.241539	Val Loss: 4.524987	Val Acc: 2
Train Epoch: 1 [1280/103818 (1%)]	Train Loss: 4.193574	Val Loss: 4.133886	Val Acc: 7
Train Epoch: 1 [2560/103818 (2%)]	Train Loss: 3.825915	Val Loss: 4.136499	Val Acc: 9
Train Epoch: 1 [3840/103818 (4%)]	Train Loss: 4.058210	Val Loss: 3.899991	Val Acc: 10
Train Epoch: 1 [5120/103818 (5%)]	Train Loss: 4.001488	Val Loss: 3.947675	Val Acc: 8
Train Epoch: 1 [6400/103818 (6%)]	Train Loss: 4.080187	Val Loss: 3.937663	Val Acc: 9
Train Epoch: 1 [7680/103818 (7%)]	Train Loss: 3.900013	Val Loss: 3.895885	Val Acc: 11
Train Epoch: 1 [8960/103818 (9%)]	Train Loss: 3.867453	Val Loss: 3.961952	Val Acc: 6
Train Epoch: 1 [10240/103818 (10%)]	Train Loss: 4.029548	Val Loss: 3.905307	Val Acc: 9
Train Epoch: 1 [11520/103818 (11%)]	Train Loss: 3.856767	Val Loss: 3.816425	Val Acc: 12
Train Epoch: 1 [12800/103818 (12%)]	Train Loss: 3.855926	Val Loss: 3.906252	Val Acc: 11
Train Epoch: 1 [14080/103818 (14%)]	Train Loss: 3.777482	Val Loss: 3.869914	Val Acc: 11
Train Epoch: 1 [15360/103818 (15%)]	Train Loss: 4.016753	Val Loss: 3.774782	Val Acc: 14
Train Epoch: 1 [16640/103818 (16%)]	Train Loss: 3.698223	Val Loss: 3.759771	Val Acc: 13
Train Epoch: 1 [17920/103818 (17%)]	Train Loss: 3.632077	Val Loss: 3.856630	Val Acc: 13
Train Epoch: 1 [19200/103818 (18%)]	Train Loss: 3.875062	Val Loss: 3.817780	Val Acc: 12
Train Epoch: 1 [20480/103818 (20%)]	Train Loss: 3.812230	Val Loss: 3.869608	Val Acc: 10
Train Epoch: 1 [21760/103818 (21%)]	Train Loss: 3.783573	Val Loss: 3.900539	Val Acc: 9
Train Epoch: 1 [23040/103818 (22%)]	Train Loss: 3.812412	Val Loss: 3.796371	Val Acc: 13
Train Epoch: 1 [24320/103818 (23%)]	Train Loss: 3.971006	Val Loss: 3.798487	Val Acc: 11
Train Epoch: 1 [25600/103818 (25%)]	Train Loss: 3.688469	Val Loss: 3.759719	Val Acc: 13
Train Epoch: 1 [26880/103818 (26%)]	Train Loss: 3.747797	Val Loss: 3.658445	Val Acc: 16
Train Epoch: 1 [28160/103818 (27%)]	Train Loss: 3.721455	Val Loss: 3.737662	Val Acc: 14
Train Epoch: 1 [29440/103818 (28%)]	Train Loss: 3.839350	Val Loss: 3.794509	Val Acc: 13
Train Epoch: 1 [30720/103818 (30%)]	Train Loss: 3.721842	Val Loss: 3.678909	Val Acc: 12
Train Epoch: 1 [32000/103818 (31%)]	Train Loss: 3.568506	Val Loss: 3.873925	Val Acc: 12
Train Epoch: 1 [33280/103818 (32%)]	Train Loss: 3.907562	Val Loss: 3.793549	Val Acc: 13
Train Epoch: 1 [34560/103818 (33%)]	Train Loss: 3.761093	Val Loss: 3.770199	Val Acc: 15
Train Epoch: 1 [35840/103818 (34%)]	Train Loss: 3.745961	Val Loss: 3.731386	Val Acc: 14
Train Epoch: 1 [37120/103818 (36%)]	Train Loss: 3.920165	Val Loss: 3.742297	Val Acc: 13
Train Epoch: 1 [38400/103818 (37%)]	Train Loss: 3.711536	Val Loss: 3.841756	Val Acc: 12
Train Epoch: 1 [39680/103818 (38%)]	Train Loss: 3.861209	Val Loss: 3.793077	Val Acc: 12
Train Epoch: 1 [40960/103818 (39%)]	Train Loss: 3.754541	Val Loss: 3.644114	Val Acc: 16
Train Epoch: 1 [42240/103818 (41%)]	Train Loss: 3.772576	Val Loss: 3.687236	Val Acc: 13
Train Epoch: 1 [43520/103818 (42%)]	Train Loss: 3.839358	Val Loss: 3.713145	Val Acc: 12
Train Epoch: 1 [44800/103818 (43%)]	Train Loss: 3.881794	Val Loss: 3.684570	Val Acc: 14
Train Epoch: 1 [46080/103818 (44%)]	Train Loss: 3.767614	Val Loss: 3.736930	Val Acc: 11
Train Epoch: 1 [47360/103818 (46%)]	Train Loss: 3.857870	Val Loss: 3.670093	Val Acc: 15
Train Epoch: 1 [48640/103818 (47%)]	Train Loss: 3.559488	Val Loss: 3.683801	Val Acc: 14
Train Epoch: 1 [49920/103818 (48%)]	Train Loss: 3.497307	Val Loss: 3.693212	Val Acc: 13
Train Epoch: 1 [51200/103818 (49%)]	Train Loss: 3.668190	Val Loss: 3.703161	Val Acc: 12
Train Epoch: 1 [52480/103818 (50%)]	Train Loss: 3.569793	Val Loss: 3.667082	Val Acc: 13
Train Epoch: 1 [53760/103818 (52%)]	Train Loss: 3.612197	Val Loss: 3.750434	Val Acc: 14
Train Epoch: 1 [55040/103818 (53%)]	Train Loss: 3.668311	Val Loss: 3.707401	Val Acc: 12
Train Epoch: 1 [56320/103818 (54%)]	Train Loss: 3.773691	Val Loss: 3.723611	Val Acc: 12
Train Epoch: 1 [57600/103818 (55%)]	Train Loss: 3.834922	Val Loss: 3.679134	Val Acc: 14
Train Epoch: 1 [58880/103818 (57%)]	Train Loss: 3.626228	Val Loss: 3.654820	Val Acc: 14
Train Epoch: 1 [60160/103818 (58%)]	Train Loss: 3.840081	Val Loss: 3.622769	Val Acc: 16
Train Epoch: 1 [61440/103818 (59%)]	Train Loss: 3.668451	Val Loss: 3.608749	Val Acc: 16
Train Epoch: 1 [62720/103818 (60%)]	Train Loss: 3.884496	Val Loss: 3.555877	Val Acc: 15
Train Epoch: 1 [64000/103818 (62%)]	Train Loss: 3.711858	Val Loss: 3.622332	Val Acc: 14
Train Epoch: 1 [65280/103818 (63%)]	Train Loss: 3.522054	Val Loss: 3.677211	Val Acc: 12
Train Epoch: 1 [66560/103818 (64%)]	Train Loss: 3.665653	Val Loss: 3.561311	Val Acc: 17
Train Epoch: 1 [67840/103818 (65%)]	Train Loss: 3.744401	Val Loss: 3.549721	Val Acc: 18
Train Epoch: 1 [69120/103818 (67%)]	Train Loss: 3.663561	Val Loss: 3.596084	Val Acc: 16
Train Epoch: 1 [70400/103818 (68%)]	Train Loss: 3.657340	Val Loss: 3.561093	Val Acc: 14
Train Epoch: 1 [71680/103818 (69%)]	Train Loss: 3.443218	Val Loss: 3.599743	Val Acc: 14
Train Epoch: 1 [72960/103818 (70%)]	Train Loss: 3.600366	Val Loss: 3.544926	Val Acc: 16
Train Epoch: 1 [74240/103818 (71%)]	Train Loss: 3.682936	Val Loss: 3.560352	Val Acc: 16
Train Epoch: 1 [75520/103818 (73%)]	Train Loss: 3.880243	Val Loss: 3.606302	Val Acc: 17
Train Epoch: 1 [76800/103818 (74%)]	Train Loss: 3.559080	Val Loss: 3.558074	Val Acc: 17
Train Epoch: 1 [78080/103818 (75%)]	Train Loss: 3.556810	Val Loss: 3.573414	Val Acc: 16
Train Epoch: 1 [79360/103818 (76%)]	Train Loss: 3.591483	Val Loss: 3.688253	Val Acc: 16
Train Epoch: 1 [80640/103818 (78%)]	Train Loss: 3.775719	Val Loss: 3.565723	Val Acc: 16
Train Epoch: 1 [81920/103818 (79%)]	Train Loss: 3.421102	Val Loss: 3.480759	Val Acc: 17
Train Epoch: 1 [83200/103818 (80%)]	Train Loss: 3.350672	Val Loss: 3.529243	Val Acc: 17
Train Epoch: 1 [84480/103818 (81%)]	Train Loss: 3.388143	Val Loss: 3.523515	Val Acc: 15
Train Epoch: 1 [85760/103818 (83%)]	Train Loss: 3.611045	Val Loss: 3.564392	Val Acc: 16
Train Epoch: 1 [87040/103818 (84%)]	Train Loss: 3.415725	Val Loss: 3.580698	Val Acc: 15
Train Epoch: 1 [88320/103818 (85%)]	Train Loss: 3.324535	Val Loss: 3.450354	Val Acc: 17
Train Epoch: 1 [89600/103818 (86%)]	Train Loss: 3.422143	Val Loss: 3.503627	Val Acc: 17
Train Epoch: 1 [90880/103818 (87%)]	Train Loss: 3.437493	Val Loss: 3.472625	Val Acc: 19
Train Epoch: 1 [92160/103818 (89%)]	Train Loss: 3.648195	Val Loss: 3.421524	Val Acc: 18
Train Epoch: 1 [93440/103818 (90%)]	Train Loss: 3.505540	Val Loss: 3.283043	Val Acc: 22
Train Epoch: 1 [94720/103818 (91%)]	Train Loss: 3.528122	Val Loss: 3.467759	Val Acc: 17
Train Epoch: 1 [96000/103818 (92%)]	Train Loss: 3.383301	Val Loss: 3.583477	Val Acc: 17
Train Epoch: 1 [97280/103818 (94%)]	Train Loss: 3.452689	Val Loss: 3.563510	Val Acc: 15
Train Epoch: 1 [98560/103818 (95%)]	Train Loss: 3.701451	Val Loss: 3.442770	Val Acc: 18
Train Epoch: 1 [99840/103818 (96%)]	Train Loss: 3.600925	Val Loss: 3.484497	Val Acc: 13
Train Epoch: 1 [101120/103818 (97%)]	Train Loss: 3.495457	Val Loss: 3.405091	Val Acc: 19
Train Epoch: 1 [102400/103818 (99%)]	Train Loss: 3.271961	Val Loss: 3.490297	Val Acc: 16
Train Epoch: 1 [103680/103818 (100%)]	Train Loss: 3.264005	Val Loss: 3.393914	Val Acc: 18
Saving better model  tensor(18)
Train Epoch: 2 [0/103818 (0%)]	Train Loss: 3.364233	Val Loss: 3.379527	Val Acc: 19
Train Epoch: 2 [1280/103818 (1%)]	Train Loss: 3.481552	Val Loss: 3.504134	Val Acc: 17
Train Epoch: 2 [2560/103818 (2%)]	Train Loss: 3.645982	Val Loss: 3.395050	Val Acc: 17
Train Epoch: 2 [3840/103818 (4%)]	Train Loss: 3.615999	Val Loss: 3.391108	Val Acc: 19
Train Epoch: 2 [5120/103818 (5%)]	Train Loss: 3.450469	Val Loss: 3.342933	Val Acc: 20
Train Epoch: 2 [6400/103818 (6%)]	Train Loss: 3.325708	Val Loss: 3.409578	Val Acc: 20
Train Epoch: 2 [7680/103818 (7%)]	Train Loss: 3.550071	Val Loss: 3.544430	Val Acc: 17
Train Epoch: 2 [8960/103818 (9%)]	Train Loss: 3.467286	Val Loss: 3.428651	Val Acc: 17
Train Epoch: 2 [10240/103818 (10%)]	Train Loss: 3.449333	Val Loss: 3.410680	Val Acc: 20
Train Epoch: 2 [11520/103818 (11%)]	Train Loss: 3.648733	Val Loss: 3.384817	Val Acc: 18
Train Epoch: 2 [12800/103818 (12%)]	Train Loss: 3.331669	Val Loss: 3.296964	Val Acc: 22
Train Epoch: 2 [14080/103818 (14%)]	Train Loss: 3.449449	Val Loss: 3.396296	Val Acc: 19
Train Epoch: 2 [15360/103818 (15%)]	Train Loss: 3.409014	Val Loss: 3.358694	Val Acc: 18
Train Epoch: 2 [16640/103818 (16%)]	Train Loss: 3.344800	Val Loss: 3.318768	Val Acc: 21
Train Epoch: 2 [17920/103818 (17%)]	Train Loss: 3.260115	Val Loss: 3.308919	Val Acc: 18
Train Epoch: 2 [19200/103818 (18%)]	Train Loss: 3.453819	Val Loss: 3.336951	Val Acc: 20
Train Epoch: 2 [20480/103818 (20%)]	Train Loss: 3.442149	Val Loss: 3.347798	Val Acc: 20
Train Epoch: 2 [21760/103818 (21%)]	Train Loss: 3.304693	Val Loss: 3.264309	Val Acc: 20
Train Epoch: 2 [23040/103818 (22%)]	Train Loss: 3.256243	Val Loss: 3.299374	Val Acc: 22
Train Epoch: 2 [24320/103818 (23%)]	Train Loss: 3.235290	Val Loss: 3.218035	Val Acc: 19
Train Epoch: 2 [25600/103818 (25%)]	Train Loss: 3.403588	Val Loss: 3.379174	Val Acc: 18
