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(lr=1.6163e-04) (hash(x)=27183405) +943 train 7.535776 (lr=1.6160e-04) (hash(x)=26540663) +944 train 7.458587 (lr=1.6157e-04) (hash(x)=25718393) +945 train 7.645060 (lr=1.6154e-04) (hash(x)=26819462) +946 train 7.683799 (lr=1.6152e-04) (hash(x)=27427540) +947 train 7.662654 (lr=1.6149e-04) (hash(x)=25532657) +948 train 7.873702 (lr=1.6146e-04) (hash(x)=27641372) +949 train 7.660894 (lr=1.6143e-04) (hash(x)=26515570) +950 val loss 7.6306 +950 val perplexity 2060.2710 +950 train 7.847598 (lr=1.6141e-04) (hash(x)=26911957) +951 train 7.980185 (lr=1.6138e-04) (hash(x)=25856625) +952 train 7.512466 (lr=1.6135e-04) (hash(x)=25219129) +953 train 7.499862 (lr=1.6132e-04) (hash(x)=25260471) +954 train 7.878389 (lr=1.6129e-04) (hash(x)=29373370) +955 train 7.420015 (lr=1.6127e-04) (hash(x)=23437426) +956 train 7.682692 (lr=1.6124e-04) (hash(x)=23769521) +957 train 7.740853 (lr=1.6121e-04) (hash(x)=25961833) +958 train 7.450443 (lr=1.6118e-04) (hash(x)=23582666) +959 train 7.504279 (lr=1.6115e-04) (hash(x)=23164356) +960 train 7.547162 (lr=1.6113e-04) (hash(x)=24443114) +961 train 7.565955 (lr=1.6110e-04) (hash(x)=25052665) +962 train 7.719135 (lr=1.6107e-04) (hash(x)=27802272) +963 train 7.580835 (lr=1.6104e-04) (hash(x)=25957896) +964 train 7.620697 (lr=1.6101e-04) (hash(x)=26737251) +965 train 7.788075 (lr=1.6099e-04) (hash(x)=24723263) +966 train 7.706275 (lr=1.6096e-04) (hash(x)=24707011) +967 train 7.653393 (lr=1.6093e-04) (hash(x)=25646282) +968 train 7.671704 (lr=1.6090e-04) (hash(x)=27544665) +969 train 7.625074 (lr=1.6087e-04) (hash(x)=25851993) +970 train 7.901242 (lr=1.6084e-04) (hash(x)=29059700) +971 train 7.565482 (lr=1.6082e-04) (hash(x)=21513584) +972 train 7.320867 (lr=1.6079e-04) (hash(x)=23151267) +973 train 7.586635 (lr=1.6076e-04) (hash(x)=26017176) +974 train 7.695842 (lr=1.6073e-04) (hash(x)=26979518) +975 train 7.664499 (lr=1.6070e-04) (hash(x)=23843233) +976 train 7.850313 (lr=1.6067e-04) (hash(x)=24193010) +977 train 7.572118 (lr=1.6065e-04) (hash(x)=21476847) +978 train 7.442432 (lr=1.6062e-04) (hash(x)=21366504) +979 train 7.476724 (lr=1.6059e-04) (hash(x)=23226697) +980 train 7.319098 (lr=1.6056e-04) (hash(x)=19961773) +981 train 7.157392 (lr=1.6053e-04) (hash(x)=19772969) +982 train 7.470979 (lr=1.6050e-04) (hash(x)=23110142) +983 train 7.732698 (lr=1.6047e-04) (hash(x)=24506028) +984 train 7.695355 (lr=1.6045e-04) (hash(x)=25480731) +985 train 7.514741 (lr=1.6042e-04) (hash(x)=21077417) +986 train 7.497586 (lr=1.6039e-04) (hash(x)=23686713) +987 train 7.547618 (lr=1.6036e-04) (hash(x)=26024321) +988 train 7.656279 (lr=1.6033e-04) (hash(x)=27424109) +989 train 7.762152 (lr=1.6030e-04) (hash(x)=27786174) +990 train 7.588619 (lr=1.6027e-04) (hash(x)=25232502) +991 train 7.575418 (lr=1.6024e-04) (hash(x)=22781277) +992 train 7.644681 (lr=1.6022e-04) (hash(x)=26184527) +993 train 7.621654 (lr=1.6019e-04) (hash(x)=24459895) +994 train 7.589643 (lr=1.6016e-04) (hash(x)=25244624) +995 train 7.704074 (lr=1.6013e-04) (hash(x)=24451843) +996 train 7.715596 (lr=1.6010e-04) (hash(x)=22129897) +997 train 7.527912 (lr=1.6007e-04) (hash(x)=21116390) +998 train 7.390865 (lr=1.6004e-04) (hash(x)=20650070) +999 train 7.752402 (lr=1.6001e-04) (hash(x)=24948650) +1000 val loss 7.5993 +1000 val perplexity 1996.8907 +1000 train 7.577765 (lr=1.5998e-04) (hash(x)=25444553) +1001 train 7.575792 (lr=1.5995e-04) (hash(x)=25617781) +1002 train 7.481655 (lr=1.5993e-04) (hash(x)=23862434) +1003 train 7.492776 (lr=1.5990e-04) (hash(x)=25559534) +1004 train 7.689167 (lr=1.5987e-04) (hash(x)=26577585) +1005 train 7.555727 (lr=1.5984e-04) (hash(x)=25546274) +1006 train 7.651788 (lr=1.5981e-04) (hash(x)=26284202) +1007 train 7.660023 (lr=1.5978e-04) (hash(x)=26373991) +1008 train 7.530254 (lr=1.5975e-04) (hash(x)=24612851) +1009 train 7.603319 (lr=1.5972e-04) (hash(x)=26410662) +1010 train 7.654196 (lr=1.5969e-04) (hash(x)=23824841) +1011 train 7.962444 (lr=1.5966e-04) (hash(x)=27756673) +1012 train 7.675708 (lr=1.5963e-04) (hash(x)=25427447) +1013 train 7.691921 (lr=1.5960e-04) (hash(x)=23661686) +1014 train 7.623325 (lr=1.5957e-04) (hash(x)=25129504) +1015 train 7.550562 (lr=1.5954e-04) (hash(x)=23402396) +1016 train 7.757020 (lr=1.5952e-04) (hash(x)=26145557) +1017 train 7.550362 (lr=1.5949e-04) (hash(x)=26547918) +1018 train 7.634791 (lr=1.5946e-04) (hash(x)=26653070) +1019 train 7.630692 (lr=1.5943e-04) (hash(x)=28250354) +1020 train 7.654311 (lr=1.5940e-04) (hash(x)=25437401) +1021 train 7.659157 (lr=1.5937e-04) (hash(x)=25598861) +1022 train 7.509325 (lr=1.5934e-04) (hash(x)=24572587) +1023 train 7.554183 (lr=1.5931e-04) (hash(x)=21562133) +1024 train 7.948236 (lr=1.5928e-04) (hash(x)=27718876) +1025 train 7.558919 (lr=1.5925e-04) (hash(x)=25312391) +1026 train 7.662423 (lr=1.5922e-04) (hash(x)=26579535) +1027 train 7.883706 (lr=1.5919e-04) (hash(x)=27253861) +1028 train 7.723395 (lr=1.5916e-04) (hash(x)=28451867) +1029 train 7.470003 (lr=1.5913e-04) (hash(x)=26795921) +1030 train 7.605312 (lr=1.5910e-04) (hash(x)=26147208) +1031 train 7.653947 (lr=1.5907e-04) (hash(x)=25009210) +1032 train 7.585466 (lr=1.5904e-04) (hash(x)=25213771) +1033 train 7.481496 (lr=1.5901e-04) (hash(x)=26254538) +1034 train 7.487337 (lr=1.5898e-04) (hash(x)=25565614) +1035 train 7.340546 (lr=1.5895e-04) (hash(x)=23052577) +1036 train 8.116224 (lr=1.5892e-04) (hash(x)=29630613) +1037 train 7.407804 (lr=1.5889e-04) (hash(x)=23667224) +1038 train 7.526619 (lr=1.5886e-04) (hash(x)=25740670) +1039 train 7.619322 (lr=1.5883e-04) (hash(x)=27161811) +1040 train 7.731854 (lr=1.5880e-04) (hash(x)=26385663) +1041 train 7.418880 (lr=1.5877e-04) (hash(x)=26313522) +1042 train 7.552605 (lr=1.5874e-04) (hash(x)=26814686) +1043 train 7.710129 (lr=1.5871e-04) (hash(x)=27302459) +1044 train 7.999957 (lr=1.5868e-04) (hash(x)=26758132) +1045 train 7.592060 (lr=1.5865e-04) (hash(x)=26837963) +1046 train 7.353141 (lr=1.5862e-04) (hash(x)=22089547) +1047 train 7.863309 (lr=1.5859e-04) (hash(x)=29515100) +1048 train 7.535380 (lr=1.5856e-04) (hash(x)=25471442) +1049 train 7.542720 (lr=1.5853e-04) (hash(x)=26674478) +1050 val loss 7.5485 +1050 val perplexity 1897.8015 +1050 train 7.511655 (lr=1.5850e-04) (hash(x)=25373386) +1051 train 7.542535 (lr=1.5847e-04) (hash(x)=25318001) +1052 train 7.679895 (lr=1.5844e-04) (hash(x)=27255021) +1053 train 7.631378 (lr=1.5841e-04) (hash(x)=25174043) +1054 train 7.367484 (lr=1.5838e-04) (hash(x)=23857597) +1055 train 7.634057 (lr=1.5835e-04) (hash(x)=25305929) +1056 train 7.670776 (lr=1.5832e-04) (hash(x)=27009246) +1057 