Train Epoch: 2 [26880/103818 (26%)]	Train Loss: 3.344008	Val Loss: 3.333050	Val Acc: 20
Train Epoch: 2 [28160/103818 (27%)]	Train Loss: 3.435107	Val Loss: 3.230837	Val Acc: 22
Train Epoch: 2 [29440/103818 (28%)]	Train Loss: 3.410619	Val Loss: 3.392647	Val Acc: 19
Train Epoch: 2 [30720/103818 (30%)]	Train Loss: 3.334748	Val Loss: 3.291897	Val Acc: 19
Train Epoch: 2 [32000/103818 (31%)]	Train Loss: 3.260545	Val Loss: 3.281904	Val Acc: 22
Train Epoch: 2 [33280/103818 (32%)]	Train Loss: 3.105265	Val Loss: 3.358819	Val Acc: 20
Train Epoch: 2 [34560/103818 (33%)]	Train Loss: 3.437346	Val Loss: 3.297119	Val Acc: 20
Train Epoch: 2 [35840/103818 (34%)]	Train Loss: 3.626722	Val Loss: 3.170925	Val Acc: 22
Train Epoch: 2 [37120/103818 (36%)]	Train Loss: 3.137061	Val Loss: 3.298177	Val Acc: 20
Train Epoch: 2 [38400/103818 (37%)]	Train Loss: 3.118839	Val Loss: 3.323935	Val Acc: 19
Train Epoch: 2 [39680/103818 (38%)]	Train Loss: 3.089532	Val Loss: 3.285576	Val Acc: 20
Train Epoch: 2 [40960/103818 (39%)]	Train Loss: 3.411215	Val Loss: 3.192928	Val Acc: 22
Train Epoch: 2 [42240/103818 (41%)]	Train Loss: 3.604234	Val Loss: 3.347011	Val Acc: 20
Train Epoch: 2 [43520/103818 (42%)]	Train Loss: 3.522354	Val Loss: 3.121747	Val Acc: 24
Train Epoch: 2 [44800/103818 (43%)]	Train Loss: 3.196023	Val Loss: 3.263766	Val Acc: 22
Train Epoch: 2 [46080/103818 (44%)]	Train Loss: 3.376659	Val Loss: 3.092402	Val Acc: 24
Train Epoch: 2 [47360/103818 (46%)]	Train Loss: 3.217887	Val Loss: 3.195810	Val Acc: 20
Train Epoch: 2 [48640/103818 (47%)]	Train Loss: 2.971917	Val Loss: 3.126856	Val Acc: 24
Train Epoch: 2 [49920/103818 (48%)]	Train Loss: 3.457691	Val Loss: 3.250287	Val Acc: 19
Train Epoch: 2 [51200/103818 (49%)]	Train Loss: 3.425540	Val Loss: 3.227010	Val Acc: 21
Train Epoch: 2 [52480/103818 (50%)]	Train Loss: 3.087700	Val Loss: 3.164361	Val Acc: 25
Train Epoch: 2 [53760/103818 (52%)]	Train Loss: 3.369017	Val Loss: 3.164361	Val Acc: 23
Train Epoch: 2 [55040/103818 (53%)]	Train Loss: 3.119487	Val Loss: 3.160224	Val Acc: 22
Train Epoch: 2 [56320/103818 (54%)]	Train Loss: 3.089266	Val Loss: 3.053897	Val Acc: 26
Train Epoch: 2 [57600/103818 (55%)]	Train Loss: 3.015851	Val Loss: 3.168002	Val Acc: 23
Train Epoch: 2 [58880/103818 (57%)]	Train Loss: 3.196124	Val Loss: 3.103336	Val Acc: 24
Train Epoch: 2 [60160/103818 (58%)]	Train Loss: 3.200085	Val Loss: 3.132994	Val Acc: 23
Train Epoch: 2 [61440/103818 (59%)]	Train Loss: 3.239340	Val Loss: 3.334810	Val Acc: 21
Train Epoch: 2 [62720/103818 (60%)]	Train Loss: 3.380335	Val Loss: 3.141861	Val Acc: 25
Train Epoch: 2 [64000/103818 (62%)]	Train Loss: 3.151795	Val Loss: 3.197878	Val Acc: 21
Train Epoch: 2 [65280/103818 (63%)]	Train Loss: 3.232935	Val Loss: 3.217695	Val Acc: 20
Train Epoch: 2 [66560/103818 (64%)]	Train Loss: 2.998612	Val Loss: 3.092052	Val Acc: 26
Train Epoch: 2 [67840/103818 (65%)]	Train Loss: 3.157837	Val Loss: 3.177840	Val Acc: 25
Train Epoch: 2 [69120/103818 (67%)]	Train Loss: 3.304084	Val Loss: 3.121629	Val Acc: 24
Train Epoch: 2 [70400/103818 (68%)]	Train Loss: 3.262831	Val Loss: 3.090386	Val Acc: 22
Train Epoch: 2 [71680/103818 (69%)]	Train Loss: 3.417953	Val Loss: 3.203502	Val Acc: 22
Train Epoch: 2 [72960/103818 (70%)]	Train Loss: 2.956512	Val Loss: 3.186155	Val Acc: 22
Train Epoch: 2 [74240/103818 (71%)]	Train Loss: 3.210719	Val Loss: 3.110572	Val Acc: 22
Train Epoch: 2 [75520/103818 (73%)]	Train Loss: 3.396756	Val Loss: 3.111323	Val Acc: 22
Train Epoch: 2 [76800/103818 (74%)]	Train Loss: 3.118800	Val Loss: 3.137028	Val Acc: 22
Train Epoch: 2 [78080/103818 (75%)]	Train Loss: 3.013814	Val Loss: 3.106225	Val Acc: 23
Train Epoch: 2 [79360/103818 (76%)]	Train Loss: 3.385116	Val Loss: 3.216191	Val Acc: 21
Train Epoch: 2 [80640/103818 (78%)]	Train Loss: 2.926040	Val Loss: 3.018633	Val Acc: 23
Train Epoch: 2 [81920/103818 (79%)]	Train Loss: 3.296365	Val Loss: 3.117445	Val Acc: 24
Train Epoch: 2 [83200/103818 (80%)]	Train Loss: 2.855505	Val Loss: 2.998965	Val Acc: 26
Train Epoch: 2 [84480/103818 (81%)]	Train Loss: 3.314079	Val Loss: 3.076304	Val Acc: 24
Train Epoch: 2 [85760/103818 (83%)]	Train Loss: 3.208032	Val Loss: 3.085878	Val Acc: 24
Train Epoch: 2 [87040/103818 (84%)]	Train Loss: 3.020494	Val Loss: 3.066108	Val Acc: 26
Train Epoch: 2 [88320/103818 (85%)]	Train Loss: 3.121909	Val Loss: 3.162267	Val Acc: 23
Train Epoch: 2 [89600/103818 (86%)]	Train Loss: 3.054929	Val Loss: 3.232195	Val Acc: 19
Train Epoch: 2 [90880/103818 (87%)]	Train Loss: 3.156893	Val Loss: 3.133900	Val Acc: 22
Train Epoch: 2 [92160/103818 (89%)]	Train Loss: 3.111549	Val Loss: 3.153533	Val Acc: 22
Train Epoch: 2 [93440/103818 (90%)]	Train Loss: 3.220186	Val Loss: 3.156208	Val Acc: 24
Train Epoch: 2 [94720/103818 (91%)]	Train Loss: 3.024070	Val Loss: 2.999618	Val Acc: 26
Train Epoch: 2 [96000/103818 (92%)]	Train Loss: 2.920605	Val Loss: 3.019884	Val Acc: 24
Train Epoch: 2 [97280/103818 (94%)]	Train Loss: 3.359370	Val Loss: 3.079134	Val Acc: 25
Train Epoch: 2 [98560/103818 (95%)]	Train Loss: 3.008895	Val Loss: 3.028047	Val Acc: 27
Train Epoch: 2 [99840/103818 (96%)]	Train Loss: 3.156830	Val Loss: 3.078797	Val Acc: 24
Train Epoch: 2 [101120/103818 (97%)]	Train Loss: 3.113909	Val Loss: 3.087544	Val Acc: 23
Train Epoch: 2 [102400/103818 (99%)]	Train Loss: 3.193504	Val Loss: 3.059057	Val Acc: 22
Train Epoch: 2 [103680/103818 (100%)]	Train Loss: 3.217875	Val Loss: 2.965036	Val Acc: 23
Saving better model  tensor(23)
Train Epoch: 3 [0/103818 (0%)]	Train Loss: 2.975074	Val Loss: 3.118782	Val Acc: 19
Train Epoch: 3 [1280/103818 (1%)]	Train Loss: 3.178000	Val Loss: 3.026174	Val Acc: 24
Train Epoch: 3 [2560/103818 (2%)]	Train Loss: 3.070926	Val Loss: 3.041642	Val Acc: 27
Train Epoch: 3 [3840/103818 (4%)]	Train Loss: 3.104300	Val Loss: 2.969755	Val Acc: 28
Train Epoch: 3 [5120/103818 (5%)]	Train Loss: 2.967746	Val Loss: 3.016837	Val Acc: 26
Train Epoch: 3 [6400/103818 (6%)]	Train Loss: 2.845201	Val Loss: 2.911183	Val Acc: 28
Train Epoch: 3 [7680/103818 (7%)]	Train Loss: 3.049629	Val Loss: 2.908037	Val Acc: 29
Train Epoch: 3 [8960/103818 (9%)]	Train Loss: 2.934777	Val Loss: 3.087279	Val Acc: 25
Train Epoch: 3 [10240/103818 (10%)]	Train Loss: 2.933169	Val Loss: 3.183159	Val Acc: 23
Train Epoch: 3 [11520/103818 (11%)]	Train Loss: 2.868839	Val Loss: 3.011680	Val Acc: 26
Train Epoch: 3 [12800/103818 (12%)]	Train Loss: 3.134181	Val Loss: 2.929785	Val Acc: 27
Train Epoch: 3 [14080/103818 (14%)]	Train Loss: 2.736298	Val Loss: 2.916444	Val Acc: 27
Train Epoch: 3 [15360/103818 (15%)]	Train Loss: 3.029922	Val Loss: 2.941139	Val Acc: 25
Train Epoch: 3 [16640/103818 (16%)]	Train Loss: 2.943680	Val Loss: 2.953789	Val Acc: 27
Train Epoch: 3 [17920/103818 (17%)]	Train Loss: 2.982419	Val Loss: 2.812603	Val Acc: 31
Train Epoch: 3 [19200/103818 (18%)]	Train Loss: 2.959567	Val Loss: 2.961316	Val Acc: 25
Train Epoch: 3 [20480/103818 (20%)]	Train Loss: 3.212594	Val Loss: 2.909633	Val Acc: 29
Train Epoch: 3 [21760/103818 (21%)]	Train Loss: 3.126344	Val Loss: 3.031486	Val Acc: 24
Train Epoch: 3 [23040/103818 (22%)]	Train Loss: 2.924732	Val Loss: 3.007646	Val Acc: 27
Train Epoch: 3 [24320/103818 (23%)]	Train Loss: 2.949350	Val Loss: 3.042781	Val Acc: 25
Train Epoch: 3 [25600/103818 (25%)]	Train Loss: 2.916776	Val Loss: 2.984005	Val Acc: 26
Train Epoch: 3 [26880/103818 (26%)]	Train Loss: 2.745578	Val Loss: 2.953090	Val Acc: 28
Train Epoch: 3 [28160/103818 (27%)]	Train Loss: 2.958217	Val Loss: 3.110178	Val Acc: 22
Train Epoch: 3 [29440/103818 (28%)]	Train Loss: 2.791322	Val Loss: 2.806539	Val Acc: 29
Train Epoch: 3 [30720/103818 (30%)]	Train Loss: 2.884732	Val Loss: 2.980388	Val Acc: 27
Train Epoch: 3 [32000/103818 (31%)]	Train Loss: 3.199883	Val Loss: 3.015555	Val Acc: 27
Train Epoch: 3 [33280/103818 (32%)]	Train Loss: 2.818172	Val Loss: 2.908036	Val Acc: 27
Train Epoch: 3 [34560/103818 (33%)]	Train Loss: 3.084076	Val Loss: 3.025285	Val Acc: 26
Train Epoch: 3 [35840/103818 (34%)]	Train Loss: 3.028545	Val Loss: 2.842330	Val Acc: 29
Train Epoch: 3 [37120/103818 (36%)]	Train Loss: 2.835320	Val Loss: 2.927932	Val Acc: 26
Train Epoch: 3 [38400/103818 (37%)]	Train Loss: 3.295297	Val Loss: 2.965396	Val Acc: 25
Train Epoch: 3 [39680/103818 (38%)]	Train Loss: 2.939635	Val Loss: 2.936593	Val Acc: 27
Train Epoch: 3 [40960/103818 (39%)]	Train Loss: 2.966859	Val Loss: 3.085878	Val Acc: 23
Train Epoch: 3 [42240/103818 (41%)]	Train Loss: 2.746100	Val Loss: 2.878238	Val Acc: 28
Train Epoch: 3 [43520/103818 (42%)]	Train Loss: 2.893625	Val Loss: 2.982323	Val Acc: 24
Train Epoch: 3 [44800/103818 (43%)]	Train Loss: 2.620486	Val Loss: 2.909424	Val Acc: 27
Train Epoch: 3 [46080/103818 (44%)]	Train Loss: 2.719231	Val Loss: 2.887410	Val Acc: 30
Train Epoch: 3 [47360/103818 (46%)]	Train Loss: 2.970965	Val Loss: 2.969831	Val Acc: 28
Train Epoch: 3 [48640/103818 (47%)]	Train Loss: 2.820485	Val Loss: 2.801243	Val Acc: 27
Train Epoch: 3 [49920/103818 (48%)]	Train Loss: 2.824400	Val Loss: 2.872408	Val Acc: 28
Train Epoch: 3 [51200/103818 (49%)]	Train Loss: 2.709383	Val Loss: 2.807776	Val Acc: 30
Train Epoch: 3 [52480/103818 (50%)]	Train Loss: 3.092612	Val Loss: 2.916264	Val Acc: 26