train 7.749027 (lr=1.5829e-04) (hash(x)=26175477) +1058 train 7.458009 (lr=1.5826e-04) (hash(x)=22700025) +1059 train 7.483499 (lr=1.5822e-04) (hash(x)=24339043) +1060 train 7.336913 (lr=1.5819e-04) (hash(x)=22139900) +1061 train 8.157526 (lr=1.5816e-04) (hash(x)=25412772) +1062 train 7.569931 (lr=1.5813e-04) (hash(x)=27020849) +1063 train 7.492244 (lr=1.5810e-04) (hash(x)=26808543) +1064 train 7.320833 (lr=1.5807e-04) (hash(x)=23061527) +1065 train 7.488405 (lr=1.5804e-04) (hash(x)=24738650) +1066 train 7.364336 (lr=1.5801e-04) (hash(x)=24036715) +1067 train 7.425592 (lr=1.5798e-04) (hash(x)=25763991) +1068 train 7.671507 (lr=1.5795e-04) (hash(x)=27393753) +1069 train 7.778030 (lr=1.5792e-04) (hash(x)=28182190) +1070 train 7.421371 (lr=1.5789e-04) (hash(x)=23358569) +1071 train 7.609311 (lr=1.5786e-04) (hash(x)=25669509) +1072 train 7.729186 (lr=1.5783e-04) (hash(x)=29139024) +1073 train 7.608850 (lr=1.5779e-04) (hash(x)=25616522) +1074 train 7.543719 (lr=1.5776e-04) (hash(x)=25695789) +1075 train 7.694667 (lr=1.5773e-04) (hash(x)=27676869) +1076 train 7.553712 (lr=1.5770e-04) (hash(x)=25952695) +1077 train 7.568033 (lr=1.5767e-04) (hash(x)=26316170) +1078 train 7.466915 (lr=1.5764e-04) (hash(x)=24081867) +1079 train 7.669187 (lr=1.5761e-04) (hash(x)=28435805) +1080 train 7.541039 (lr=1.5758e-04) (hash(x)=23375063) +1081 train 7.535568 (lr=1.5755e-04) (hash(x)=26869022) +1082 train 7.444251 (lr=1.5752e-04) (hash(x)=25793007) +1083 train 7.473394 (lr=1.5749e-04) (hash(x)=23455211) +1084 train 7.417829 (lr=1.5745e-04) (hash(x)=20441501) +1085 train 7.773395 (lr=1.5742e-04) (hash(x)=29321187) +1086 train 7.914996 (lr=1.5739e-04) (hash(x)=32627505) +1087 train 7.459308 (lr=1.5736e-04) (hash(x)=26482758) +1088 train 7.317502 (lr=1.5733e-04) (hash(x)=21431511) +1089 train 7.562199 (lr=1.5730e-04) (hash(x)=26046639) +1090 train 7.627937 (lr=1.5727e-04) (hash(x)=27464841) +1091 train 7.482590 (lr=1.5724e-04) (hash(x)=27068280) +1092 train 7.366443 (lr=1.5720e-04) (hash(x)=23119133) +1093 train 7.520787 (lr=1.5717e-04) (hash(x)=26782091) +1094 train 7.577421 (lr=1.5714e-04) (hash(x)=26265326) +1095 train 7.617393 (lr=1.5711e-04) (hash(x)=24929929) +1096 train 7.450844 (lr=1.5708e-04) (hash(x)=23158628) +1097 train 7.549376 (lr=1.5705e-04) (hash(x)=25950541) +1098 train 7.397448 (lr=1.5702e-04) (hash(x)=22093912) +1099 train 7.520594 (lr=1.5698e-04) (hash(x)=25373676) +1100 val loss 7.5217 +1100 val perplexity 1847.6985 +1100 train 7.295708 (lr=1.5695e-04) (hash(x)=18986670) +1101 train 7.720648 (lr=1.5692e-04) (hash(x)=27283187) +1102 train 7.461442 (lr=1.5689e-04) (hash(x)=25474743) +1103 train 7.429213 (lr=1.5686e-04) (hash(x)=25043037) +1104 train 7.347984 (lr=1.5683e-04) (hash(x)=23156261) +1105 train 7.832322 (lr=1.5679e-04) (hash(x)=27027534) +1106 train 7.398142 (lr=1.5676e-04) (hash(x)=22733630) +1107 train 7.639207 (lr=1.5673e-04) (hash(x)=27906976) +1108 train 7.568653 (lr=1.5670e-04) (hash(x)=27848655) +1109 train 7.529935 (lr=1.5667e-04) (hash(x)=23889709) +1110 train 8.462928 (lr=1.5664e-04) (hash(x)=33189918) +1111 train 8.064132 (lr=1.5660e-04) (hash(x)=29151257) +1112 train 7.836104 (lr=1.5657e-04) (hash(x)=23881512) +1113 train 7.508632 (lr=1.5654e-04) (hash(x)=21307974) +1114 train 7.556242 (lr=1.5651e-04) (hash(x)=25264524) +1115 train 7.633930 (lr=1.5648e-04) (hash(x)=26405613) +1116 train 7.383752 (lr=1.5645e-04) (hash(x)=21918678) +1117 train 7.321548 (lr=1.5641e-04) (hash(x)=24233887) +1118 train 6.967028 (lr=1.5638e-04) (hash(x)=19490509) +1119 train 7.666492 (lr=1.5635e-04) (hash(x)=26400365) +1120 train 7.926598 (lr=1.5632e-04) (hash(x)=28572086) +1121 train 7.289006 (lr=1.5629e-04) (hash(x)=22293114) +1122 train 7.446166 (lr=1.5625e-04) (hash(x)=26845479) +1123 train 7.334067 (lr=1.5622e-04) (hash(x)=23971905) +1124 train 7.557000 (lr=1.5619e-04) (hash(x)=25639959) +1125 train 7.206402 (lr=1.5616e-04) (hash(x)=20076502) +1126 train 7.589321 (lr=1.5612e-04) (hash(x)=25089255) +1127 train 7.489376 (lr=1.5609e-04) (hash(x)=24098812) +1128 train 7.525804 (lr=1.5606e-04) (hash(x)=23493707) +1129 train 7.751995 (lr=1.5603e-04) (hash(x)=27610410) +1130 train 7.510658 (lr=1.5600e-04) (hash(x)=24540186) +1131 train 7.757016 (lr=1.5596e-04) (hash(x)=29402976) +1132 train 7.344011 (lr=1.5593e-04) (hash(x)=23776025) +1133 train 7.162496 (lr=1.5590e-04) (hash(x)=19032564) +1134 train 7.674427 (lr=1.5587e-04) (hash(x)=26921117) +1135 train 7.299933 (lr=1.5583e-04) (hash(x)=20967666) +1136 train 7.307280 (lr=1.5580e-04) (hash(x)=23394540) +1137 train 7.371541 (lr=1.5577e-04) (hash(x)=22666342) +1138 train 7.551727 (lr=1.5574e-04) (hash(x)=23482498) +1139 train 7.584772 (lr=1.5570e-04) (hash(x)=24287610) +1140 train 7.633844 (lr=1.5567e-04) (hash(x)=24512831) +1141 train 7.879078 (lr=1.5564e-04) (hash(x)=28637634) +1142 train 8.105404 (lr=1.5561e-04) (hash(x)=24107127) +1143 train 7.732273 (lr=1.5557e-04) (hash(x)=28667963) +1144 train 7.624237 (lr=1.5554e-04) (hash(x)=26302492) +1145 train 7.631098 (lr=1.5551e-04) (hash(x)=23621685) +1146 train 7.447559 (lr=1.5548e-04) (hash(x)=23997414) +1147 train 7.505580 (lr=1.5544e-04) (hash(x)=25974316) +1148 train 7.491539 (lr=1.5541e-04) (hash(x)=23464988) +1149 train 7.547888 (lr=1.5538e-04) (hash(x)=24487710) +1150 val loss 7.5256 +1150 val perplexity 1854.9019 +1150 train 7.744718 (lr=1.5535e-04) (hash(x)=29610350) +1151 train 7.807854 (lr=1.5531e-04) (hash(x)=27083417) +1152 train 7.237701 (lr=1.5528e-04) (hash(x)=20666288) +1153 train 7.316602 (lr=1.5525e-04) (hash(x)=22850633) +1154 train 7.437318 (lr=1.5522e-04) (hash(x)=24741872) +1155 train 7.797801 (lr=1.5518e-04) (hash(x)=28605205) +1156 train 7.287542 (lr=1.5515e-04) (hash(x)=22624463) +1157 train 7.567208 (lr=1.5512e-04) (hash(x)=24786468) +1158 train 7.311615 (lr=1.5508e-04) (hash(x)=21365399) +1159 train 7.512245 (lr=1.5505e-04) (hash(x)=23649001) +1160 train 7.599504 (lr=1.5502e-04) (hash(x)=28203982) +1161 train 7.505684 (lr=1.5499e-04) (hash(x)=26473994) +1162 train 7.163808 (lr=1.5495e-04) (hash(x)=19476441) +1163 train 7.457694 (lr=1.5492e-04) (hash(x)=25921700) +1164 train 7.251756 (lr=1.5489e-04) (hash(x)=23064343) +1165 train 7.420913 (lr=1.5485e-04) (hash(x)=24117626) +1166 train 7.345650 (lr=1.5482e-04) (hash(x)=21764556) +1167 train 8.196979 (lr=1.5479e-04) (hash(x)=31338300) +1168 train 7.651482 (lr=1.5475e-04) (hash(x)=27443187) +1169 train 7.074495 (lr=1.5472e-04) (hash(x)=21337692) +1170 train 7.653942 (lr=1.5469e-04) (hash(x)=27845383) +1171 train 7.414060 (lr=1.5465e-04) (hash(x)=23862328) +1172 train 7.607025 (lr=1.5462e-04) (hash(x)=23811014) +1173 train 7.559495 (lr=1.5459e-04) (hash(x)=24380098) +1174 train 7.298380 (lr=1.5455e-04) (hash(x)=22351136) +1175 train 7.523918 (lr=1.5452e-04) (hash(x)=30603174) +1176 train 7.581030 (lr=1.5449e-04) (hash(x)=27924596) +1177 train 7.943547 (lr=1.5445e-04) (hash(x)=30882548) +1178 train 7.416056 (lr=1.5442e-04) (hash(x)=22339464) +1179 train 7.243881 (lr=1.5439e-04) (hash(x)=23603806) +1180 train 7.583964 (lr=1.5435e-04) (hash(x)=24809041) +1181 train 7.398347 (lr=1.5432e-04) (hash(x)=24382442) +1182 train 7.413619 (lr=1.5429e-04) (hash(x)=23134077) +1183 train 7.440450 (lr=1.5425e-04) (hash(x)=24830965) +1184 train 7.529883 (lr=1.5422e-04) (hash(x)=25527259) +1185 train 7.523000 (lr=1.5419e-04) (hash(x)=25547480) +1186 train 7.405529 (lr=1.5415e-04) (hash(x)=24424314) +1187 train 7.763137 (lr=1.5412e-04) (hash(x)=32488729) +1188 train 7.679520 (lr=1.5409e-04) (hash(x)=31168462) +1189 train 7.921918 (lr=1.5405e-04) (hash(x)=31331643) +1190 train 7.632169 (lr=1.5402e-04) (hash(x)=28746633) +1191 train 7.583163 (lr=1.5399e-04) (hash(x)=27269893) +1192 train 7.403015 (lr=1.5395e-04) (hash(x)=23484031) +1193 train 7.448543 (lr=1.5392e-04) (hash(x)=23278725) +1194 train 7.537436 (lr=1.5388e-04) (hash(x)=25440745) +1195 train 7.580585 (lr=1.5385e-04) (hash(x)=25215077) +1196 train 7.628750 (lr=1.5382e-04) (hash(x)=28309266) +1197 train 7.329777 (lr=1.5378e-04) (hash(x)=22442404) +1198 train 7.391721 (lr=1.5375e-04) (hash(x)=20775262) +1199 train 7.464241 (lr=1.5372e-04) (hash(x)=24825041) +1200 val loss 7.4849 +1200 val perplexity 1780.9647 +1200 train 7.616309 (lr=1.5368e-04) (hash(x)=29016896) +1201 train 7.519760 (lr=1.5365e-04) (hash(x)=25590276) +1202 train 7.445740 (lr=1.5361e-04) (hash(x)=22816384) +1203 train 7.531740 (lr=1.5358e-04) (hash(x)=25893804) +1204 train 7.405828 (lr=1.5355e-04) (hash(x)=23983816) +1205 train 7.300172 (lr=1.5351e-04) (hash(x)=22222468) +1206 train 7.366776 (lr=1.5348e-04) (hash(x)=23039141) +1207 train 7.342111 (lr=1.5344e-04) (hash(x)=22724871) +1208 train 7.390898 (lr=1.5341e-04) (hash(x)=25253062) +1209 train 7.366220 (lr=1.5338e-04) (hash(x)=25140744) +1210 train 7.424724 (lr=1.5334e-04) (hash(x)=24717218) +1211 train 7.528380 (lr=1.5331e-04) (hash(x)=27317554) +1212 train 7.149643 (lr=1.5327e-04) (hash(x)=22013236) +1213 train 7.720927 (lr=1.5324e-04) (hash(x)=26692343) +1214 train 7.229547 (lr=1.5321e-04) (hash(x)=19859225) +1215 train 7.225758 (lr=1.5317e-04) (hash(x)=24683717) +1216 train 7.258203 (lr=1.5314e-04) (hash(x)=21932013) +1217 train 7.484052 (lr=1.5310e-04) (hash(x)=26849303) +1218 train 7.589972 (lr=1.5307e-04) (hash(x)=26458000) +1219 train 7.385054 (lr=1.5303e-04) (hash(x)=21584083) +1220 train 7.707950 (lr=1.5300e-04) (hash(x)=23598625) +1221 train 7.451534 (lr=1.5297e-04) (hash(x)=26059939) +1222 train 7.697576 (lr=1.5293e-04) (hash(x)=25481982) +1223 train 7.578942 (lr=1.5290e-04) (hash(x)=26190337) +1224 train 7.750064 (lr=1.5286e-04) (hash(x)=28767755) +1225 train 7.376407 (lr=1.5283e-04) (hash(x)=23663918) +1226 train 7.499616 (lr=1.5279e-04) (hash(x)=21293227) +1227 train 7.489820 (lr=1.5276e-04) (hash(x)=22249019) +1228 train 7.596918 (lr=1.5273e-04) (hash(x)=26886529) +1229 train 7.425261 (lr=1.5269e-04) (hash(x)=25779849) +1230 train 7.541464 (lr=1.5266e-04) (hash(x)=26228964) +1231 train 7.439642 (lr=1.5262e-04) (hash(x)=23086289) +1232 train 7.569291 (lr=1.5259e-04) (hash(x)=23198922) +1233 train 7.600746 (lr=1.5255e-04) (hash(x)=27523941) +1234 train 7.363756 (lr=1.5252e-04) (hash(x)=24293992) +1235 train 8.202451 (lr=1.5248e-04) (hash(x)=28047044) +1236 train 7.587119 (lr=1.5245e-04) (hash(x)=23688671) +1237 train 7.438049 (lr=1.5241e-04) (hash(x)=25125498) +1238 train 7.331671 (lr=1.5238e-04) (hash(x)=21977292) +1239 train 7.428516 (lr=1.5234e-04) (hash(x)=23593875) +1240 train 7.371871 (lr=1.5231e-04) (hash(x)=22659030) +1241 train 7.463694 (lr=1.5227e-04) (hash(x)=25117733) +1242 train 7.442581 (lr=1.5224e-04) (hash(x)=22322808) +1243 train 7.470575 (lr=1.5221e-04) (hash(x)=26059735) +1244 train 7.441965 (lr=1.5217e-04) (hash(x)=22485526) +1245 train 7.357195 (lr=1.5214e-04) (hash(x)=23028679) +1246 train 7.347459 (lr=1.5210e-04) (hash(x)=22906035) +1247 train 7.259795 (lr=1.5207e-04) (hash(x)=22414190) +1248 train 7.549577 (lr=1.5203e-04) (hash(x)=26229624) +1249 train 7.350307 (lr=1.5200e-04) (hash(x)=22223137) +1250 val loss 7.4739 +1250 val perplexity 1761.4073 +1250 train 7.585624 (lr=1.5196e-04) (hash(x)=24911520) +1251 train 7.752699 (lr=1.5193e-04) (hash(x)=24204591) +1252 train 7.338009 (lr=1.5189e-04) (hash(x)=24379601) +1253 train 7.301416 (lr=1.5186e-04) (hash(x)=22922475) +1254 train 7.328949 (lr=1.5182e-04) (hash(x)=23426249) +1255 train 7.625809 (lr=1.5179e-04) (hash(x)=26758114) +1256 train 7.289543 (lr=1.5175e-04) (hash(x)=24027111) +1257 train 7.484594 (lr=1.5172e-04) (hash(x)=25358064) +1258 train 7.373593 (lr=1.5168e-04) (hash(x)=22571285) +1259 train 7.722592 (lr=1.5165e-04) (hash(x)=20084233) +1260 train 7.551525 (lr=1.5161e-04) (hash(x)=18786581) +1261 train 7.483292 (lr=1.5157e-04) (hash(x)=26395104) +1262 train 7.367759 (lr=1.5154e-04) (hash(x)=24212567) +1263 train 7.229736 (lr=1.5150e-04) (hash(x)=21563184) +1264 train 7.504552 (lr=1.5147e-04) (hash(x)=26490150) +1265 train 7.573570 (lr=1.5143e-04) (hash(x)=25207694) +1266 train 7.429207 (lr=1.5140e-04) (hash(x)=23914544) +1267 train 7.451741 (lr=1.5136e-04) (hash(x)=23861489) +1268 train 7.903035 (lr=1.5133e-04) (hash(x)=30714540) +1269 train 7.489853 (lr=1.5129e-04) (hash(x)=23471007) +1270 train 7.472947 (lr=1.5126e-04) (hash(x)=23244293) +1271 train 7.394405 (lr=1.5122e-04) (hash(x)=19218470) +1272 train 7.659294 (lr=1.5119e-04) (hash(x)=26965136) +1273 train 7.432480 (lr=1.5115e-04) (hash(x)=22944035) +1274 train 7.458459 (lr=1.5112e-04) (hash(x)=22002714) +1275 train 7.726739 (lr=1.5108e-04) (hash(x)=28469562) +1276 train 7.806981 (lr=1.5104e-04) (hash(x)=26889992) +1277 train 7.806430 (lr=1.5101e-04) (hash(x)=26452814) +1278 train 7.657849 (lr=1.5097e-04) (hash(x)=28397488) +1279 train 7.684125 (lr=1.5094e-04) (hash(x)=25588469) +1280 train 7.593338 (lr=1.5090e-04) (hash(x)=24833139) +1281 train 7.476052 (lr=1.5087e-04) (hash(x)=24788298) +1282 train 7.676572 (lr=1.5083e-04) (hash(x)=24979383) +1283 train 7.657663 (lr=1.5079e-04) (hash(x)=25236367) +1284 train 7.488358 (lr=1.5076e-04) (hash(x)=22638257) +1285 train 7.391222 (lr=1.5072e-04) (hash(x)=23069067) +1286 train 7.507248 (lr=1.5069e-04) (hash(x)=25133239) +1287 train 8.070310 (lr=1.5065e-04) (hash(x)=30433767) +1288 train 