Train Epoch: 3 [53760/103818 (52%)]	Train Loss: 2.941984	Val Loss: 2.918445	Val Acc: 26
Train Epoch: 3 [55040/103818 (53%)]	Train Loss: 2.766475	Val Loss: 2.882111	Val Acc: 26
Train Epoch: 3 [56320/103818 (54%)]	Train Loss: 2.672010	Val Loss: 2.885196	Val Acc: 28
Train Epoch: 3 [57600/103818 (55%)]	Train Loss: 2.796803	Val Loss: 2.842002	Val Acc: 30
Train Epoch: 3 [58880/103818 (57%)]	Train Loss: 3.014377	Val Loss: 2.925869	Val Acc: 28
Train Epoch: 3 [60160/103818 (58%)]	Train Loss: 2.774423	Val Loss: 2.829459	Val Acc: 30
Train Epoch: 3 [61440/103818 (59%)]	Train Loss: 2.787704	Val Loss: 2.872102	Val Acc: 28
Train Epoch: 3 [62720/103818 (60%)]	Train Loss: 3.189283	Val Loss: 2.938215	Val Acc: 27
Train Epoch: 3 [64000/103818 (62%)]	Train Loss: 2.895360	Val Loss: 2.788041	Val Acc: 31
Train Epoch: 3 [65280/103818 (63%)]	Train Loss: 2.984155	Val Loss: 2.874256	Val Acc: 30
Train Epoch: 3 [66560/103818 (64%)]	Train Loss: 3.104125	Val Loss: 2.918981	Val Acc: 29
Train Epoch: 3 [67840/103818 (65%)]	Train Loss: 2.989750	Val Loss: 2.841307	Val Acc: 26
Train Epoch: 3 [69120/103818 (67%)]	Train Loss: 3.099956	Val Loss: 2.972879	Val Acc: 25
Train Epoch: 3 [70400/103818 (68%)]	Train Loss: 3.110537	Val Loss: 2.904299	Val Acc: 26
Train Epoch: 3 [71680/103818 (69%)]	Train Loss: 2.771079	Val Loss: 2.892787	Val Acc: 28
Train Epoch: 3 [72960/103818 (70%)]	Train Loss: 2.840484	Val Loss: 2.685525	Val Acc: 32
Train Epoch: 3 [74240/103818 (71%)]	Train Loss: 2.669136	Val Loss: 2.776736	Val Acc: 31
Train Epoch: 3 [75520/103818 (73%)]	Train Loss: 3.047536	Val Loss: 2.789210	Val Acc: 31
Train Epoch: 3 [76800/103818 (74%)]	Train Loss: 2.861581	Val Loss: 2.731959	Val Acc: 30
Train Epoch: 3 [78080/103818 (75%)]	Train Loss: 2.784226	Val Loss: 2.784859	Val Acc: 30
Train Epoch: 3 [79360/103818 (76%)]	Train Loss: 2.832775	Val Loss: 2.779384	Val Acc: 29
Train Epoch: 3 [80640/103818 (78%)]	Train Loss: 3.038674	Val Loss: 2.881124	Val Acc: 28
Train Epoch: 3 [81920/103818 (79%)]	Train Loss: 2.878372	Val Loss: 2.915741	Val Acc: 27
Train Epoch: 3 [83200/103818 (80%)]	Train Loss: 2.999305	Val Loss: 2.969742	Val Acc: 25
Train Epoch: 3 [84480/103818 (81%)]	Train Loss: 2.675864	Val Loss: 2.874943	Val Acc: 26
Train Epoch: 3 [85760/103818 (83%)]	Train Loss: 2.851727	Val Loss: 2.866867	Val Acc: 26
Train Epoch: 3 [87040/103818 (84%)]	Train Loss: 2.920671	Val Loss: 2.936396	Val Acc: 29
Train Epoch: 3 [88320/103818 (85%)]	Train Loss: 3.060654	Val Loss: 2.817102	Val Acc: 27
Train Epoch: 3 [89600/103818 (86%)]	Train Loss: 2.770314	Val Loss: 2.753669	Val Acc: 30
Train Epoch: 3 [90880/103818 (87%)]	Train Loss: 2.872960	Val Loss: 2.778419	Val Acc: 31
Train Epoch: 3 [92160/103818 (89%)]	Train Loss: 2.828335	Val Loss: 2.842415	Val Acc: 29
Train Epoch: 3 [93440/103818 (90%)]	Train Loss: 3.147659	Val Loss: 2.943060	Val Acc: 27
Train Epoch: 3 [94720/103818 (91%)]	Train Loss: 3.061781	Val Loss: 2.829681	Val Acc: 28
Train Epoch: 3 [96000/103818 (92%)]	Train Loss: 3.016386	Val Loss: 2.813678	Val Acc: 29
Train Epoch: 3 [97280/103818 (94%)]	Train Loss: 2.705028	Val Loss: 2.948885	Val Acc: 26
Train Epoch: 3 [98560/103818 (95%)]	Train Loss: 3.123455	Val Loss: 2.825663	Val Acc: 30
Train Epoch: 3 [99840/103818 (96%)]	Train Loss: 2.817073	Val Loss: 2.904684	Val Acc: 27
Train Epoch: 3 [101120/103818 (97%)]	Train Loss: 2.608099	Val Loss: 2.724325	Val Acc: 31
Train Epoch: 3 [102400/103818 (99%)]	Train Loss: 2.601586	Val Loss: 2.786353	Val Acc: 30
Train Epoch: 3 [103680/103818 (100%)]	Train Loss: 2.856452	Val Loss: 2.704354	Val Acc: 31
Saving better model  tensor(31)
Train Epoch: 4 [0/103818 (0%)]	Train Loss: 3.002442	Val Loss: 2.822718	Val Acc: 30
Train Epoch: 4 [1280/103818 (1%)]	Train Loss: 2.958504	Val Loss: 2.855045	Val Acc: 27
Train Epoch: 4 [2560/103818 (2%)]	Train Loss: 2.732661	Val Loss: 2.725194	Val Acc: 31
Train Epoch: 4 [3840/103818 (4%)]	Train Loss: 2.806443	Val Loss: 2.797178	Val Acc: 28
Train Epoch: 4 [5120/103818 (5%)]	Train Loss: 2.738973	Val Loss: 2.729634	Val Acc: 29
Train Epoch: 4 [6400/103818 (6%)]	Train Loss: 2.857778	Val Loss: 2.611485	Val Acc: 33
Train Epoch: 4 [7680/103818 (7%)]	Train Loss: 2.744455	Val Loss: 2.773461	Val Acc: 30
Train Epoch: 4 [8960/103818 (9%)]	Train Loss: 2.795803	Val Loss: 2.746305	Val Acc: 30
Train Epoch: 4 [10240/103818 (10%)]	Train Loss: 2.671185	Val Loss: 2.755821	Val Acc: 30
Train Epoch: 4 [11520/103818 (11%)]	Train Loss: 2.607701	Val Loss: 2.629081	Val Acc: 32
Train Epoch: 4 [12800/103818 (12%)]	Train Loss: 2.846724	Val Loss: 2.724219	Val Acc: 29
Train Epoch: 4 [14080/103818 (14%)]	Train Loss: 2.967863	Val Loss: 2.690039	Val Acc: 30
Train Epoch: 4 [15360/103818 (15%)]	Train Loss: 2.559990	Val Loss: 2.767582	Val Acc: 31
Train Epoch: 4 [16640/103818 (16%)]	Train Loss: 2.695179	Val Loss: 2.956706	Val Acc: 29
Train Epoch: 4 [17920/103818 (17%)]	Train Loss: 2.667677	Val Loss: 2.789807	Val Acc: 28
Train Epoch: 4 [19200/103818 (18%)]	Train Loss: 2.807836	Val Loss: 2.780386	Val Acc: 27
Train Epoch: 4 [20480/103818 (20%)]	Train Loss: 2.907677	Val Loss: 2.648635	Val Acc: 32
Train Epoch: 4 [21760/103818 (21%)]	Train Loss: 2.670737	Val Loss: 2.771891	Val Acc: 26
Train Epoch: 4 [23040/103818 (22%)]	Train Loss: 2.814815	Val Loss: 2.766335	Val Acc: 30
Train Epoch: 4 [24320/103818 (23%)]	Train Loss: 2.809675	Val Loss: 2.630408	Val Acc: 33
Train Epoch: 4 [25600/103818 (25%)]	Train Loss: 2.635387	Val Loss: 2.742623	Val Acc: 29
Train Epoch: 4 [26880/103818 (26%)]	Train Loss: 2.524441	Val Loss: 2.668371	Val Acc: 32
Train Epoch: 4 [28160/103818 (27%)]	Train Loss: 2.635965	Val Loss: 2.781035	Val Acc: 29
Train Epoch: 4 [29440/103818 (28%)]	Train Loss: 2.565901	Val Loss: 2.801257	Val Acc: 27
Train Epoch: 4 [30720/103818 (30%)]	Train Loss: 2.694233	Val Loss: 2.710229	Val Acc: 30
Train Epoch: 4 [32000/103818 (31%)]	Train Loss: 2.745906	Val Loss: 2.821016	Val Acc: 29
Train Epoch: 4 [33280/103818 (32%)]	Train Loss: 2.700433	Val Loss: 2.596281	Val Acc: 32
Train Epoch: 4 [34560/103818 (33%)]	Train Loss: 2.556445	Val Loss: 2.674131	Val Acc: 30
Train Epoch: 4 [35840/103818 (34%)]	Train Loss: 2.545204	Val Loss: 2.692162	Val Acc: 33
Train Epoch: 4 [37120/103818 (36%)]	Train Loss: 2.476466	Val Loss: 2.803588	Val Acc: 29
Train Epoch: 4 [38400/103818 (37%)]	Train Loss: 2.697268	Val Loss: 2.834883	Val Acc: 28
Train Epoch: 4 [39680/103818 (38%)]	Train Loss: 2.601097	Val Loss: 2.768083	Val Acc: 29
Train Epoch: 4 [40960/103818 (39%)]	Train Loss: 2.828936	Val Loss: 2.734634	Val Acc: 28
Train Epoch: 4 [42240/103818 (41%)]	Train Loss: 2.696022	Val Loss: 2.662420	Val Acc: 31
Train Epoch: 4 [43520/103818 (42%)]	Train Loss: 2.945418	Val Loss: 2.695276	Val Acc: 31
Train Epoch: 4 [44800/103818 (43%)]	Train Loss: 2.844829	Val Loss: 2.652106	Val Acc: 30
Train Epoch: 4 [46080/103818 (44%)]	Train Loss: 2.605005	Val Loss: 2.644904	Val Acc: 32
Train Epoch: 4 [47360/103818 (46%)]	Train Loss: 3.116206	Val Loss: 2.704099	Val Acc: 29
Train Epoch: 4 [48640/103818 (47%)]	Train Loss: 2.704650	Val Loss: 2.774691	Val Acc: 31
Train Epoch: 4 [49920/103818 (48%)]	Train Loss: 2.721875	Val Loss: 2.739755	Val Acc: 30
Train Epoch: 4 [51200/103818 (49%)]	Train Loss: 2.698720	Val Loss: 2.720844	Val Acc: 31
Train Epoch: 4 [52480/103818 (50%)]	Train Loss: 2.771528	Val Loss: 2.697660	Val Acc: 32
Train Epoch: 4 [53760/103818 (52%)]	Train Loss: 2.823068	Val Loss: 2.824101	Val Acc: 27
Train Epoch: 4 [55040/103818 (53%)]	Train Loss: 2.731959	Val Loss: 2.716794	Val Acc: 30
Train Epoch: 4 [56320/103818 (54%)]	Train Loss: 2.404786	Val Loss: 2.748749	Val Acc: 30
Train Epoch: 4 [57600/103818 (55%)]	Train Loss: 2.559802	Val Loss: 2.809580	Val Acc: 28
Train Epoch: 4 [58880/103818 (57%)]	Train Loss: 2.680505	Val Loss: 2.673200	Val Acc: 31
Train Epoch: 4 [60160/103818 (58%)]	Train Loss: 2.808937	Val Loss: 2.762653	Val Acc: 30
Train Epoch: 4 [61440/103818 (59%)]	Train Loss: 2.862914	Val Loss: 2.716415	Val Acc: 31
Train Epoch: 4 [62720/103818 (60%)]	Train Loss: 2.476651	Val Loss: 2.716075	Val Acc: 31
Train Epoch: 4 [64000/103818 (62%)]	Train Loss: 2.571954	Val Loss: 2.636561	Val Acc: 31
Train Epoch: 4 [65280/103818 (63%)]	Train Loss: 2.492433	Val Loss: 2.640853	Val Acc: 32
Train Epoch: 4 [66560/103818 (64%)]	Train Loss: 2.703503	Val Loss: 2.755521	Val Acc: 31
Train Epoch: 4 [67840/103818 (65%)]	Train Loss: 2.816023	Val Loss: 2.934862	Val Acc: 26
Train Epoch: 4 [69120/103818 (67%)]	Train Loss: 2.535573	Val Loss: 2.700596	Val Acc: 29
Train Epoch: 4 [70400/103818 (68%)]	Train Loss: 2.930947	Val Loss: 2.664387	Val Acc: 32
Train Epoch: 4 [71680/103818 (69%)]	Train Loss: 2.762563	Val Loss: 2.616789	Val Acc: 31
Train Epoch: 4 [72960/103818 (70%)]	Train Loss: 2.518970	Val Loss: 2.677198	Val Acc: 31
Train Epoch: 4 [74240/103818 (71%)]	Train Loss: 2.848533	Val Loss: 2.857897	Val Acc: 27
Train Epoch: 4 [75520/103818 (73%)]	Train Loss: 2.614057	Val Loss: 2.795456	Val Acc: 29
Train Epoch: 4 [76800/103818 (74%)]	Train Loss: 2.790948	Val Loss: 2.724801	Val Acc: 32
Train Epoch: 4 [78080/103818 (75%)]	Train Loss: 2.765451	Val Loss: 2.711081	Val Acc: 31
Train Epoch: 4 [79360/103818 (76%)]	Train Loss: 2.670282	Val Loss: 2.622282	Val Acc: 34
Train Epoch: 4 [80640/103818 (78%)]	Train Loss: 2.595920	Val Loss: 2.757251	Val Acc: 30
Train Epoch: 4 [81920/103818 (79%)]	Train Loss: 2.784584	Val Loss: 2.667518	Val Acc: 32
Train Epoch: 4 [83200/103818 (80%)]	Train Loss: 2.541180	Val Loss: 2.617342	Val Acc: 34
Train Epoch: 4 [84480/103818 (81%)]	Train Loss: 2.591676	Val Loss: 2.814830	Val Acc: 29
Train Epoch: 4 [85760/103818 (83%)]	Train Loss: 2.363314	Val Loss: 2.761394	Val Acc: 30
Train Epoch: 4 [87040/103818 (84%)]	Train Loss: 2.915687	Val Loss: 2.687496	Val Acc: 33
Train Epoch: 4 [88320/103818 (85%)]	Train Loss: 2.702300	Val Loss: 2.606494	Val Acc: 35
Train Epoch: 4 [89600/103818 (86%)]	Train Loss: 2.850903	Val Loss: 2.709402	Val Acc: 30
Train Epoch: 4 [90880/103818 (87%)]	Train Loss: 2.494640	Val Loss: 2.768282	Val Acc: 32
Train Epoch: 4 [92160/103818 (89%)]	Train Loss: 2.616463	Val Loss: 2.711506	Val Acc: 29
Train Epoch: 4 [93440/103818 (90%)]	Train Loss: 2.565499	Val Loss: 2.801132	Val Acc: 29
Train Epoch: 4 [94720/103818 (91%)]	Train Loss: 2.440240	Val Loss: 2.745381	Val Acc: 31
Train Epoch: 4 [96000/103818 (92%)]	Train Loss: 2.560060	Val Loss: 2.566882	Val Acc: 36
Train Epoch: 4 [97280/103818 (94%)]	Train Loss: 2.450938	Val Loss: 2.520100	Val Acc: 37
Train Epoch: 4 [98560/103818 (95%)]	Train Loss: 2.822988	Val Loss: 2.632535	Val Acc: 32
Train Epoch: 4 [99840/103818 (96%)]	Train Loss: 2.677476	Val Loss: 2.643384	Val Acc: 32
Train Epoch: 4 [101120/103818 (97%)]	Train Loss: 2.398119	Val Loss: 2.756435	Val Acc: 29
Train Epoch: 4 [102400/103818 (99%)]	Train Loss: 2.585794	Val Loss: 2.795862	Val Acc: 33
Train Epoch: 4 [103680/103818 (100%)]	Train Loss: 2.863779	Val Loss: 2.621941	Val Acc: 33
Saving better model  tensor(33)
Train Epoch: 5 [0/103818 (0%)]	Train Loss: 3.019846	Val Loss: 2.993931	Val Acc: 29
Train Epoch: 5 [1280/103818 (1%)]	Train Loss: 2.835948	Val Loss: 2.728245	Val Acc: 30
Train Epoch: 5 [2560/103818 (2%)]	Train Loss: 2.603288	Val Loss: 2.624464	Val Acc: 31
Train Epoch: 5 [3840/103818 (4%)]	Train Loss: 2.812722	Val Loss: 2.634779	Val Acc: 36
Train Epoch: 5 [5120/103818 (5%)]	Train Loss: 2.588459	Val Loss: 2.581800	Val Acc: 33
Train Epoch: 5 [6400/103818 (6%)]	Train Loss: 2.754575	Val Loss: 2.570451	Val Acc: 33
Train Epoch: 5 [7680/103818 (7%)]	Train Loss: 2.335093	Val Loss: 2.546615	Val Acc: 36
Train Epoch: 5 [8960/103818 (9%)]	Train Loss: 2.463392	Val Loss: 2.580939	Val Acc: 34
Train Epoch: 5 [10240/103818 (10%)]	Train Loss: 2.736559	Val Loss: 2.593030	Val Acc: 34
Train Epoch: 5 [11520/103818 (11%)]	Train Loss: 2.393926	Val Loss: 2.557398	Val Acc: 36
Train Epoch: 5 [12800/103818 (12%)]	Train Loss: 2.198353	Val Loss: 2.556623	Val Acc: 34
Train Epoch: 5 [14080/103818 (14%)]	Train Loss: 2.497442	Val Loss: 2.568937	Val Acc: 33
Train Epoch: 5 [15360/103818 (15%)]	Train Loss: 2.165144	Val Loss: 2.449690	Val Acc: 39
Train Epoch: 5 [16640/103818 (16%)]	Train Loss: 2.143381	Val Loss: 2.528435	Val Acc: 36
Train Epoch: 5 [17920/103818 (17%)]	Train Loss: 2.475045	Val Loss: 2.483110	Val Acc: 36
Train Epoch: 5 [19200/103818 (18%)]	Train Loss: 2.424115	Val Loss: 2.591610	Val Acc: 35
Train Epoch: 5 [20480/103818 (20%)]	Train Loss: 2.471518	Val Loss: 2.498660	Val Acc: 35
Train Epoch: 5 [21760/103818 (21%)]	Train Loss: 2.523511	Val Loss: 2.470358	Val Acc: 37
Train Epoch: 5 [23040/103818 (22%)]	Train Loss: 2.249823	Val Loss: 2.471030	Val Acc: 37
Train Epoch: 5 [24320/103818 (23%)]	Train Loss: 2.609314	Val Loss: 2.574229	Val Acc: 35
Train Epoch: 5 [25600/103818 (25%)]	Train Loss: 2.353942	Val Loss: 2.463606	Val Acc: 36
Train Epoch: 5 [26880/103818 (26%)]	Train Loss: 2.435298	Val Loss: 2.507084	Val Acc: 34
Train Epoch: 5 [28160/103818 (27%)]	Train Loss: 2.519077	Val Loss: 2.448332	Val Acc: 36
Train Epoch: 5 [29440/103818 (28%)]	Train Loss: 2.058361	Val Loss: 2.616349	Val Acc: 34
Train Epoch: 5 [30720/103818 (30%)]	Train Loss: 2.319554	Val Loss: 2.597285	Val Acc: 33
Train Epoch: 5 [32000/103818 (31%)]	Train Loss: 2.488224	Val Loss: 2.523933	Val Acc: 33
Train Epoch: 5 [33280/103818 (32%)]	Train Loss: 2.355610	Val Loss: 2.526386	Val Acc: 32
Train Epoch: 5 [34560/103818 (33%)]	Train Loss: 2.229158	Val Loss: 2.645373	Val Acc: 30
Train Epoch: 5 [35840/103818 (34%)]	Train Loss: 2.532893	Val Loss: 2.559744	Val Acc: 35
Train Epoch: 5 [37120/103818 (36%)]	Train Loss: 2.736763	Val Loss: 2.487752	Val Acc: 35
Train Epoch: 5 [38400/103818 (37%)]	Train Loss: 2.381927	Val Loss: 2.629175	Val Acc: 33
Train Epoch: 5 [39680/103818 (38%)]	Train Loss: 2.418771	Val Loss: 2.571683	Val Acc: 31
Train Epoch: 5 [40960/103818 (39%)]	Train Loss: 2.402689	Val Loss: 2.421864	Val Acc: 37
Train Epoch: 5 [42240/103818 (41%)]	Train Loss: 2.361025	Val Loss: 2.459257	Val Acc: 33
Train Epoch: 5 [43520/103818 (42%)]	Train Loss: 2.458429	Val Loss: 2.518495	Val Acc: 36
Train Epoch: 5 [44800/103818 (43%)]	Train Loss: 2.414790	Val Loss: 2.574706	Val Acc: 35
Train Epoch: 5 [46080/103818 (44%)]	Train Loss: 2.380216	Val Loss: 2.539107	Val Acc: 35
Train Epoch: 5 [47360/103818 (46%)]	Train Loss: 2.453544	Val Loss: 2.526318	Val Acc: 36
Train Epoch: 5 [48640/103818 (47%)]	Train Loss: 2.549288	Val Loss: 2.499489	Val Acc: 36
Train Epoch: 5 [49920/103818 (48%)]	Train Loss: 2.481479	Val Loss: 2.466383	Val Acc: 36
Train Epoch: 5 [51200/103818 (49%)]	Train Loss: 2.370557	Val Loss: 2.470260	Val Acc: 35
Train Epoch: 5 [52480/103818 (50%)]	Train Loss: 2.497668	Val Loss: 2.434088	Val Acc: 36
Train Epoch: 5 [53760/103818 (52%)]	Train Loss: 2.415694	Val Loss: 2.378981	Val Acc: 38
Train Epoch: 5 [55040/103818 (53%)]	Train Loss: 2.547757	Val Loss: 2.454747	Val Acc: 36
Train Epoch: 5 [56320/103818 (54%)]	Train Loss: 2.690481	Val Loss: 2.599498	Val Acc: 34
Train Epoch: 5 [57600/103818 (55%)]	Train Loss: 2.282514	Val Loss: 2.514059	Val Acc: 38
Train Epoch: 5 [58880/103818 (57%)]	Train Loss: 2.454576	Val Loss: 2.442610	Val Acc: 36
Train Epoch: 5 [60160/103818 (58%)]	Train Loss: 2.614186	Val Loss: 2.518196	Val Acc: 32
Train Epoch: 5 [61440/103818 (59%)]	Train Loss: 2.568670	Val Loss: 2.463166	Val Acc: 36
Train Epoch: 5 [62720/103818 (60%)]	Train Loss: 2.501227	Val Loss: 2.479252	Val Acc: 35
Train Epoch: 5 [64000/103818 (62%)]	Train Loss: 2.439619	Val Loss: 2.631903	Val Acc: 32
Train Epoch: 5 [65280/103818 (63%)]	Train Loss: 2.400147	Val Loss: 2.468391	Val Acc: 35
Train Epoch: 5 [66560/103818 (64%)]	Train Loss: 2.628478	Val Loss: 2.525491	Val Acc: 35
Train Epoch: 5 [67840/103818 (65%)]	Train Loss: 2.510365	Val Loss: 2.631182	Val Acc: 32
Train Epoch: 5 [69120/103818 (67%)]	Train Loss: 2.607699	Val Loss: 2.457938	Val Acc: 35
Train Epoch: 5 [70400/103818 (68%)]	Train Loss: 2.440440	Val Loss: 2.539351	Val Acc: 32
Train Epoch: 5 [71680/103818 (69%)]	Train Loss: 2.304888	Val Loss: 2.495451	Val Acc: 36
Train Epoch: 5 [72960/103818 (70%)]	Train Loss: 2.506562	Val Loss: 2.455353	Val Acc: 35
Train Epoch: 5 [74240/103818 (71%)]	Train Loss: 2.169080	Val Loss: 2.503488	Val Acc: 34
Train Epoch: 5 [75520/103818 (73%)]	Train Loss: 2.199998	Val Loss: 2.576564	Val Acc: 31
Train Epoch: 5 [76800/103818 (74%)]	Train Loss: 2.188142	Val Loss: 2.487600	Val Acc: 34
Train Epoch: 5 [78080/103818 (75%)]	Train Loss: 2.350257	Val Loss: 2.434768	Val Acc: 36
Train Epoch: 5 [79360/103818 (76%)]	Train Loss: 2.583743	Val Loss: 2.567870	Val Acc: 35
Train Epoch: 5 [80640/103818 (78%)]	Train Loss: 2.209309	Val Loss: 2.351640	Val Acc: 37
Train Epoch: 5 [81920/103818 (79%)]	Train Loss: 2.468656	Val Loss: 2.437199	Val Acc: 39
Train Epoch: 5 [83200/103818 (80%)]	Train Loss: 2.380318	Val Loss: 2.425168	Val Acc: 38
Train Epoch: 5 [84480/103818 (81%)]	Train Loss: 2.471866	Val Loss: 2.404825	Val Acc: 36
Train Epoch: 5 [85760/103818 (83%)]	Train Loss: 2.469927	Val Loss: 2.564362	Val Acc: 35
Train Epoch: 5 [87040/103818 (84%)]	Train Loss: 2.250336	Val Loss: 2.455126	Val Acc: 35
Train Epoch: 5 [88320/103818 (85%)]	Train Loss: 2.255935	Val Loss: 2.464905	Val Acc: 38
Train Epoch: 5 [89600/103818 (86%)]	Train Loss: 2.311335	Val Loss: 2.558863	Val Acc: 36
Train Epoch: 5 [90880/103818 (87%)]	Train Loss: 2.450842	Val Loss: 2.459491	Val Acc: 37
Train Epoch: 5 [92160/103818 (89%)]	Train Loss: 2.502605	Val Loss: 2.552674	Val Acc: 36
Train Epoch: 5 [93440/103818 (90%)]	Train Loss: 2.289979	Val Loss: 2.417948	Val Acc: 38
Train Epoch: 5 [94720/103818 (91%)]	Train Loss: 2.349086	Val Loss: 2.457927	Val Acc: 37
Train Epoch: 5 [96000/103818 (92%)]	Train Loss: 2.573317	Val Loss: 2.496937	Val Acc: 35
Train Epoch: 5 [97280/103818 (94%)]	Train Loss: 2.273721	Val Loss: 2.407351	Val Acc: 36
Train Epoch: 5 [98560/103818 (95%)]	Train Loss: 2.485811	Val Loss: 2.541405	Val Acc: 38
Train Epoch: 5 [99840/103818 (96%)]	Train Loss: 2.504224	Val Loss: 2.352784	Val Acc: 39
Train Epoch: 5 [101120/103818 (97%)]	Train Loss: 2.454133	Val Loss: 2.388682	Val Acc: 38
Train Epoch: 5 [102400/103818 (99%)]	Train Loss: 2.375858	Val Loss: 2.393270	Val Acc: 37
Train Epoch: 5 [103680/103818 (100%)]	Train Loss: 2.089515	Val Loss: 2.460446	Val Acc: 36
Saving better model  tensor(36)
Train Epoch: 6 [0/103818 (0%)]	Train Loss: 2.367982	Val Loss: 2.484292	Val Acc: 37