8.074831 (lr=1.5062e-04) (hash(x)=34319079) +1289 train 7.948135 (lr=1.5058e-04) (hash(x)=29268881) +1290 train 7.540457 (lr=1.5054e-04) (hash(x)=24528336) +1291 train 7.692327 (lr=1.5051e-04) (hash(x)=26302626) +1292 train 7.695306 (lr=1.5047e-04) (hash(x)=25479111) +1293 train 7.824777 (lr=1.5044e-04) (hash(x)=24749682) +1294 train 7.422687 (lr=1.5040e-04) (hash(x)=24111393) +1295 train 7.168417 (lr=1.5036e-04) (hash(x)=17851621) +1296 train 7.457542 (lr=1.5033e-04) (hash(x)=26463070) +1297 train 7.490761 (lr=1.5029e-04) (hash(x)=25620741) +1298 train 8.126904 (lr=1.5026e-04) (hash(x)=28225676) +1299 train 7.937038 (lr=1.5022e-04) (hash(x)=27028191) +1300 val loss 7.5205 +1300 val perplexity 1845.4788 +1300 train 7.595279 (lr=1.5018e-04) (hash(x)=29006516) +1301 train 7.674381 (lr=1.5015e-04) (hash(x)=27590299) +1302 train 7.821149 (lr=1.5011e-04) (hash(x)=28678983) +1303 train 7.703244 (lr=1.5008e-04) (hash(x)=25183690) +1304 train 7.272907 (lr=1.5004e-04) (hash(x)=19918097) +1305 train 8.004980 (lr=1.5000e-04) (hash(x)=31114252) +1306 train 7.949640 (lr=1.4997e-04) (hash(x)=30913255) +1307 train 7.548876 (lr=1.4993e-04) (hash(x)=26182243) +1308 train 7.753198 (lr=1.4990e-04) (hash(x)=27420668) +1309 train 8.008947 (lr=1.4986e-04) (hash(x)=30419908) +1310 train 7.864928 (lr=1.4982e-04) (hash(x)=29002281) +1311 train 7.567165 (lr=1.4979e-04) (hash(x)=27040642) +1312 train 7.473405 (lr=1.4975e-04) (hash(x)=26929300) +1313 train 7.550620 (lr=1.4971e-04) (hash(x)=26240761) +1314 train 7.596727 (lr=1.4968e-04) (hash(x)=27161876) +1315 train 7.443533 (lr=1.4964e-04) (hash(x)=24489607) +1316 train 7.817122 (lr=1.4961e-04) (hash(x)=27040115) +1317 train 7.498784 (lr=1.4957e-04) (hash(x)=25012872) +1318 train 7.143405 (lr=1.4953e-04) (hash(x)=20894720) +1319 train 7.292001 (lr=1.4950e-04) (hash(x)=22183303) +1320 train 7.490630 (lr=1.4946e-04) (hash(x)=26291778) +1321 train 7.602943 (lr=1.4942e-04) (hash(x)=27682633) +1322 train 7.386219 (lr=1.4939e-04) (hash(x)=26490892) +1323 train 7.811354 (lr=1.4935e-04) (hash(x)=28844646) +1324 train 8.112339 (lr=1.4931e-04) (hash(x)=29545304) +1325 train 8.223437 (lr=1.4928e-04) (hash(x)=31082070) 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(hash(x)=25951629) +1344 train 7.764643 (lr=1.4858e-04) (hash(x)=28743135) +1345 train 7.955298 (lr=1.4854e-04) (hash(x)=28557663) +1346 train 7.321210 (lr=1.4850e-04) (hash(x)=22642751) +1347 train 7.256191 (lr=1.4847e-04) (hash(x)=23462798) +1348 train 7.133400 (lr=1.4843e-04) (hash(x)=24292328) +1349 train 7.459451 (lr=1.4839e-04) (hash(x)=27320280) +1350 val loss 7.4571 +1350 val perplexity 1732.0679 +1350 train 7.658415 (lr=1.4836e-04) (hash(x)=27352812) +1351 train 7.485672 (lr=1.4832e-04) (hash(x)=22408682) +1352 train 7.398788 (lr=1.4828e-04) (hash(x)=23144732) +1353 train 7.260704 (lr=1.4824e-04) (hash(x)=22230799) +1354 train 7.681938 (lr=1.4821e-04) (hash(x)=29747687) +1355 train 7.885486 (lr=1.4817e-04) (hash(x)=31317970) +1356 train 7.156027 (lr=1.4813e-04) (hash(x)=20131758) +1357 train 7.487352 (lr=1.4810e-04) (hash(x)=24020983) +1358 train 7.316998 (lr=1.4806e-04) (hash(x)=23998051) +1359 train 7.424098 (lr=1.4802e-04) (hash(x)=27633457) +1360 train 7.120010 (lr=1.4798e-04) (hash(x)=20155247) +1361 train 7.431623 (lr=1.4795e-04) (hash(x)=23766987) +1362 train 7.299816 (lr=1.4791e-04) (hash(x)=25960383) +1363 train 7.588733 (lr=1.4787e-04) (hash(x)=23729283) +1364 train 7.709737 (lr=1.4783e-04) (hash(x)=27775445) +1365 train 7.573427 (lr=1.4780e-04) (hash(x)=25975834) +1366 train 7.367813 (lr=1.4776e-04) (hash(x)=22765259) +1367 train 7.640003 (lr=1.4772e-04) (hash(x)=27635080) +1368 train 7.396379 (lr=1.4768e-04) (hash(x)=23848542) +1369 train 7.555377 (lr=1.4765e-04) (hash(x)=27181156) +1370 train 7.680583 (lr=1.4761e-04) (hash(x)=28321340) +1371 train 7.423474 (lr=1.4757e-04) (hash(x)=25918780) +1372 train 7.452577 (lr=1.4753e-04) (hash(x)=23338297) +1373 train 7.587740 (lr=1.4750e-04) (hash(x)=22370417) +1374 train 7.500943 (lr=1.4746e-04) (hash(x)=24272668) +1375 train 7.192312 (lr=1.4742e-04) (hash(x)=22287596) +1376 train 7.351724 (lr=1.4738e-04) (hash(x)=25257403) +1377 train 7.313951 (lr=1.4735e-04) (hash(x)=21584419) +1378 train 7.495468 (lr=1.4731e-04) (hash(x)=25318823) +1379 train 7.283464 (lr=1.4727e-04) (hash(x)=22694623) +1380 train 7.439097 (lr=1.4723e-04) (hash(x)=23743406) +1381 train 7.609989 (lr=1.4720e-04) (hash(x)=30820846) +1382 train 8.098182 (lr=1.4716e-04) (hash(x)=34639557) +1383 train 7.981626 (lr=1.4712e-04) (hash(x)=35895440) +1384 train 7.515350 (lr=1.4708e-04) (hash(x)=26304839) +1385 train 7.624802 (lr=1.4704e-04) (hash(x)=27058657) +1386 train 7.513684 (lr=1.4701e-04) (hash(x)=25209529) +1387 train 7.439098 (lr=1.4697e-04) (hash(x)=24298886) +1388 train 7.528797 (lr=1.4693e-04) (hash(x)=26200200) +1389 train 7.416728 (lr=1.4689e-04) (hash(x)=27303061) +1390 train 7.509129 (lr=1.4685e-04) (hash(x)=26531628) +1391 train 7.525194 (lr=1.4682e-04) (hash(x)=25888847) +1392 train 7.665277 (lr=1.4678e-04) (hash(x)=28924067) +1393 train 7.106260 (lr=1.4674e-04) (hash(x)=21267641) +1394 train 7.705127 (lr=1.4670e-04) (hash(x)=29419156) +1395 train 7.994788 (lr=1.4666e-04) (hash(x)=30860646) +1396 train 7.480007 (lr=1.4663e-04) (hash(x)=25744434) +1397 train 7.464184 (lr=1.4659e-04) (hash(x)=26881837) +1398 train 7.435503 (lr=1.4655e-04) (hash(x)=26676176) +1399 train 7.649009 (lr=1.4651e-04) (hash(x)=26518800) +1400 val loss 7.4592 +1400 val perplexity 1735.7405 +1400 train 7.421487 (lr=1.4647e-04) (hash(x)=25043238) +1401 train 7.712312 (lr=1.4644e-04) (hash(x)=25863277) +1402 train 7.357427 (lr=1.4640e-04) (hash(x)=24073623) +1403 train 7.399692 (lr=1.4636e-04) (hash(x)=25385523) +1404 train 7.475761 (lr=1.4632e-04) (hash(x)=24958112) +1405 train 7.353771 (lr=1.4628e-04) (hash(x)=23362519) +1406 train 7.627191 (lr=1.4625e-04) (hash(x)=29262616) +1407 train 7.997922 (lr=1.4621e-04) (hash(x)=37519283) +1408 train 8.329872 (lr=1.4617e-04) (hash(x)=33716930) +1409 train 7.466047 (lr=1.4613e-04) (hash(x)=23392584) +1410 train 7.861939 (lr=1.4609e-04) (hash(x)=22877779) +1411 train 8.202382 (lr=1.4605e-04) (hash(x)=20564397) +1412 train 7.654343 (lr=1.4602e-04) (hash(x)=24366235) +1413 train 7.550447 (lr=1.4598e-04) (hash(x)=27065499) +1414 train 7.432890 (lr=1.4594e-04) (hash(x)=26844114) +1415 train 7.554624 (lr=1.4590e-04) (hash(x)=25141945) +1416 train 7.727770 (lr=1.4586e-04) (hash(x)=28813116) +1417 train 7.520221 (lr=1.4582e-04) (hash(x)=25466598) +1418 train 7.396903 (lr=1.4579e-04) (hash(x)=22800032) +1419 train 7.472280 (lr=1.4575e-04) (hash(x)=22717866) +1420 train 7.943794 (lr=1.4571e-04) (hash(x)=28040763) +1421 train 8.049863 (lr=1.4567e-04) (hash(x)=29648992) +1422 train 8.001716 (lr=1.4563e-04) (hash(x)=31747228) +1423 train 7.489424 (lr=1.4559e-04) (hash(x)=28527939) +1424 train 7.421414 (lr=1.4555e-04) (hash(x)=21563992) +1425 train 7.439401 (lr=1.4552e-04) (hash(x)=25134784) +1426 train 7.651723 (lr=1.4548e-04) (hash(x)=28442823) +1427 train 8.103061 (lr=1.4544e-04) (hash(x)=32757059) +1428 train 7.330329 (lr=1.4540e-04) (hash(x)=24110500) +1429 train 7.479596 (lr=1.4536e-04) (hash(x)=24145729) +1430 train 7.436968 (lr=1.4532e-04) (hash(x)=23541086) +1431 train 7.342309 (lr=1.4528e-04) (hash(x)=21942471) +1432 train 7.463847 (lr=1.4524e-04) (hash(x)=24736836) +1433 train 7.527288 (lr=1.4521e-04) (hash(x)=25325444) +1434 train 7.526596 (lr=1.4517e-04) (hash(x)=25188954) +1435 train 8.090869 (lr=1.4513e-04) (hash(x)=24247339) +1436 train 7.607687 (lr=1.4509e-04) (hash(x)=23773363) +1437 train 7.303472 (lr=1.4505e-04) (hash(x)=24142989) +1438 train 7.327947 (lr=1.4501e-04) (hash(x)=24226952) +1439 train 7.482635 (lr=1.4497e-04) (hash(x)=24955630) +1440 train 7.445871 (lr=1.4493e-04) (hash(x)=24563233) +1441 train 7.558638 (lr=1.4490e-04) (hash(x)=25491335) +1442 train 7.866870 (lr=1.4486e-04) (hash(x)=33253763) +1443 train 7.336977 (lr=1.4482e-04) (hash(x)=21368780) +1444 train 7.407720 (lr=1.4478e-04) (hash(x)=26615500) +1445 train 7.596670 (lr=1.4474e-04) (hash(x)=27146278) +1446 train 7.456502 (lr=1.4470e-04) (hash(x)=25904861) +1447 train 7.349395 (lr=1.4466e-04) (hash(x)=25541230) +1448 train 7.455884 (lr=1.4462e-04) (hash(x)=25434227) +1449 train 7.453587 (lr=1.4458e-04) (hash(x)=25375355) +1450 val loss 7.4345 +1450 val perplexity 1693.4475 +1450 train 7.279779 (lr=1.4454e-04) (hash(x)=21921129) +1451 train 7.288780 (lr=1.4451e-04) (hash(x)=23098806) +1452 train 7.368912 (lr=1.4447e-04) (hash(x)=22000544) +1453 train 7.280019 (lr=1.4443e-04) (hash(x)=22061174) +1454 train 7.328060 (lr=1.4439e-04) (hash(x)=24326286) +1455 train 7.320899 (lr=1.4435e-04) (hash(x)=23501481) +1456 train 7.565102 (lr=1.4431e-04) (hash(x)=26397938) +1457 train 7.502979 (lr=1.4427e-04) (hash(x)=24656430) +1458 train 7.204621 (lr=1.4423e-04) (hash(x)=23494971) +1459 train 7.318266 (lr=1.4419e-04) (hash(x)=23802681) +1460 train 7.351238 (lr=1.4415e-04) (hash(x)=21990153) +1461 train 7.353170 (lr=1.4411e-04) (hash(x)=23496118) +1462 train 7.346035 (lr=1.4407e-04) (hash(x)=24233822) +1463 train 7.685113 (lr=1.4403e-04) (hash(x)=22754988) +1464 train 7.374342 (lr=1.4400e-04) (hash(x)=23116635) +1465 train 7.104214 (lr=1.4396e-04) (hash(x)=21461650) +1466 train 7.216465 (lr=1.4392e-04) (hash(x)=22274473) +1467 train 7.285448 (lr=1.4388e-04) (hash(x)=22183009) +1468 train 7.501563 (lr=1.4384e-04) (hash(x)=24972441) +1469 train 7.260637 (lr=1.4380e-04) (hash(x)=22300616) +1470 train 7.049755 (lr=1.4376e-04) (hash(x)=21443060) +1471 train 7.309996 (lr=1.4372e-04) (hash(x)=23475070) +1472 train 7.239037 (lr=1.4368e-04) (hash(x)=22316810) +1473 train 7.660982 (lr=1.4364e-04) (hash(x)=24508407) +1474 train 7.643448 (lr=1.4360e-04) (hash(x)=24603557) +1475 train 7.299273 (lr=1.4356e-04) (hash(x)=23359061) +1476 train 7.356290 (lr=1.4352e-04) (hash(x)=22950844) +1477 train 7.427423 (lr=1.4348e-04) (hash(x)=22588667) +1478 train 7.562595 (lr=1.4344e-04) (hash(x)=26083526) +1479 train 7.450395 (lr=1.4340e-04) (hash(x)=23609959) +1480 train 7.446028 (lr=1.4336e-04) (hash(x)=24088171) +1481 train 7.454372 (lr=1.4332e-04) (hash(x)=25394852) +1482 train 7.412782 (lr=1.4328e-04) (hash(x)=24503040) +1483 train 7.201322 (lr=1.4324e-04) (hash(x)=22408449) +1484 train 7.467960 (lr=1.4320e-04) (hash(x)=25069325) +1485 train 7.454385 (lr=1.4316e-04) (hash(x)=26947398) +1486 train 6.994683 (lr=1.4312e-04) (hash(x)=17527161) +1487 train 7.350381 (lr=1.4308e-04) (hash(x)=23441847) +1488 train 7.321490 (lr=1.4305e-04) (hash(x)=25592861) +1489 train 7.279153 (lr=1.4301e-04) (hash(x)=23101350) +1490 train 7.274631 (lr=1.4297e-04) (hash(x)=24201380) +1491 train 7.364388 (lr=1.4293e-04) (hash(x)=23676365) +1492 train 7.431999 (lr=1.4289e-04) (hash(x)=26668088) +1493 train 7.576726 (lr=1.4285e-04) (hash(x)=26488811) +1494 train 7.542120 (lr=1.4281e-04) (hash(x)=27248109) +1495 train 7.545668 (lr=1.4277e-04) (hash(x)=23096292) +1496 train 7.492508 (lr=1.4273e-04) (hash(x)=22101981) +1497 train 7.653487 (lr=1.4269e-04) (hash(x)=24512380) +1498 train 7.489461 (lr=1.4265e-04) (hash(x)=25367738) +1499 train 7.478038 (lr=1.4261e-04) (hash(x)=27706294) +1500 val loss 7.4395 +1500 val perplexity 1701.9426 +1500 train 7.560526 (lr=1.4257e-04) (hash(x)=24154026) +1501 train 7.275105 (lr=1.4253e-04) (hash(x)=21892472) +1502 train 7.357285 (lr=1.4249e-04) (hash(x)=23662543) +1503 train 7.424139 (lr=1.4245e-04) (hash(x)=26171093) +1504 train 7.454941 (lr=1.4241e-04) (hash(x)=25974292) +1505 train 7.276011 (lr=1.4237e-04) (hash(x)=23191101) +1506 train 7.543943 (lr=1.4233e-04) (hash(x)=26498861) +1507 train 8.070177 (lr=1.4229e-04) (hash(x)=34946941) +1508 train 7.660355 (lr=1.4225e-04) (hash(x)=25442719) +1509 train 7.479774 (lr=1.4221e-04) (hash(x)=25569942) +1510 train 7.195430 (lr=1.4216e-04) (hash(x)=21265828) +1511 train 7.063999 (lr=1.4212e-04) (hash(x)=20060838) +1512 train 7.255205 (lr=1.4208e-04) (hash(x)=22588251) +1513 train 7.266685 (lr=1.4204e-04) (hash(x)=24581020) +1514 train 7.247632 (lr=1.4200e-04) (hash(x)=21882493) +1515 train 7.234220 (lr=1.4196e-04) (hash(x)=21591702) +1516 train 7.212352 (lr=1.4192e-04) (hash(x)=19813285) +1517 train 7.305759 (lr=1.4188e-04) (hash(x)=21870012) +1518 train 7.374767 (lr=1.4184e-04) (hash(x)=26895498) +1519 train 7.415718 (lr=1.4180e-04) (hash(x)=25451055) +1520 train 7.442575 (lr=1.4176e-04) (hash(x)=25395865) +1521 train 6.883119 (lr=1.4172e-04) (hash(x)=18989695) +1522 train 6.761581 (lr=1.4168e-04) (hash(x)=17040678) +1523 train 6.920510 (lr=1.4164e-04) (hash(x)=18691455) +1524 train 7.072006 (lr=1.4160e-04) (hash(x)=19017167) +1525 train 7.386132 (lr=1.4156e-04) (hash(x)=22406503) +1526 train 7.532729 (lr=1.4152e-04) (hash(x)=23036138) +1527 train 7.434192 (lr=1.4148e-04) (hash(x)=24934792) +1528 train 7.428563 (lr=1.4144e-04) (hash(x)=22843127) +1529 train 7.356098 (lr=1.4140e-04) (hash(x)=24249677) +1530 train 7.219137 (lr=1.4136e-04) (hash(x)=23318555) +1531 train 7.236293 (lr=1.4132e-04) (hash(x)=23864361) +1532 train 7.149703 (lr=1.4128e-04) (hash(x)=20242060) +1533 train 7.297910 (lr=1.4124e-04) (hash(x)=21549554) +1534 train 7.161589 (lr=1.4119e-04) (hash(x)=21642024) +1535 