Train Epoch: 6 [1280/103818 (1%)]	Train Loss: 2.474897	Val Loss: 2.434832	Val Acc: 35
Train Epoch: 6 [2560/103818 (2%)]	Train Loss: 2.581923	Val Loss: 2.443824	Val Acc: 35
Train Epoch: 6 [3840/103818 (4%)]	Train Loss: 2.410370	Val Loss: 2.431742	Val Acc: 38
Train Epoch: 6 [5120/103818 (5%)]	Train Loss: 2.549481	Val Loss: 2.513836	Val Acc: 37
Train Epoch: 6 [6400/103818 (6%)]	Train Loss: 2.437527	Val Loss: 2.480468	Val Acc: 36
Train Epoch: 6 [7680/103818 (7%)]	Train Loss: 2.181757	Val Loss: 2.490880	Val Acc: 33
Train Epoch: 6 [8960/103818 (9%)]	Train Loss: 2.280543	Val Loss: 2.500525	Val Acc: 35
Train Epoch: 6 [10240/103818 (10%)]	Train Loss: 2.222966	Val Loss: 2.493327	Val Acc: 37
Train Epoch: 6 [11520/103818 (11%)]	Train Loss: 2.139089	Val Loss: 2.561718	Val Acc: 34
Train Epoch: 6 [12800/103818 (12%)]	Train Loss: 1.965699	Val Loss: 2.561149	Val Acc: 34
Train Epoch: 6 [14080/103818 (14%)]	Train Loss: 2.458036	Val Loss: 2.349692	Val Acc: 39
Train Epoch: 6 [15360/103818 (15%)]	Train Loss: 2.262018	Val Loss: 2.524491	Val Acc: 37
Train Epoch: 6 [16640/103818 (16%)]	Train Loss: 2.235834	Val Loss: 2.428923	Val Acc: 37
Train Epoch: 6 [17920/103818 (17%)]	Train Loss: 2.178591	Val Loss: 2.427526	Val Acc: 36
Train Epoch: 6 [19200/103818 (18%)]	Train Loss: 2.384392	Val Loss: 2.487055	Val Acc: 35
Train Epoch: 6 [20480/103818 (20%)]	Train Loss: 2.589429	Val Loss: 2.434837	Val Acc: 35
Train Epoch: 6 [21760/103818 (21%)]	Train Loss: 2.447498	Val Loss: 2.435535	Val Acc: 34
Train Epoch: 6 [23040/103818 (22%)]	Train Loss: 2.236589	Val Loss: 2.482100	Val Acc: 37
Train Epoch: 6 [24320/103818 (23%)]	Train Loss: 2.383879	Val Loss: 2.361949	Val Acc: 36
Train Epoch: 6 [25600/103818 (25%)]	Train Loss: 2.702076	Val Loss: 2.443481	Val Acc: 38
Train Epoch: 6 [26880/103818 (26%)]	Train Loss: 2.282365	Val Loss: 2.455198	Val Acc: 38
Train Epoch: 6 [28160/103818 (27%)]	Train Loss: 2.549575	Val Loss: 2.424616	Val Acc: 37
Train Epoch: 6 [29440/103818 (28%)]	Train Loss: 2.419277	Val Loss: 2.431154	Val Acc: 37
Train Epoch: 6 [30720/103818 (30%)]	Train Loss: 2.462508	Val Loss: 2.380626	Val Acc: 37
Train Epoch: 6 [32000/103818 (31%)]	Train Loss: 2.249675	Val Loss: 2.318622	Val Acc: 38
Train Epoch: 6 [33280/103818 (32%)]	Train Loss: 2.439644	Val Loss: 2.420949	Val Acc: 36
Train Epoch: 6 [34560/103818 (33%)]	Train Loss: 2.399345	Val Loss: 2.482624	Val Acc: 36
Train Epoch: 6 [35840/103818 (34%)]	Train Loss: 2.307923	Val Loss: 2.526031	Val Acc: 32
Train Epoch: 6 [37120/103818 (36%)]	Train Loss: 2.247867	Val Loss: 2.446526	Val Acc: 36
Train Epoch: 6 [38400/103818 (37%)]	Train Loss: 2.087291	Val Loss: 2.429252	Val Acc: 35
Train Epoch: 6 [39680/103818 (38%)]	Train Loss: 2.264770	Val Loss: 2.455673	Val Acc: 35
Train Epoch: 6 [40960/103818 (39%)]	Train Loss: 2.416783	Val Loss: 2.387276	Val Acc: 37
Train Epoch: 6 [42240/103818 (41%)]	Train Loss: 2.401098	Val Loss: 2.457473	Val Acc: 35
Train Epoch: 6 [43520/103818 (42%)]	Train Loss: 2.660280	Val Loss: 2.417034	Val Acc: 37
Train Epoch: 6 [44800/103818 (43%)]	Train Loss: 2.389256	Val Loss: 2.399607	Val Acc: 37
Train Epoch: 6 [46080/103818 (44%)]	Train Loss: 2.237803	Val Loss: 2.492189	Val Acc: 35
Train Epoch: 6 [47360/103818 (46%)]	Train Loss: 2.412400	Val Loss: 2.478190	Val Acc: 37
Train Epoch: 6 [48640/103818 (47%)]	Train Loss: 2.725299	Val Loss: 2.389174	Val Acc: 35
Train Epoch: 6 [49920/103818 (48%)]	Train Loss: 2.506211	Val Loss: 2.503159	Val Acc: 35
Train Epoch: 6 [51200/103818 (49%)]	Train Loss: 2.344002	Val Loss: 2.438036	Val Acc: 38
Train Epoch: 6 [52480/103818 (50%)]	Train Loss: 2.439595	Val Loss: 2.541406	Val Acc: 34
Train Epoch: 6 [53760/103818 (52%)]	Train Loss: 2.253228	Val Loss: 2.487355	Val Acc: 33
Train Epoch: 6 [55040/103818 (53%)]	Train Loss: 2.320061	Val Loss: 2.509310	Val Acc: 36
Train Epoch: 6 [56320/103818 (54%)]	Train Loss: 2.406297	Val Loss: 2.455281	Val Acc: 35
Train Epoch: 6 [57600/103818 (55%)]	Train Loss: 2.258975	Val Loss: 2.589180	Val Acc: 34
Train Epoch: 6 [58880/103818 (57%)]	Train Loss: 2.521765	Val Loss: 2.416204	Val Acc: 39
Train Epoch: 6 [60160/103818 (58%)]	Train Loss: 2.280157	Val Loss: 2.431096	Val Acc: 36
Train Epoch: 6 [61440/103818 (59%)]	Train Loss: 2.505405	Val Loss: 2.573715	Val Acc: 32
Train Epoch: 6 [62720/103818 (60%)]	Train Loss: 2.255052	Val Loss: 2.503309	Val Acc: 37
Train Epoch: 6 [64000/103818 (62%)]	Train Loss: 2.197493	Val Loss: 2.393468	Val Acc: 34
Train Epoch: 6 [65280/103818 (63%)]	Train Loss: 2.328206	Val Loss: 2.408078	Val Acc: 40
Train Epoch: 6 [66560/103818 (64%)]	Train Loss: 2.331828	Val Loss: 2.415896	Val Acc: 35
Train Epoch: 6 [67840/103818 (65%)]	Train Loss: 2.296683	Val Loss: 2.515260	Val Acc: 35
Train Epoch: 6 [69120/103818 (67%)]	Train Loss: 2.418436	Val Loss: 2.454736	Val Acc: 36
Train Epoch: 6 [70400/103818 (68%)]	Train Loss: 2.401327	Val Loss: 2.343207	Val Acc: 36
Train Epoch: 6 [71680/103818 (69%)]	Train Loss: 2.510050	Val Loss: 2.543848	Val Acc: 35
Train Epoch: 6 [72960/103818 (70%)]	Train Loss: 2.126531	Val Loss: 2.479616	Val Acc: 36
Train Epoch: 6 [74240/103818 (71%)]	Train Loss: 2.130091	Val Loss: 2.481125	Val Acc: 35
Train Epoch: 6 [75520/103818 (73%)]	Train Loss: 2.325164	Val Loss: 2.495268	Val Acc: 36
Train Epoch: 6 [76800/103818 (74%)]	Train Loss: 2.369173	Val Loss: 2.451007	Val Acc: 38
Train Epoch: 6 [78080/103818 (75%)]	Train Loss: 2.280513	Val Loss: 2.446070	Val Acc: 36
Train Epoch: 6 [79360/103818 (76%)]	Train Loss: 2.402048	Val Loss: 2.506864	Val Acc: 37
Train Epoch: 6 [80640/103818 (78%)]	Train Loss: 2.373970	Val Loss: 2.381971	Val Acc: 37
Train Epoch: 6 [81920/103818 (79%)]	Train Loss: 2.491970	Val Loss: 2.348965	Val Acc: 37
Train Epoch: 6 [83200/103818 (80%)]	Train Loss: 2.326826	Val Loss: 2.494477	Val Acc: 37
Train Epoch: 6 [84480/103818 (81%)]	Train Loss: 2.505398	Val Loss: 2.354676	Val Acc: 38
Train Epoch: 6 [85760/103818 (83%)]	Train Loss: 2.117355	Val Loss: 2.487237	Val Acc: 36
Train Epoch: 6 [87040/103818 (84%)]	Train Loss: 2.593425	Val Loss: 2.333033	Val Acc: 39
Train Epoch: 6 [88320/103818 (85%)]	Train Loss: 2.300594	Val Loss: 2.428407	Val Acc: 37
Train Epoch: 6 [89600/103818 (86%)]	Train Loss: 2.270167	Val Loss: 2.467283	Val Acc: 35
Train Epoch: 6 [90880/103818 (87%)]	Train Loss: 2.069713	Val Loss: 2.428824	Val Acc: 35
Train Epoch: 6 [92160/103818 (89%)]	Train Loss: 2.274189	Val Loss: 2.460135	Val Acc: 36
Train Epoch: 6 [93440/103818 (90%)]	Train Loss: 2.578876	Val Loss: 2.425038	Val Acc: 35
Train Epoch: 6 [94720/103818 (91%)]	Train Loss: 2.531942	Val Loss: 2.489887	Val Acc: 36
Train Epoch: 6 [96000/103818 (92%)]	Train Loss: 2.545013	Val Loss: 2.527750	Val Acc: 33
Train Epoch: 6 [97280/103818 (94%)]	Train Loss: 2.338230	Val Loss: 2.336288	Val Acc: 40
Train Epoch: 6 [98560/103818 (95%)]	Train Loss: 2.431061	Val Loss: 2.487057	Val Acc: 37
Train Epoch: 6 [99840/103818 (96%)]	Train Loss: 2.616015	Val Loss: 2.455262	Val Acc: 37
Train Epoch: 6 [101120/103818 (97%)]	Train Loss: 2.517342	Val Loss: 2.498671	Val Acc: 37
Train Epoch: 6 [102400/103818 (99%)]	Train Loss: 2.232103	Val Loss: 2.563855	Val Acc: 34
Train Epoch: 6 [103680/103818 (100%)]	Train Loss: 2.662043	Val Loss: 2.353414	Val Acc: 36
Train Epoch: 7 [0/103818 (0%)]	Train Loss: 2.329044	Val Loss: 2.519275	Val Acc: 35
Train Epoch: 7 [1280/103818 (1%)]	Train Loss: 2.244736	Val Loss: 2.452544	Val Acc: 36
Train Epoch: 7 [2560/103818 (2%)]	Train Loss: 2.349527	Val Loss: 2.515744	Val Acc: 34
Train Epoch: 7 [3840/103818 (4%)]	Train Loss: 2.292327	Val Loss: 2.568385	Val Acc: 34
Train Epoch: 7 [5120/103818 (5%)]	Train Loss: 2.175589	Val Loss: 2.473795	Val Acc: 37
Train Epoch: 7 [6400/103818 (6%)]	Train Loss: 2.464313	Val Loss: 2.427371	Val Acc: 38
Train Epoch: 7 [7680/103818 (7%)]	Train Loss: 2.365482	Val Loss: 2.399996	Val Acc: 37
Train Epoch: 7 [8960/103818 (9%)]	Train Loss: 2.276311	Val Loss: 2.554310	Val Acc: 36
Train Epoch: 7 [10240/103818 (10%)]	Train Loss: 2.269981	Val Loss: 2.433592	Val Acc: 37
Train Epoch: 7 [11520/103818 (11%)]	Train Loss: 2.167905	Val Loss: 2.400752	Val Acc: 36
Train Epoch: 7 [12800/103818 (12%)]	Train Loss: 2.401149	Val Loss: 2.384928	Val Acc: 35
Train Epoch: 7 [14080/103818 (14%)]	Train Loss: 2.218242	Val Loss: 2.519951	Val Acc: 35
Train Epoch: 7 [15360/103818 (15%)]	Train Loss: 2.398435	Val Loss: 2.267859	Val Acc: 40
Train Epoch: 7 [16640/103818 (16%)]	Train Loss: 2.072929	Val Loss: 2.447358	Val Acc: 37
Train Epoch: 7 [17920/103818 (17%)]	Train Loss: 2.276265	Val Loss: 2.370592	Val Acc: 40
Train Epoch: 7 [19200/103818 (18%)]	Train Loss: 2.438850	Val Loss: 2.406715	Val Acc: 37
Train Epoch: 7 [20480/103818 (20%)]	Train Loss: 2.368515	Val Loss: 2.480870	Val Acc: 35
Train Epoch: 7 [21760/103818 (21%)]	Train Loss: 2.254844	Val Loss: 2.516716	Val Acc: 34
Train Epoch: 7 [23040/103818 (22%)]	Train Loss: 2.232623	Val Loss: 2.378325	Val Acc: 38
Train Epoch: 7 [24320/103818 (23%)]	Train Loss: 2.308615	Val Loss: 2.381932	Val Acc: 37
Train Epoch: 7 [25600/103818 (25%)]	Train Loss: 2.341096	Val Loss: 2.482185	Val Acc: 34
Train Epoch: 7 [26880/103818 (26%)]	Train Loss: 2.382751	Val Loss: 2.509489	Val Acc: 36