train 7.631244 (lr=1.4115e-04) (hash(x)=25367597) +1536 train 7.781250 (lr=1.4111e-04) (hash(x)=27224144) +1537 train 7.331621 (lr=1.4107e-04) (hash(x)=24409290) +1538 train 7.355429 (lr=1.4103e-04) (hash(x)=24987180) +1539 train 7.330681 (lr=1.4099e-04) (hash(x)=27016702) +1540 train 7.519827 (lr=1.4095e-04) (hash(x)=25819636) +1541 train 7.485761 (lr=1.4091e-04) (hash(x)=25520453) +1542 train 7.223367 (lr=1.4087e-04) (hash(x)=23580496) +1543 train 7.474927 (lr=1.4083e-04) (hash(x)=25022148) +1544 train 7.523913 (lr=1.4079e-04) (hash(x)=25447327) +1545 train 7.474521 (lr=1.4075e-04) (hash(x)=25010319) +1546 train 7.385706 (lr=1.4071e-04) (hash(x)=25511777) +1547 train 7.330275 (lr=1.4066e-04) (hash(x)=24459012) +1548 train 7.365376 (lr=1.4062e-04) (hash(x)=25082785) +1549 train 7.455945 (lr=1.4058e-04) (hash(x)=26528670) +1550 val loss 7.4013 +1550 val perplexity 1638.0367 +1550 train 7.412040 (lr=1.4054e-04) (hash(x)=26684367) +1551 train 7.384812 (lr=1.4050e-04) (hash(x)=25431365) +1552 train 7.361571 (lr=1.4046e-04) (hash(x)=24802747) +1553 train 7.183940 (lr=1.4042e-04) (hash(x)=24229522) +1554 train 7.397676 (lr=1.4038e-04) (hash(x)=24757176) +1555 train 7.535832 (lr=1.4034e-04) (hash(x)=25958785) +1556 train 7.523331 (lr=1.4030e-04) (hash(x)=26810735) +1557 train 7.203414 (lr=1.4026e-04) (hash(x)=22882640) +1558 train 7.622336 (lr=1.4021e-04) (hash(x)=27220057) +1559 train 7.890242 (lr=1.4017e-04) (hash(x)=29307788) +1560 train 7.368806 (lr=1.4013e-04) (hash(x)=25214030) +1561 train 7.196280 (lr=1.4009e-04) (hash(x)=23167825) +1562 train 7.275370 (lr=1.4005e-04) (hash(x)=24658511) +1563 train 7.434697 (lr=1.4001e-04) (hash(x)=24965435) +1564 train 7.222362 (lr=1.3997e-04) (hash(x)=23620579) +1565 train 7.198126 (lr=1.3993e-04) (hash(x)=23772949) +1566 train 7.371027 (lr=1.3989e-04) (hash(x)=23807939) +1567 train 7.552123 (lr=1.3984e-04) (hash(x)=25651929) +1568 train 7.478293 (lr=1.3980e-04) (hash(x)=25549933) +1569 train 7.220715 (lr=1.3976e-04) (hash(x)=23146724) +1570 train 7.287602 (lr=1.3972e-04) (hash(x)=24099275) +1571 train 7.478833 (lr=1.3968e-04) (hash(x)=28451031) +1572 train 7.561061 (lr=1.3964e-04) (hash(x)=25488511) +1573 train 7.322216 (lr=1.3960e-04) (hash(x)=23796771) +1574 train 7.383939 (lr=1.3956e-04) (hash(x)=22642764) +1575 train 7.483189 (lr=1.3951e-04) (hash(x)=26312387) +1576 train 7.313710 (lr=1.3947e-04) (hash(x)=22486223) +1577 train 7.268680 (lr=1.3943e-04) (hash(x)=21257377) +1578 train 7.440163 (lr=1.3939e-04) (hash(x)=24328365) +1579 train 7.485861 (lr=1.3935e-04) (hash(x)=25326650) +1580 train 7.466527 (lr=1.3931e-04) (hash(x)=26484837) +1581 train 7.263316 (lr=1.3927e-04) (hash(x)=24605603) +1582 train 7.339973 (lr=1.3922e-04) (hash(x)=24668537) +1583 train 7.258818 (lr=1.3918e-04) (hash(x)=23804913) +1584 train 7.522202 (lr=1.3914e-04) (hash(x)=23615391) +1585 train 7.474601 (lr=1.3910e-04) (hash(x)=24322926) +1586 train 7.312108 (lr=1.3906e-04) (hash(x)=19753104) +1587 train 7.703538 (lr=1.3902e-04) (hash(x)=25537529) +1588 train 7.142275 (lr=1.3897e-04) (hash(x)=22835476) +1589 train 7.287524 (lr=1.3893e-04) (hash(x)=25707197) +1590 train 7.287836 (lr=1.3889e-04) (hash(x)=24191203) +1591 train 7.568382 (lr=1.3885e-04) (hash(x)=26115519) +1592 train 7.433041 (lr=1.3881e-04) (hash(x)=25781547) +1593 train 7.298982 (lr=1.3877e-04) (hash(x)=24850654) +1594 train 7.241085 (lr=1.3873e-04) (hash(x)=23300928) +1595 train 7.461600 (lr=1.3868e-04) (hash(x)=25494804) +1596 train 7.515242 (lr=1.3864e-04) (hash(x)=28169410) +1597 train 7.278023 (lr=1.3860e-04) (hash(x)=21972022) +1598 train 7.829479 (lr=1.3856e-04) (hash(x)=27687290) +1599 train 7.730544 (lr=1.3852e-04) (hash(x)=23210747) +1600 val loss 7.5002 +1600 val perplexity 1808.4374 +1600 train 7.704328 (lr=1.3847e-04) (hash(x)=20362758) +1601 train 7.496090 (lr=1.3843e-04) (hash(x)=17064773) +1602 train 7.489933 (lr=1.3839e-04) (hash(x)=17173694) +1603 train 7.576286 (lr=1.3835e-04) (hash(x)=15717069) +1604 train 7.657100 (lr=1.3831e-04) (hash(x)=15117973) +1605 train 7.450172 (lr=1.3827e-04) (hash(x)=16189636) +1606 train 7.401737 (lr=1.3822e-04) (hash(x)=16552095) +1607 train 7.298122 (lr=1.3818e-04) (hash(x)=18463712) +1608 train 7.496610 (lr=1.3814e-04) (hash(x)=17572155) +1609 train 7.467124 (lr=1.3810e-04) (hash(x)=19970072) +1610 train 7.488989 (lr=1.3806e-04) (hash(x)=20463871) +1611 train 7.530286 (lr=1.3801e-04) (hash(x)=20705573) +1612 train 7.330484 (lr=1.3797e-04) (hash(x)=24441646) +1613 train 7.489088 (lr=1.3793e-04) (hash(x)=22913147) +1614 train 7.594061 (lr=1.3789e-04) (hash(x)=23081598) +1615 train 7.364847 (lr=1.3785e-04) (hash(x)=23245699) +1616 train 7.342401 (lr=1.3780e-04) (hash(x)=23003072) +1617 train 7.602946 (lr=1.3776e-04) (hash(x)=27121904) +1618 train 7.370474 (lr=1.3772e-04) (hash(x)=25092305) +1619 train 7.394719 (lr=1.3768e-04) (hash(x)=23444521) +1620 train 7.408315 (lr=1.3764e-04) (hash(x)=22130531) +1621 train 7.215923 (lr=1.3759e-04) (hash(x)=20917937) +1622 train 7.315752 (lr=1.3755e-04) (hash(x)=22526838) +1623 train 7.401318 (lr=1.3751e-04) (hash(x)=21770300) +1624 train 8.474774 (lr=1.3747e-04) (hash(x)=22333537) +1625 train 8.529800 (lr=1.3743e-04) (hash(x)=24642519) +1626 train 7.700308 (lr=1.3738e-04) (hash(x)=25199038) +1627 train 7.461395 (lr=1.3734e-04) (hash(x)=23334569) +1628 train 7.316646 (lr=1.3730e-04) (hash(x)=23785360) +1629 train 7.018476 (lr=1.3726e-04) (hash(x)=21796200) +1630 train 7.076799 (lr=1.3721e-04) (hash(x)=22389081) +1631 train 7.350070 (lr=1.3717e-04) (hash(x)=25387532) +1632 train 6.986015 (lr=1.3713e-04) (hash(x)=17247578) +1633 train 7.303008 (lr=1.3709e-04) (hash(x)=22203733) +1634 train 7.544549 (lr=1.3704e-04) (hash(x)=24387455) +1635 train 7.997051 (lr=1.3700e-04) (hash(x)=29466743) +1636 train 7.399599 (lr=1.3696e-04) (hash(x)=25354152) +1637 train 7.435346 (lr=1.3692e-04) (hash(x)=21756102) +1638 train 7.443513 (lr=1.3688e-04) (hash(x)=23544029) +1639 train 7.567232 (lr=1.3683e-04) (hash(x)=27718703) +1640 train 7.531665 (lr=1.3679e-04) (hash(x)=25697138) +1641 train 7.385054 (lr=1.3675e-04) (hash(x)=22978681) +1642 train 7.890514 (lr=1.3671e-04) (hash(x)=29527067) +1643 train 7.067931 (lr=1.3666e-04) (hash(x)=17631973) +1644 train 7.435549 (lr=1.3662e-04) (hash(x)=24860172) +1645 train 7.753891 (lr=1.3658e-04) (hash(x)=27947891) +1646 train 7.393486 (lr=1.3654e-04) (hash(x)=23819556) +1647 train 7.471741 (lr=1.3649e-04) (hash(x)=27661052) +1648 train 7.204872 (lr=1.3645e-04) (hash(x)=23014209) +1649 train 7.184966 (lr=1.3641e-04) (hash(x)=23061452) +1650 val loss 7.4361 +1650 val