Train Epoch: 7 [28160/103818 (27%)]	Train Loss: 2.499226	Val Loss: 2.328482	Val Acc: 38
Train Epoch: 7 [29440/103818 (28%)]	Train Loss: 2.392816	Val Loss: 2.339698	Val Acc: 38
Train Epoch: 7 [30720/103818 (30%)]	Train Loss: 2.537560	Val Loss: 2.430145	Val Acc: 36
Train Epoch: 7 [32000/103818 (31%)]	Train Loss: 2.194540	Val Loss: 2.417681	Val Acc: 36
Train Epoch: 7 [33280/103818 (32%)]	Train Loss: 2.607044	Val Loss: 2.487970	Val Acc: 37
Train Epoch: 7 [34560/103818 (33%)]	Train Loss: 2.532317	Val Loss: 2.432849	Val Acc: 35
Train Epoch: 7 [35840/103818 (34%)]	Train Loss: 2.351270	Val Loss: 2.428770	Val Acc: 37
Train Epoch: 7 [37120/103818 (36%)]	Train Loss: 2.195459	Val Loss: 2.499809	Val Acc: 37
Train Epoch: 7 [38400/103818 (37%)]	Train Loss: 2.213346	Val Loss: 2.478761	Val Acc: 36
Train Epoch: 7 [39680/103818 (38%)]	Train Loss: 2.476719	Val Loss: 2.550981	Val Acc: 33
Train Epoch: 7 [40960/103818 (39%)]	Train Loss: 2.285774	Val Loss: 2.353250	Val Acc: 38
Train Epoch: 7 [42240/103818 (41%)]	Train Loss: 2.584059	Val Loss: 2.500429	Val Acc: 36
Train Epoch: 7 [43520/103818 (42%)]	Train Loss: 2.386069	Val Loss: 2.442533	Val Acc: 38
Train Epoch: 7 [44800/103818 (43%)]	Train Loss: 2.226326	Val Loss: 2.505554	Val Acc: 36
Train Epoch: 7 [46080/103818 (44%)]	Train Loss: 2.288632	Val Loss: 2.449403	Val Acc: 36
Train Epoch: 7 [47360/103818 (46%)]	Train Loss: 2.395140	Val Loss: 2.310735	Val Acc: 39
Train Epoch: 7 [48640/103818 (47%)]	Train Loss: 2.553210	Val Loss: 2.513988	Val Acc: 36
Train Epoch: 7 [49920/103818 (48%)]	Train Loss: 2.481228	Val Loss: 2.325645	Val Acc: 38
Train Epoch: 7 [51200/103818 (49%)]	Train Loss: 2.444555	Val Loss: 2.378911	Val Acc: 38
Train Epoch: 7 [52480/103818 (50%)]	Train Loss: 2.332762	Val Loss: 2.420234	Val Acc: 37
Train Epoch: 7 [53760/103818 (52%)]	Train Loss: 2.585557	Val Loss: 2.408737	Val Acc: 38
Train Epoch: 7 [55040/103818 (53%)]	Train Loss: 2.102339	Val Loss: 2.426380	Val Acc: 36
Train Epoch: 7 [56320/103818 (54%)]	Train Loss: 2.385563	Val Loss: 2.461950	Val Acc: 37
Train Epoch: 7 [57600/103818 (55%)]	Train Loss: 2.257927	Val Loss: 2.347294	Val Acc: 38
Train Epoch: 7 [58880/103818 (57%)]	Train Loss: 2.262219	Val Loss: 2.416866	Val Acc: 38
Train Epoch: 7 [60160/103818 (58%)]	Train Loss: 2.213861	Val Loss: 2.444464	Val Acc: 36
Train Epoch: 7 [61440/103818 (59%)]	Train Loss: 2.678409	Val Loss: 2.487301	Val Acc: 35
Train Epoch: 7 [62720/103818 (60%)]	Train Loss: 2.222589	Val Loss: 2.433395	Val Acc: 36
Train Epoch: 7 [64000/103818 (62%)]	Train Loss: 2.427292	Val Loss: 2.440484	Val Acc: 35
Train Epoch: 7 [65280/103818 (63%)]	Train Loss: 2.480253	Val Loss: 2.333929	Val Acc: 40
Train Epoch: 7 [66560/103818 (64%)]	Train Loss: 2.175549	Val Loss: 2.355564	Val Acc: 38
Train Epoch: 7 [67840/103818 (65%)]	Train Loss: 2.127532	Val Loss: 2.372369	Val Acc: 36
Train Epoch: 7 [69120/103818 (67%)]	Train Loss: 2.543125	Val Loss: 2.306115	Val Acc: 38
Train Epoch: 7 [70400/103818 (68%)]	Train Loss: 2.152781	Val Loss: 2.516745	Val Acc: 35
Train Epoch: 7 [71680/103818 (69%)]	Train Loss: 2.338834	Val Loss: 2.433867	Val Acc: 34
Train Epoch: 7 [72960/103818 (70%)]	Train Loss: 2.316170	Val Loss: 2.457325	Val Acc: 34
Train Epoch: 7 [74240/103818 (71%)]	Train Loss: 2.312006	Val Loss: 2.285701	Val Acc: 38
Train Epoch: 7 [75520/103818 (73%)]	Train Loss: 2.446627	Val Loss: 2.454347	Val Acc: 34
Train Epoch: 7 [76800/103818 (74%)]	Train Loss: 2.396106	Val Loss: 2.475079	Val Acc: 34
Train Epoch: 7 [78080/103818 (75%)]	Train Loss: 2.475228	Val Loss: 2.445289	Val Acc: 35
Train Epoch: 7 [79360/103818 (76%)]	Train Loss: 2.116944	Val Loss: 2.321413	Val Acc: 39
Train Epoch: 7 [80640/103818 (78%)]	Train Loss: 2.452228	Val Loss: 2.395091	Val Acc: 36
Train Epoch: 7 [81920/103818 (79%)]	Train Loss: 2.342076	Val Loss: 2.340560	Val Acc: 37
Train Epoch: 7 [83200/103818 (80%)]	Train Loss: 2.477625	Val Loss: 2.483505	Val Acc: 36
Train Epoch: 7 [84480/103818 (81%)]	Train Loss: 2.179770	Val Loss: 2.342958	Val Acc: 35
Train Epoch: 7 [85760/103818 (83%)]	Train Loss: 2.297793	Val Loss: 2.429169	Val Acc: 37
Train Epoch: 7 [87040/103818 (84%)]	Train Loss: 2.258291	Val Loss: 2.477741	Val Acc: 35
Train Epoch: 7 [88320/103818 (85%)]	Train Loss: 2.626259	Val Loss: 2.445722	Val Acc: 36
Train Epoch: 7 [89600/103818 (86%)]	Train Loss: 2.370950	Val Loss: 2.328358	Val Acc: 37
Train Epoch: 7 [90880/103818 (87%)]	Train Loss: 2.309751	Val Loss: 2.525581	Val Acc: 36
Train Epoch: 7 [92160/103818 (89%)]	Train Loss: 2.299352	Val Loss: 2.446502	Val Acc: 35
Train Epoch: 7 [93440/103818 (90%)]	Train Loss: 2.589839	Val Loss: 2.490466	Val Acc: 35
Train Epoch: 7 [94720/103818 (91%)]	Train Loss: 2.341320	Val Loss: 2.409797	Val Acc: 38
Train Epoch: 7 [96000/103818 (92%)]	Train Loss: 2.283822	Val Loss: 2.359505	Val Acc: 40
Train Epoch: 7 [97280/103818 (94%)]	Train Loss: 2.250860	Val Loss: 2.506267	Val Acc: 35
Train Epoch: 7 [98560/103818 (95%)]	Train Loss: 2.269025	Val Loss: 2.442355	Val Acc: 37
Train Epoch: 7 [99840/103818 (96%)]	Train Loss: 2.180414	Val Loss: 2.392073	Val Acc: 34
Train Epoch: 7 [101120/103818 (97%)]	Train Loss: 2.363903	Val Loss: 2.412971	Val Acc: 36
Train Epoch: 7 [102400/103818 (99%)]	Train Loss: 2.406114	Val Loss: 2.322846	Val Acc: 39
Train Epoch: 7 [103680/103818 (100%)]	Train Loss: 2.170478	Val Loss: 2.569254	Val Acc: 34
Train Epoch: 8 [0/103818 (0%)]	Train Loss: 2.252814	Val Loss: 2.421633	Val Acc: 35
Train Epoch: 8 [1280/103818 (1%)]	Train Loss: 2.445873	Val Loss: 2.346306	Val Acc: 40
Train Epoch: 8 [2560/103818 (2%)]	Train Loss: 2.147974	Val Loss: 2.463372	Val Acc: 36
Train Epoch: 8 [3840/103818 (4%)]	Train Loss: 2.235039	Val Loss: 2.455320	Val Acc: 38
Train Epoch: 8 [5120/103818 (5%)]	Train Loss: 2.226598	Val Loss: 2.425996	Val Acc: 36
Train Epoch: 8 [6400/103818 (6%)]	Train Loss: 2.304810	Val Loss: 2.359768	Val Acc: 39
Train Epoch: 8 [7680/103818 (7%)]	Train Loss: 2.238123	Val Loss: 2.390685	Val Acc: 36
Train Epoch: 8 [8960/103818 (9%)]	Train Loss: 2.348799	Val Loss: 2.346762	Val Acc: 39
Train Epoch: 8 [10240/103818 (10%)]	Train Loss: 2.441006	Val Loss: 2.322094	Val Acc: 40
Train Epoch: 8 [11520/103818 (11%)]	Train Loss: 2.214415	Val Loss: 2.390526	Val Acc: 36
Train Epoch: 8 [12800/103818 (12%)]	Train Loss: 2.445804	Val Loss: 2.458395	Val Acc: 34
Train Epoch: 8 [14080/103818 (14%)]	Train Loss: 2.209655	Val Loss: 2.401552	Val Acc: 37
Train Epoch: 8 [15360/103818 (15%)]	Train Loss: 2.522990	Val Loss: 2.305243	Val Acc: 37
Train Epoch: 8 [16640/103818 (16%)]	Train Loss: 2.393057	Val Loss: 2.397743	Val Acc: 38
Train Epoch: 8 [17920/103818 (17%)]	Train Loss: 2.419663	Val Loss: 2.472711	Val Acc: 37
Train Epoch: 8 [19200/103818 (18%)]	Train Loss: 2.385122	Val Loss: 2.359702	Val Acc: 40
Train Epoch: 8 [20480/103818 (20%)]	Train Loss: 2.184075	Val Loss: 2.250115	Val Acc: 39
Train Epoch: 8 [21760/103818 (21%)]	Train Loss: 2.410734	Val Loss: 2.339991	Val Acc: 37
Train Epoch: 8 [23040/103818 (22%)]	Train Loss: 2.049016	Val Loss: 2.370944	Val Acc: 36
Train Epoch: 8 [24320/103818 (23%)]	Train Loss: 2.573084	Val Loss: 2.441569	Val Acc: 38
Train Epoch: 8 [25600/103818 (25%)]	Train Loss: 2.604533	Val Loss: 2.495341	Val Acc: 34
Train Epoch: 8 [26880/103818 (26%)]	Train Loss: 2.295040	Val Loss: 2.397618	Val Acc: 35
Train Epoch: 8 [28160/103818 (27%)]	Train Loss: 2.073949	Val Loss: 2.427866	Val Acc: 34
Train Epoch: 8 [29440/103818 (28%)]	Train Loss: 2.363313	Val Loss: 2.398289	Val Acc: 35
Train Epoch: 8 [30720/103818 (30%)]	Train Loss: 2.121739	Val Loss: 2.350807	Val Acc: 40
Train Epoch: 8 [32000/103818 (31%)]	Train Loss: 2.399068	Val Loss: 2.370844	Val Acc: 39
Train Epoch: 8 [33280/103818 (32%)]	Train Loss: 2.281642	Val Loss: 2.430497	Val Acc: 38
Train Epoch: 8 [34560/103818 (33%)]	Train Loss: 2.384602	Val Loss: 2.434908	Val Acc: 35
Train Epoch: 8 [35840/103818 (34%)]	Train Loss: 2.404461	Val Loss: 2.466755	Val Acc: 37
Train Epoch: 8 [37120/103818 (36%)]	Train Loss: 2.336088	Val Loss: 2.328331	Val Acc: 37
Train Epoch: 8 [38400/103818 (37%)]	Train Loss: 2.145333	Val Loss: 2.311940	Val Acc: 39
Train Epoch: 8 [39680/103818 (38%)]	Train Loss: 2.076216	Val Loss: 2.361040	Val Acc: 40
Train Epoch: 8 [40960/103818 (39%)]	Train Loss: 2.271069	Val Loss: 2.354042	Val Acc: 38
Train Epoch: 8 [42240/103818 (41%)]	Train Loss: 2.484653	Val Loss: 2.291449	Val Acc: 39
Train Epoch: 8 [43520/103818 (42%)]	Train Loss: 2.327718	Val Loss: 2.280253	Val Acc: 39
Train Epoch: 8 [44800/103818 (43%)]	Train Loss: 2.393808	Val Loss: 2.392705	Val Acc: 39
Train Epoch: 8 [46080/103818 (44%)]	Train Loss: 2.216074	Val Loss: 2.476761	Val Acc: 35
Train Epoch: 8 [47360/103818 (46%)]	Train Loss: 2.411243	Val Loss: 2.375422	Val Acc: 38
Train Epoch: 8 [48640/103818 (47%)]	Train Loss: 2.213226	Val Loss: 2.241172	Val Acc: 39
Train Epoch: 8 [49920/103818 (48%)]	Train Loss: 2.237264	Val Loss: 2.415858	Val Acc: 37
Train Epoch: 8 [51200/103818 (49%)]	Train Loss: 2.333766	Val Loss: 2.396359	Val Acc: 39
Train Epoch: 8 [52480/103818 (50%)]	Train Loss: 2.358062	Val Loss: 2.456493	Val Acc: 37
Train Epoch: 8 [53760/103818 (52%)]	Train Loss: 2.353971	Val Loss: 2.426615	Val Acc: 38