perplexity 1696.1604 +1650 train 7.312357 (lr=1.3637e-04) (hash(x)=21949051) +1651 train 7.341793 (lr=1.3632e-04) (hash(x)=22244096) +1652 train 7.330606 (lr=1.3628e-04) (hash(x)=25997585) +1653 train 7.429565 (lr=1.3624e-04) (hash(x)=25389713) +1654 train 7.380591 (lr=1.3620e-04) (hash(x)=24390520) +1655 train 7.601047 (lr=1.3615e-04) (hash(x)=26538928) +1656 train 7.503575 (lr=1.3611e-04) (hash(x)=28708088) +1657 train 7.574033 (lr=1.3607e-04) (hash(x)=25685569) +1658 train 7.180754 (lr=1.3602e-04) (hash(x)=22163531) +1659 train 7.314401 (lr=1.3598e-04) (hash(x)=26256802) +1660 train 7.741277 (lr=1.3594e-04) (hash(x)=30016026) +1661 train 7.361937 (lr=1.3590e-04) (hash(x)=24412323) +1662 train 7.466187 (lr=1.3585e-04) (hash(x)=24722307) +1663 train 7.366863 (lr=1.3581e-04) (hash(x)=21772654) +1664 train 7.250159 (lr=1.3577e-04) (hash(x)=24984527) +1665 train 7.373741 (lr=1.3572e-04) (hash(x)=25456825) +1666 train 7.705855 (lr=1.3568e-04) (hash(x)=24383976) +1667 train 7.608040 (lr=1.3564e-04) (hash(x)=25026277) +1668 train 7.589437 (lr=1.3560e-04) (hash(x)=28121715) +1669 train 7.576120 (lr=1.3555e-04) (hash(x)=26855439) +1670 train 7.574219 (lr=1.3551e-04) (hash(x)=33370924) +1671 train 7.511421 (lr=1.3547e-04) (hash(x)=26263254) +1672 train 7.905762 (lr=1.3542e-04) (hash(x)=29958158) +1673 train 7.243889 (lr=1.3538e-04) (hash(x)=21917396) +1674 train 7.386362 (lr=1.3534e-04) (hash(x)=24196295) +1675 train 7.418827 (lr=1.3530e-04) (hash(x)=24726314) +1676 train 7.208786 (lr=1.3525e-04) (hash(x)=22137742) +1677 train 7.325437 (lr=1.3521e-04) (hash(x)=24375100) +1678 train 7.285460 (lr=1.3517e-04) (hash(x)=23965039) +1679 train 7.352848 (lr=1.3512e-04) (hash(x)=23552356) +1680 train 7.301996 (lr=1.3508e-04) (hash(x)=26136969) +1681 train 7.550371 (lr=1.3504e-04) (hash(x)=25343112) +1682 train 7.236092 (lr=1.3499e-04) (hash(x)=22831508) +1683 train 7.493947 (lr=1.3495e-04) (hash(x)=26699819) +1684 train 7.605234 (lr=1.3491e-04) (hash(x)=25435504) +1685 train 7.750198 (lr=1.3487e-04) (hash(x)=25218858) +1686 train 8.341754 (lr=1.3482e-04) (hash(x)=25664448) +1687 train 7.430164 (lr=1.3478e-04) (hash(x)=22707141) +1688 train 7.614229 (lr=1.3474e-04) (hash(x)=28001383) +1689 train 7.820273 (lr=1.3469e-04) (hash(x)=29168269) +1690 train 7.756119 (lr=1.3465e-04) (hash(x)=29637522) +1691 train 7.756197 (lr=1.3461e-04) (hash(x)=25676149) +1692 train 7.262002 (lr=1.3456e-04) (hash(x)=20919831) +1693 train 7.447970 (lr=1.3452e-04) (hash(x)=24324401) +1694 train 7.511163 (lr=1.3448e-04) (hash(x)=26862625) +1695 train 7.856267 (lr=1.3443e-04) (hash(x)=34234481) +1696 train 7.458492 (lr=1.3439e-04) (hash(x)=27415195) +1697 train 7.333023 (lr=1.3435e-04) (hash(x)=24511386) +1698 train 7.436931 (lr=1.3430e-04) (hash(x)=26904299) +1699 train 7.310135 (lr=1.3426e-04) (hash(x)=25401624) +1700 val loss 7.4222 +1700 val perplexity 1672.6691 +1700 train 7.376378 (lr=1.3422e-04) (hash(x)=26498489) +1701 train 7.363742 (lr=1.3417e-04) (hash(x)=22340685) +1702 train 7.459552 (lr=1.3413e-04) (hash(x)=26396757) +1703 train 7.950932 (lr=1.3409e-04) (hash(x)=35008670) +1704 train 7.735740 (lr=1.3404e-04) (hash(x)=31782020) +1705 train 7.632914 (lr=1.3400e-04) (hash(x)=29662286) +1706 train 7.775246 (lr=1.3396e-04) (hash(x)=34215782) +1707 train 7.361164 (lr=1.3391e-04) (hash(x)=25682280) +1708 train 7.636867 (lr=1.3387e-04) (hash(x)=27109048) +1709 train 7.681404 (lr=1.3383e-04) (hash(x)=27686498) +1710 train 7.449333 (lr=1.3378e-04) (hash(x)=24247565) +1711 train 7.483139 (lr=1.3374e-04) (hash(x)=25891543) +1712 train 7.538856 (lr=1.3370e-04) (hash(x)=26436778) +1713 train 7.277702 (lr=1.3365e-04) (hash(x)=22538881) +1714 train 7.271491 (lr=1.3361e-04) (hash(x)=21993512) +1715 train 7.633759 (lr=1.3356e-04) (hash(x)=25962407) +1716 train 7.442111 (lr=1.3352e-04) (hash(x)=24130284) +1717 train 7.287839 (lr=1.3348e-04) (hash(x)=24819073) +1718 train 7.179162 (lr=1.3343e-04) (hash(x)=23496648) +1719 train 7.286273 (lr=1.3339e-04) (hash(x)=21971224) +1720 train 7.166780 (lr=1.3335e-04) (hash(x)=21498081) +1721 train 7.248860 (lr=1.3330e-04) (hash(x)=20951317) +1722 train 7.703075 (lr=1.3326e-04) (hash(x)=28848134) +1723 train 7.718941 (lr=1.3322e-04) (hash(x)=30838142) +1724 train 7.658688 (lr=1.3317e-04) (hash(x)=28844392) +1725 train 7.282221 (lr=1.3313e-04) (hash(x)=23102419) +1726 train 7.376441 (lr=1.3308e-04) (hash(x)=22374479) +1727 train 7.585250 (lr=1.3304e-04) (hash(x)=27312186) +1728 train 7.913620 (lr=1.3300e-04) (hash(x)=34362559) +1729 train 7.801359 (lr=1.3295e-04) (hash(x)=30920030) +1730 train 7.251755 (lr=1.3291e-04) (hash(x)=23684126) +1731 train 7.501108 (lr=1.3287e-04) (hash(x)=23657081) +1732 train 7.682376 (lr=1.3282e-04) (hash(x)=28463299) +1733 train 7.896260 (lr=1.3278e-04) (hash(x)=35351214) +1734 train 7.541635 (lr=1.3273e-04) (hash(x)=28855662) +1735 train 7.173743 (lr=1.3269e-04) (hash(x)=22163749) +1736 train 7.164291 (lr=1.3265e-04) (hash(x)=22024585) +1737 train 7.289029 (lr=1.3260e-04) (hash(x)=24629160) +1738 train 7.360078 (lr=1.3256e-04) (hash(x)=25220941) +1739 train 7.301283 (lr=1.3251e-04) (hash(x)=24829818) +1740 train 7.612050 (lr=1.3247e-04) (hash(x)=28453898) +1741 train 7.632788 (lr=1.3243e-04) (hash(x)=25424550) +1742 train 7.332327 (lr=1.3238e-04) (hash(x)=23437814) +1743 train 7.387518 (lr=1.3234e-04) (hash(x)=25942888) +1744 train 7.393232 (lr=1.3229e-04) (hash(x)=24503801) +1745 train 7.667341 (lr=1.3225e-04) (hash(x)=26418501) +1746 train 7.557515 (lr=1.3221e-04) (hash(x)=27177691) +1747 train 7.280486 (lr=1.3216e-04) (hash(x)=23785671) +1748 train 7.680795 (lr=1.3212e-04) (hash(x)=27362772) +1749 train 7.462543 (lr=1.3207e-04) (hash(x)=25097859) +1750 val loss 7.4315 +1750 val perplexity 1688.3856 +1750 train 7.389587 (lr=1.3203e-04) (hash(x)=24662466) +1751 train 7.321479 (lr=1.3199e-04) (hash(x)=25493916) +1752 train 7.425058 (lr=1.3194e-04) (hash(x)=24655868) +1753 train 7.676717 (lr=1.3190e-04) (hash(x)=19819210) +1754 train 7.241341 (lr=1.3185e-04) (hash(x)=21377155) +1755 train 8.037754 (lr=1.3181e-04) (hash(x)=28618702) +1756 train 7.954607 (lr=1.3177e-04) (hash(x)=27324953) +1757 train 7.719275 (lr=1.3172e-04) (hash(x)=29707907) +1758 train 7.511430 (lr=1.3168e-04) (hash(x)=24485921) +1759 train 7.584789 (lr=1.3163e-04) (hash(x)=24289951) +1760 train 7.301276 (lr=1.3159e-04) (hash(x)=22496716) +1761 train 7.414343 (lr=1.3154e-04) (hash(x)=25147026) +1762 train 7.520942 (lr=1.3150e-04) (hash(x)=26851828) +1763 train 7.467570 (lr=1.3146e-04) (hash(x)=26331486) +1764 train 7.336646 (lr=1.3141e-04) (hash(x)=24383054) +1765 train 