Train Epoch: 8 [55040/103818 (53%)]	Train Loss: 2.310023	Val Loss: 2.504627	Val Acc: 37
Train Epoch: 8 [56320/103818 (54%)]	Train Loss: 2.279830	Val Loss: 2.370060	Val Acc: 37
Train Epoch: 8 [57600/103818 (55%)]	Train Loss: 2.466718	Val Loss: 2.428941	Val Acc: 37
Train Epoch: 8 [58880/103818 (57%)]	Train Loss: 2.270378	Val Loss: 2.327210	Val Acc: 36
Train Epoch: 8 [60160/103818 (58%)]	Train Loss: 2.123382	Val Loss: 2.325037	Val Acc: 39
Train Epoch: 8 [61440/103818 (59%)]	Train Loss: 2.390783	Val Loss: 2.343108	Val Acc: 38
Train Epoch: 8 [62720/103818 (60%)]	Train Loss: 2.047496	Val Loss: 2.418645	Val Acc: 38
Train Epoch: 8 [64000/103818 (62%)]	Train Loss: 2.261451	Val Loss: 2.315027	Val Acc: 36
Train Epoch: 8 [65280/103818 (63%)]	Train Loss: 2.538782	Val Loss: 2.464279	Val Acc: 37
Train Epoch: 8 [66560/103818 (64%)]	Train Loss: 2.350213	Val Loss: 2.404987	Val Acc: 36
Train Epoch: 8 [67840/103818 (65%)]	Train Loss: 2.098542	Val Loss: 2.348344	Val Acc: 37
Train Epoch: 8 [69120/103818 (67%)]	Train Loss: 2.475957	Val Loss: 2.336525	Val Acc: 39
Train Epoch: 8 [70400/103818 (68%)]	Train Loss: 2.172005	Val Loss: 2.490766	Val Acc: 36
Train Epoch: 8 [71680/103818 (69%)]	Train Loss: 2.091624	Val Loss: 2.303586	Val Acc: 40
Train Epoch: 8 [72960/103818 (70%)]	Train Loss: 2.239756	Val Loss: 2.319560	Val Acc: 41
Train Epoch: 8 [74240/103818 (71%)]	Train Loss: 2.238449	Val Loss: 2.413393	Val Acc: 37
Train Epoch: 8 [75520/103818 (73%)]	Train Loss: 2.463975	Val Loss: 2.414937	Val Acc: 36
Train Epoch: 8 [76800/103818 (74%)]	Train Loss: 2.621459	Val Loss: 2.305762	Val Acc: 37
Train Epoch: 8 [78080/103818 (75%)]	Train Loss: 2.442178	Val Loss: 2.371305	Val Acc: 39
Train Epoch: 8 [79360/103818 (76%)]	Train Loss: 2.433034	Val Loss: 2.473481	Val Acc: 34
Train Epoch: 8 [80640/103818 (78%)]	Train Loss: 2.160771	Val Loss: 2.365665	Val Acc: 37
Train Epoch: 8 [81920/103818 (79%)]	Train Loss: 2.298913	Val Loss: 2.405052	Val Acc: 36
Train Epoch: 8 [83200/103818 (80%)]	Train Loss: 2.206580	Val Loss: 2.445076	Val Acc: 37
Train Epoch: 8 [84480/103818 (81%)]	Train Loss: 2.040207	Val Loss: 2.497468	Val Acc: 34
Train Epoch: 8 [85760/103818 (83%)]	Train Loss: 2.388011	Val Loss: 2.425951	Val Acc: 37
Train Epoch: 8 [87040/103818 (84%)]	Train Loss: 2.208396	Val Loss: 2.452498	Val Acc: 35
Train Epoch: 8 [88320/103818 (85%)]	Train Loss: 2.392549	Val Loss: 2.409197	Val Acc: 37
Train Epoch: 8 [89600/103818 (86%)]	Train Loss: 2.180443	Val Loss: 2.280874	Val Acc: 37
Train Epoch: 8 [90880/103818 (87%)]	Train Loss: 2.256168	Val Loss: 2.361958	Val Acc: 38
Train Epoch: 8 [92160/103818 (89%)]	Train Loss: 2.344889	Val Loss: 2.502249	Val Acc: 36
Train Epoch: 8 [93440/103818 (90%)]	Train Loss: 2.313161	Val Loss: 2.442802	Val Acc: 35
Train Epoch: 8 [94720/103818 (91%)]	Train Loss: 2.290385	Val Loss: 2.404251	Val Acc: 37
Train Epoch: 8 [96000/103818 (92%)]	Train Loss: 2.477227	Val Loss: 2.434741	Val Acc: 37
Train Epoch: 8 [97280/103818 (94%)]	Train Loss: 2.528895	Val Loss: 2.351544	Val Acc: 35
Train Epoch: 8 [98560/103818 (95%)]	Train Loss: 2.323442	Val Loss: 2.334241	Val Acc: 38
Train Epoch: 8 [99840/103818 (96%)]	Train Loss: 2.102325	Val Loss: 2.430273	Val Acc: 35
Train Epoch: 8 [101120/103818 (97%)]	Train Loss: 2.205246	Val Loss: 2.428882	Val Acc: 36
Train Epoch: 8 [102400/103818 (99%)]	Train Loss: 2.375639	Val Loss: 2.511723	Val Acc: 35
Train Epoch: 8 [103680/103818 (100%)]	Train Loss: 2.261027	Val Loss: 2.434061	Val Acc: 37
Saving better model  tensor(37)
Train Epoch: 9 [0/103818 (0%)]	Train Loss: 2.257079	Val Loss: 2.372420	Val Acc: 37
Train Epoch: 9 [1280/103818 (1%)]	Train Loss: 2.275741	Val Loss: 2.457476	Val Acc: 35
Train Epoch: 9 [2560/103818 (2%)]	Train Loss: 2.361908	Val Loss: 2.429174	Val Acc: 35
Train Epoch: 9 [3840/103818 (4%)]	Train Loss: 2.133179	Val Loss: 2.349638	Val Acc: 38
Train Epoch: 9 [5120/103818 (5%)]	Train Loss: 2.233379	Val Loss: 2.245916	Val Acc: 40
Train Epoch: 9 [6400/103818 (6%)]	Train Loss: 2.342906	Val Loss: 2.476369	Val Acc: 37
Train Epoch: 9 [7680/103818 (7%)]	Train Loss: 1.968835	Val Loss: 2.458177	Val Acc: 34
Train Epoch: 9 [8960/103818 (9%)]	Train Loss: 2.229516	Val Loss: 2.393194	Val Acc: 35
Train Epoch: 9 [10240/103818 (10%)]	Train Loss: 2.408819	Val Loss: 2.432004	Val Acc: 39
Train Epoch: 9 [11520/103818 (11%)]	Train Loss: 2.197642	Val Loss: 2.324289	Val Acc: 38
Train Epoch: 9 [12800/103818 (12%)]	Train Loss: 2.384370	Val Loss: 2.309265	Val Acc: 39
Train Epoch: 9 [14080/103818 (14%)]	Train Loss: 2.129923	Val Loss: 2.356516	Val Acc: 38
Train Epoch: 9 [15360/103818 (15%)]	Train Loss: 2.337644	Val Loss: 2.301700	Val Acc: 38
Train Epoch: 9 [16640/103818 (16%)]	Train Loss: 2.285048	Val Loss: 2.416743	Val Acc: 36
Train Epoch: 9 [17920/103818 (17%)]	Train Loss: 2.095402	Val Loss: 2.495142	Val Acc: 37
Train Epoch: 9 [19200/103818 (18%)]	Train Loss: 2.543351	Val Loss: 2.369925	Val Acc: 38
Train Epoch: 9 [20480/103818 (20%)]	Train Loss: 2.341763	Val Loss: 2.416550	Val Acc: 37
Train Epoch: 9 [21760/103818 (21%)]	Train Loss: 2.164319	Val Loss: 2.359635	Val Acc: 36
Train Epoch: 9 [23040/103818 (22%)]	Train Loss: 2.085072	Val Loss: 2.340615	Val Acc: 37
Train Epoch: 9 [24320/103818 (23%)]	Train Loss: 2.094759	Val Loss: 2.394801	Val Acc: 36
Train Epoch: 9 [25600/103818 (25%)]	Train Loss: 2.215528	Val Loss: 2.432336	Val Acc: 37
Train Epoch: 9 [26880/103818 (26%)]	Train Loss: 2.306246	Val Loss: 2.478939	Val Acc: 33
Train Epoch: 9 [28160/103818 (27%)]	Train Loss: 2.179734	Val Loss: 2.355989	Val Acc: 38
Train Epoch: 9 [29440/103818 (28%)]	Train Loss: 2.067958	Val Loss: 2.505377	Val Acc: 36
Train Epoch: 9 [30720/103818 (30%)]	Train Loss: 2.306818	Val Loss: 2.401286	Val Acc: 38
Train Epoch: 9 [32000/103818 (31%)]	Train Loss: 2.449837	Val Loss: 2.404305	Val Acc: 35
Train Epoch: 9 [33280/103818 (32%)]	Train Loss: 2.107566	Val Loss: 2.411922	Val Acc: 38
Train Epoch: 9 [34560/103818 (33%)]	Train Loss: 2.231860	Val Loss: 2.413708	Val Acc: 36
Train Epoch: 9 [35840/103818 (34%)]	Train Loss: 2.299273	Val Loss: 2.307920	Val Acc: 39
Train Epoch: 9 [37120/103818 (36%)]	Train Loss: 2.161848	Val Loss: 2.436933	Val Acc: 36
Train Epoch: 9 [38400/103818 (37%)]	Train Loss: 2.310898	Val Loss: 2.353112	Val Acc: 40
Train Epoch: 9 [39680/103818 (38%)]	Train Loss: 2.374593	Val Loss: 2.406605	Val Acc: 35
Train Epoch: 9 [40960/103818 (39%)]	Train Loss: 2.356190	Val Loss: 2.488475	Val Acc: 37
Train Epoch: 9 [42240/103818 (41%)]	Train Loss: 2.076955	Val Loss: 2.415654	Val Acc: 35
Train Epoch: 9 [43520/103818 (42%)]	Train Loss: 2.528903	Val Loss: 2.368464	Val Acc: 36
Train Epoch: 9 [44800/103818 (43%)]	Train Loss: 2.382375	Val Loss: 2.287391	Val Acc: 41
Train Epoch: 9 [46080/103818 (44%)]	Train Loss: 2.249876	Val Loss: 2.350685	Val Acc: 39
Train Epoch: 9 [47360/103818 (46%)]	Train Loss: 2.348762	Val Loss: 2.409963	Val Acc: 38
Train Epoch: 9 [48640/103818 (47%)]	Train Loss: 2.347349	Val Loss: 2.469368	Val Acc: 35
Train Epoch: 9 [49920/103818 (48%)]	Train Loss: 2.426068	Val Loss: 2.410421	Val Acc: 38
Train Epoch: 9 [51200/103818 (49%)]	Train Loss: 2.561995	Val Loss: 2.348539	Val Acc: 38
Train Epoch: 9 [52480/103818 (50%)]	Train Loss: 2.187630	Val Loss: 2.291574	Val Acc: 38
Train Epoch: 9 [53760/103818 (52%)]	Train Loss: 2.314337	Val Loss: 2.450218	Val Acc: 37
Train Epoch: 9 [55040/103818 (53%)]	Train Loss: 2.044731	Val Loss: 2.430144	Val Acc: 36
Train Epoch: 9 [56320/103818 (54%)]	Train Loss: 2.136438	Val Loss: 2.353654	Val Acc: 41
Train Epoch: 9 [57600/103818 (55%)]	Train Loss: 2.479848	Val Loss: 2.432934	Val Acc: 36
Train Epoch: 9 [58880/103818 (57%)]	Train Loss: 2.345124	Val Loss: 2.426658	Val Acc: 34
Train Epoch: 9 [60160/103818 (58%)]	Train Loss: 2.015083	Val Loss: 2.329993	Val Acc: 38
Train Epoch: 9 [61440/103818 (59%)]	Train Loss: 2.285424	Val Loss: 2.373654	Val Acc: 39
Train Epoch: 9 [62720/103818 (60%)]	Train Loss: 2.467510	Val Loss: 2.464272	Val Acc: 35
Train Epoch: 9 [64000/103818 (62%)]	Train Loss: 2.395662	Val Loss: 2.365056	Val Acc: 38
Train Epoch: 9 [65280/103818 (63%)]	Train Loss: 2.063782	Val Loss: 2.284919	Val Acc: 41
Train Epoch: 9 [66560/103818 (64%)]	Train Loss: 2.051106	Val Loss: 2.368924	Val Acc: 36
Train Epoch: 9 [67840/103818 (65%)]	Train Loss: 2.222479	Val Loss: 2.328393	Val Acc: 37
Train Epoch: 9 [69120/103818 (67%)]	Train Loss: 2.152639	Val Loss: 2.271134	Val Acc: 40
Train Epoch: 9 [70400/103818 (68%)]	Train Loss: 2.297767	Val Loss: 2.336881	Val Acc: 40
Train Epoch: 9 [71680/103818 (69%)]	Train Loss: 2.136597	Val Loss: 2.381081	Val Acc: 39
Train Epoch: 9 [72960/103818 (70%)]	Train Loss: 2.404535	Val Loss: 2.395143	Val Acc: 36
Train Epoch: 9 [74240/103818 (71%)]	Train Loss: 2.305442	Val Loss: 2.404638	Val Acc: 37
Train Epoch: 9 [75520/103818 (73%)]	Train Loss: 2.410049	Val Loss: 2.333930	Val Acc: 43
Train Epoch: 9 [76800/103818 (74%)]	Train Loss: 2.257741	Val Loss: 2.368295	Val Acc: 40
Train Epoch: 9 [78080/103818 (75%)]	Train Loss: 2.154465	Val Loss: 2.418073	Val Acc: 37
Train Epoch: 9 [79360/103818 (76%)]	Train Loss: 2.383824	Val Loss: 2.388424	Val Acc: 39
Train Epoch: 9 [80640/103818 (78%)]	Train Loss: 2.316148	Val Loss: 2.313048	Val Acc: 41
Train Epoch: 9 [81920/103818 (79%)]	Train Loss: 2.219071	Val Loss: 2.301138	Val Acc: 42
Train Epoch: 9 [83200/103818 (80%)]	Train Loss: 2.271164	Val Loss: 2.377350	Val Acc: 38
Train Epoch: 9 [84480/103818 (81%)]	Train Loss: 2.437953	Val Loss: 2.284479	Val Acc: 41
Train Epoch: 9 [85760/103818 (83%)]	Train Loss: 2.368637	Val Loss: 2.369712	Val Acc: 38
Train Epoch: 9 [87040/103818 (84%)]	Train Loss: 2.205276	Val Loss: 2.265749	Val Acc: 41
Train Epoch: 9 [88320/103818 (85%)]	Train Loss: 2.221192	Val Loss: 2.411296	Val Acc: 36
Train Epoch: 9 [89600/103818 (86%)]	Train Loss: 2.111033	Val Loss: 2.430799	Val Acc: 36
Train Epoch: 9 [90880/103818 (87%)]	Train Loss: 2.289133	Val Loss: 2.319211	Val Acc: 37
Train Epoch: 9 [92160/103818 (89%)]	Train Loss: 2.341791	Val Loss: 2.356359	Val Acc: 39
Train Epoch: 9 [93440/103818 (90%)]	Train Loss: 2.383976	Val Loss: 2.417736	Val Acc: 40
Train Epoch: 9 [94720/103818 (91%)]	Train Loss: 2.173018	Val Loss: 2.358091	Val Acc: 40
Train Epoch: 9 [96000/103818 (92%)]	Train Loss: 2.016713	Val Loss: 2.313729	Val Acc: 40
Train Epoch: 9 [97280/103818 (94%)]	Train Loss: 2.126198	Val Loss: 2.500543	Val Acc: 36
Train Epoch: 9 [98560/103818 (95%)]	Train Loss: 2.433887	Val Loss: 2.457032	Val Acc: 35
Train Epoch: 9 [99840/103818 (96%)]	Train Loss: 2.224353	Val Loss: 2.401230	Val Acc: 37
Train Epoch: 9 [101120/103818 (97%)]	Train Loss: 2.319329	Val Loss: 2.453039	Val Acc: 37
Train Epoch: 9 [102400/103818 (99%)]	Train Loss: 2.416558	Val Loss: 2.372621	Val Acc: 37
Train Epoch: 9 [103680/103818 (100%)]	Train Loss: 2.074058	Val Loss: 2.280228	Val Acc: 40
Saving better model  tensor(40)
Train Epoch: 10 [0/103818 (0%)]	Train Loss: 1.996737	Val Loss: 2.303944	Val Acc: 40
Train Epoch: 10 [1280/103818 (1%)]	Train Loss: 2.221839	Val Loss: 2.363499	Val Acc: 39
Train Epoch: 10 [2560/103818 (2%)]	Train Loss: 2.432061	Val Loss: 2.494053	Val Acc: 35
Train Epoch: 10 [3840/103818 (4%)]	Train Loss: 1.907622	Val Loss: 2.326938	Val Acc: 40
Train Epoch: 10 [5120/103818 (5%)]	Train Loss: 2.241353	Val Loss: 2.383230	Val Acc: 38
Train Epoch: 10 [6400/103818 (6%)]	Train Loss: 2.336975	Val Loss: 2.488763	Val Acc: 33
Train Epoch: 10 [7680/103818 (7%)]	Train Loss: 2.224870	Val Loss: 2.355383	Val Acc: 38
Train Epoch: 10 [8960/103818 (9%)]	Train Loss: 2.207977	Val Loss: 2.414304	Val Acc: 37
Train Epoch: 10 [10240/103818 (10%)]	Train Loss: 2.403959	Val Loss: 2.435592	Val Acc: 37
Train Epoch: 10 [11520/103818 (11%)]	Train Loss: 2.569224	Val Loss: 2.419218	Val Acc: 36
Train Epoch: 10 [12800/103818 (12%)]	Train Loss: 2.338561	Val Loss: 2.297713	Val Acc: 40
Train Epoch: 10 [14080/103818 (14%)]	Train Loss: 2.325459	Val Loss: 2.285392	Val Acc: 40
Train Epoch: 10 [15360/103818 (15%)]	Train Loss: 2.385410	Val Loss: 2.456778	Val Acc: 37
Train Epoch: 10 [16640/103818 (16%)]	Train Loss: 2.490489	Val Loss: 2.463573	Val Acc: 36
Train Epoch: 10 [17920/103818 (17%)]	Train Loss: 2.325759	Val Loss: 2.262697	Val Acc: 39
Train Epoch: 10 [19200/103818 (18%)]	Train Loss: 2.442967	Val Loss: 2.445985	Val Acc: 37
Train Epoch: 10 [20480/103818 (20%)]	Train Loss: 1.903768	Val Loss: 2.436263	Val Acc: 38
Train Epoch: 10 [21760/103818 (21%)]	Train Loss: 2.208519	Val Loss: 2.483645	Val Acc: 36
Train Epoch: 10 [23040/103818 (22%)]	Train Loss: 2.329648	Val Loss: 2.484552	Val Acc: 36
Train Epoch: 10 [24320/103818 (23%)]	Train Loss: 2.372833	Val Loss: 2.366252	Val Acc: 38
Train Epoch: 10 [25600/103818 (25%)]	Train Loss: 2.452426	Val Loss: 2.410134	Val Acc: 37
Train Epoch: 10 [26880/103818 (26%)]	Train Loss: 2.221572	Val Loss: 2.348350	Val Acc: 35
Train Epoch: 10 [28160/103818 (27%)]	Train Loss: 2.017092	Val Loss: 2.389513	Val Acc: 38
Train Epoch: 10 [29440/103818 (28%)]	Train Loss: 2.274075	Val Loss: 2.276002	Val Acc: 39
Train Epoch: 10 [30720/103818 (30%)]	Train Loss: 2.247779	Val Loss: 2.366814	Val Acc: 38
Train Epoch: 10 [32000/103818 (31%)]	Train Loss: 2.028231	Val Loss: 2.280765	Val Acc: 40
Train Epoch: 10 [33280/103818 (32%)]	Train Loss: 2.474108	Val Loss: 2.443975	Val Acc: 36
Train Epoch: 10 [34560/103818 (33%)]	Train Loss: 2.563107	Val Loss: 2.247311	Val Acc: 42
Train Epoch: 10 [35840/103818 (34%)]	Train Loss: 2.231970	Val Loss: 2.357296	Val Acc: 40
Train Epoch: 10 [37120/103818 (36%)]	Train Loss: 2.225044	Val Loss: 2.370565	Val Acc: 40
Train Epoch: 10 [38400/103818 (37%)]	Train Loss: 1.938624	Val Loss: 2.374325	Val Acc: 38
Train Epoch: 10 [39680/103818 (38%)]	Train Loss: 2.226908	Val Loss: 2.303022	Val Acc: 40
Train Epoch: 10 [40960/103818 (39%)]	Train Loss: 2.414729	Val Loss: 2.343896	Val Acc: 38
Train Epoch: 10 [42240/103818 (41%)]	Train Loss: 1.985957	Val Loss: 2.394619	Val Acc: 37
Train Epoch: 10 [43520/103818 (42%)]	Train Loss: 2.267544	Val Loss: 2.454325	Val Acc: 34
Train Epoch: 10 [44800/103818 (43%)]	Train Loss: 2.452236	Val Loss: 2.252007	Val Acc: 40
Train Epoch: 10 [46080/103818 (44%)]	Train Loss: 2.515505	Val Loss: 2.326737	Val Acc: 36
Train Epoch: 10 [47360/103818 (46%)]	Train Loss: 1.966264	Val Loss: 2.458499	Val Acc: 34
Train Epoch: 10 [48640/103818 (47%)]	Train Loss: 2.139219	Val Loss: 2.349222	Val Acc: 41
Train Epoch: 10 [49920/103818 (48%)]	Train Loss: 2.414572	Val Loss: 2.368520	Val Acc: 36
Train Epoch: 10 [51200/103818 (49%)]	Train Loss: 2.357211	Val Loss: 2.288034	Val Acc: 40
Train Epoch: 10 [52480/103818 (50%)]	Train Loss: 2.223821	Val Loss: 2.368102	Val Acc: 39
Train Epoch: 10 [53760/103818 (52%)]	Train Loss: 2.001642	Val Loss: 2.362365	Val Acc: 40
Train Epoch: 10 [55040/103818 (53%)]	Train Loss: 2.460896	Val Loss: 2.388160	Val Acc: 37
Train Epoch: 10 [56320/103818 (54%)]	Train Loss: 1.993972	Val Loss: 2.398787	Val Acc: 40
Train Epoch: 10 [57600/103818 (55%)]	Train Loss: 2.120410	Val Loss: 2.456857	Val Acc: 36
Train Epoch: 10 [58880/103818 (57%)]	Train Loss: 2.134735	Val Loss: 2.383286	Val Acc: 37
Train Epoch: 10 [60160/103818 (58%)]	Train Loss: 2.449177	Val Loss: 2.385148	Val Acc: 38
Train Epoch: 10 [61440/103818 (59%)]	Train Loss: 2.173394	Val Loss: 2.438629	Val Acc: 38
Train Epoch: 10 [62720/103818 (60%)]	Train Loss: 2.435173	Val Loss: 2.399400	Val Acc: 36
Train Epoch: 10 [64000/103818 (62%)]	Train Loss: 2.174107	Val Loss: 2.344090	Val Acc: 39
Train Epoch: 10 [65280/103818 (63%)]	Train Loss: 2.418613	Val Loss: 2.367827	Val Acc: 38
Train Epoch: 10 [66560/103818 (64%)]	Train Loss: 2.185786	Val Loss: 2.178743	Val Acc: 42
Train Epoch: 10 [67840/103818 (65%)]	Train Loss: 2.161598	Val Loss: 2.273648	Val Acc: 39
Train Epoch: 10 [69120/103818 (67%)]	Train Loss: 2.238279	Val Loss: 2.319568	Val Acc: 37
Train Epoch: 10 [70400/103818 (68%)]	Train Loss: 2.080023	Val Loss: 2.507351	Val Acc: 35
Train Epoch: 10 [71680/103818 (69%)]	Train Loss: 2.579940	Val Loss: 2.384283	Val Acc: 38
Train Epoch: 10 [72960/103818 (70%)]	Train Loss: 2.195265	Val Loss: 2.331002	Val Acc: 36
Train Epoch: 10 [74240/103818 (71%)]	Train Loss: 2.345354	Val Loss: 2.308475	Val Acc: 38
Train Epoch: 10 [75520/103818 (73%)]	Train Loss: 2.143879	Val Loss: 2.362274	Val Acc: 38
Train Epoch: 10 [76800/103818 (74%)]	Train Loss: 2.129697	Val Loss: 2.292344	Val Acc: 40
Train Epoch: 10 [78080/103818 (75%)]	Train Loss: 2.255124	Val Loss: 2.329271	Val Acc: 37
Train Epoch: 10 [79360/103818 (76%)]	Train Loss: 2.333342	Val Loss: 2.493805	Val Acc: 32
Train Epoch: 10 [80640/103818 (78%)]	Train Loss: 2.305240	Val Loss: 2.403046	Val Acc: 38
Train Epoch: 10 [81920/103818 (79%)]	Train Loss: 2.191701	Val Loss: 2.346696	Val Acc: 39
Train Epoch: 10 [83200/103818 (80%)]	Train Loss: 2.019186	Val Loss: 2.434156	Val Acc: 37
Train Epoch: 10 [84480/103818 (81%)]	Train Loss: 2.213067	Val Loss: 2.413101	Val Acc: 34
Train Epoch: 10 [85760/103818 (83%)]	Train Loss: 2.261970	Val Loss: 2.406598	Val Acc: 36
Train Epoch: 10 [87040/103818 (84%)]	Train Loss: 2.438509	Val Loss: 2.349809	Val Acc: 39
Train Epoch: 10 [88320/103818 (85%)]	Train Loss: 2.066568	Val Loss: 2.411761	Val Acc: 37
Train Epoch: 10 [89600/103818 (86%)]	Train Loss: 2.151518	Val Loss: 2.294122	Val Acc: 41
Train Epoch: 10 [90880/103818 (87%)]	Train Loss: 2.219300	Val Loss: 2.485614	Val Acc: 35
Train Epoch: 10 [92160/103818 (89%)]	Train Loss: 2.135286	Val Loss: 2.373448	Val Acc: 37
Train Epoch: 10 [93440/103818 (90%)]	Train Loss: 2.279053	Val Loss: 2.296665	Val Acc: 40
Train Epoch: 10 [94720/103818 (91%)]	Train Loss: 2.261356	Val Loss: 2.285928	Val Acc: 40
Train Epoch: 10 [96000/103818 (92%)]	Train Loss: 2.057266	Val Loss: 2.471365	Val Acc: 36
Train Epoch: 10 [97280/103818 (94%)]	Train Loss: 2.482651	Val Loss: 2.272757	Val Acc: 41
Train Epoch: 10 [98560/103818 (95%)]	Train Loss: 2.270758	Val Loss: 2.431999	Val Acc: 35
Train Epoch: 10 [99840/103818 (96%)]	Train Loss: 2.461722	Val Loss: 2.391951	Val Acc: 39
Train Epoch: 10 [101120/103818 (97%)]	Train Loss: 2.271978	Val Loss: 2.258551	Val Acc: 39
Train Epoch: 10 [102400/103818 (99%)]	Train Loss: 2.162225	Val Loss: 2.465934	Val Acc: 35
Train Epoch: 10 [103680/103818 (100%)]	Train Loss: 2.354380	Val Loss: 2.372905	Val Acc: 39

test set: Average loss: 2.3999, Accuracy: 7464/19465 (38%)

Best acc  tensor(40)