7.548518 (lr=1.3137e-04) (hash(x)=25885126) +1766 train 7.472592 (lr=1.3132e-04) (hash(x)=25848470) +1767 train 7.279058 (lr=1.3128e-04) (hash(x)=23648671) +1768 train 7.237448 (lr=1.3123e-04) (hash(x)=23168674) +1769 train 7.089664 (lr=1.3119e-04) (hash(x)=20252079) +1770 train 7.307667 (lr=1.3115e-04) (hash(x)=23914287) +1771 train 7.582558 (lr=1.3110e-04) (hash(x)=27292797) +1772 train 6.837204 (lr=1.3106e-04) (hash(x)=16175151) +1773 train 6.951412 (lr=1.3101e-04) (hash(x)=18317379) +1774 train 7.339767 (lr=1.3097e-04) (hash(x)=24464271) +1775 train 7.290137 (lr=1.3092e-04) (hash(x)=24992055) +1776 train 7.996452 (lr=1.3088e-04) (hash(x)=26032451) +1777 train 7.735130 (lr=1.3083e-04) (hash(x)=24734221) +1778 train 7.663188 (lr=1.3079e-04) (hash(x)=25413430) +1779 train 7.507661 (lr=1.3075e-04) (hash(x)=24398330) +1780 train 7.349193 (lr=1.3070e-04) (hash(x)=24568049) +1781 train 7.280458 (lr=1.3066e-04) (hash(x)=23573984) +1782 train 7.490270 (lr=1.3061e-04) (hash(x)=27338410) +1783 train 7.420068 (lr=1.3057e-04) (hash(x)=26005549) +1784 train 7.309238 (lr=1.3052e-04) (hash(x)=24332331) +1785 train 7.179597 (lr=1.3048e-04) (hash(x)=22583878) +1786 train 7.329405 (lr=1.3043e-04) (hash(x)=24599113) +1787 train 7.710964 (lr=1.3039e-04) (hash(x)=30259737) +1788 train 7.528640 (lr=1.3035e-04) (hash(x)=26504237) +1789 train 7.428108 (lr=1.3030e-04) (hash(x)=25196470) +1790 train 7.297270 (lr=1.3026e-04) (hash(x)=23607871) +1791 train 7.244344 (lr=1.3021e-04) (hash(x)=21046554) +1792 train 7.488446 (lr=1.3017e-04) (hash(x)=27285635) +1793 train 7.423909 (lr=1.3012e-04) (hash(x)=25454371) +1794 train 7.500577 (lr=1.3008e-04) (hash(x)=26486575) +1795 train 6.996549 (lr=1.3003e-04) (hash(x)=18773877) +1796 train 7.151802 (lr=1.2999e-04) (hash(x)=22506761) +1797 train 7.372786 (lr=1.2994e-04) (hash(x)=24645168) +1798 train 7.442198 (lr=1.2990e-04) (hash(x)=25046236) +1799 train 7.527833 (lr=1.2985e-04) (hash(x)=26321539) +1800 val loss 7.3647 +1800 val perplexity 1579.2390 +1800 train 7.294153 (lr=1.2981e-04) (hash(x)=24602494) +1801 train 7.473403 (lr=1.2976e-04) (hash(x)=25722713) +1802 train 7.233430 (lr=1.2972e-04) (hash(x)=23711219) +1803 train 7.337627 (lr=1.2967e-04) (hash(x)=22850804) +1804 train 7.648143 (lr=1.2963e-04) (hash(x)=25829388) +1805 train 7.201608 (lr=1.2958e-04) (hash(x)=22503524) +1806 train 7.480284 (lr=1.2954e-04) (hash(x)=26669453) +1807 train 7.388506 (lr=1.2950e-04) (hash(x)=27807872) +1808 train 7.405384 (lr=1.2945e-04) (hash(x)=23543560) +1809 train 7.534522 (lr=1.2941e-04) (hash(x)=25845590) +1810 train 7.330097 (lr=1.2936e-04) (hash(x)=23026635) +1811 train 7.300500 (lr=1.2932e-04) (hash(x)=25545137) +1812 train 7.787979 (lr=1.2927e-04) (hash(x)=27746841) +1813 train 7.176840 (lr=1.2923e-04) (hash(x)=25471231) +1814 train 7.320827 (lr=1.2918e-04) (hash(x)=24333204) +1815 train 7.188788 (lr=1.2914e-04) (hash(x)=21555364) +1816 train 7.379497 (lr=1.2909e-04) (hash(x)=26317977) +1817 train 7.429572 (lr=1.2905e-04) (hash(x)=24474988) +1818 train 7.142627 (lr=1.2900e-04) (hash(x)=21975953) +1819 train 7.751370 (lr=1.2896e-04) (hash(x)=27243798) +1820 train 7.340004 (lr=1.2891e-04) (hash(x)=25097367) +1821 train 7.266430 (lr=1.2887e-04) (hash(x)=24419085) +1822 train 7.197370 (lr=1.2882e-04) (hash(x)=23058837) +1823 train 7.328118 (lr=1.2878e-04) (hash(x)=26325324) +1824 train 7.083718 (lr=1.2873e-04) (hash(x)=20581023) +1825 train 7.398233 (lr=1.2869e-04) (hash(x)=24822111) +1826 train 7.209167 (lr=1.2864e-04) (hash(x)=24336304) +1827 train 7.393932 (lr=1.2860e-04) (hash(x)=26228728) +1828 train 7.486768 (lr=1.2855e-04) (hash(x)=26445781) +1829 train 7.523706 (lr=1.2850e-04) (hash(x)=24707042) +1830 train 7.807457 (lr=1.2846e-04) (hash(x)=27882744) 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(hash(x)=28280878) +1849 train 6.907680 (lr=1.2760e-04) (hash(x)=18961171) +1850 val loss 7.3631 +1850 val perplexity 1576.6394 +1850 train 7.441222 (lr=1.2755e-04) (hash(x)=27146015) +1851 train 7.244522 (lr=1.2751e-04) (hash(x)=22417476) +1852 train 7.396976 (lr=1.2746e-04) (hash(x)=24583152) +1853 train 7.394872 (lr=1.2742e-04) (hash(x)=26364120) +1854 train 7.595724 (lr=1.2737e-04) (hash(x)=25946767) +1855 train 7.422518 (lr=1.2733e-04) (hash(x)=25282897) +1856 train 7.389612 (lr=1.2728e-04) (hash(x)=25154557) +1857 train 7.102435 (lr=1.2724e-04) (hash(x)=22082503) +1858 train 7.136265 (lr=1.2719e-04) (hash(x)=23974606) +1859 train 7.279694 (lr=1.2714e-04) (hash(x)=22278062) +1860 train 7.197147 (lr=1.2710e-04) (hash(x)=19509639) +1861 train 7.459659 (lr=1.2705e-04) (hash(x)=24271468) +1862 train 7.072272 (lr=1.2701e-04) (hash(x)=21943809) +1863 train 7.298233 (lr=1.2696e-04) (hash(x)=26802508) +1864 train 7.866388 (lr=1.2692e-04) (hash(x)=34178409) +1865 train 7.998357 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7.972809 (lr=1.2605e-04) (hash(x)=26301866) +1884 train 7.974260 (lr=1.2600e-04) (hash(x)=30114703) +1885 train 7.503549 (lr=1.2596e-04) (hash(x)=26687040) +1886 train 7.337574 (lr=1.2591e-04) (hash(x)=25810717) +1887 train 7.200400 (lr=1.2587e-04) (hash(x)=22915344) +1888 train 7.489584 (lr=1.2582e-04) (hash(x)=27046189) +1889 train 7.081179 (lr=1.2577e-04) (hash(x)=19831900) +1890 train 7.457016 (lr=1.2573e-04) (hash(x)=27786987) +1891 train 7.340480 (lr=1.2568e-04) (hash(x)=25448318) +1892 train 7.363976 (lr=1.2564e-04) (hash(x)=25166953) +1893 train 7.337472 (lr=1.2559e-04) (hash(x)=24993116) +1894 train 7.415874 (lr=1.2554e-04) (hash(x)=25748002) +1895 train 7.630393 (lr=1.2550e-04) (hash(x)=24744383) +1896 train 7.362844 (lr=1.2545e-04) (hash(x)=25560120) +1897 train 7.168564 (lr=1.2541e-04) (hash(x)=23731849) +1898 train 7.222037 (lr=1.2536e-04) (hash(x)=24115851) +1899 train 7.246703 (lr=1.2531e-04) (hash(x)=22835201) +1900 val loss 7.3661 +1900 val perplexity 1581.4961 +1900 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(lr=1.2365e-04) (hash(x)=32201138) +1936 train 7.811399 (lr=1.2360e-04) (hash(x)=28631348) +1937 train 7.929274 (lr=1.2356e-04) (hash(x)=30545133) +1938 train 7.976846 (lr=1.2351e-04) (hash(x)=32136080) +1939 train 8.070162 (lr=1.2347e-04) (hash(x)=30041621) +1940 train 7.842083 (lr=1.2342e-04) (hash(x)=30537181) +1941 train 7.848439 (lr=1.2337e-04) (hash(x)=30371023) +1942 train 8.012519 (lr=1.2333e-04) (hash(x)=30734634) +1943 train 7.913509 (lr=1.2328e-04) (hash(x)=33683468) +1944 train 7.965979 (lr=1.2323e-04) (hash(x)=30472451) +1945 train 7.807639 (lr=1.2319e-04) (hash(x)=29809830) +1946 train 7.520648 (lr=1.2314e-04) (hash(x)=26077593) +1947 train 7.536611 (lr=1.2309e-04) (hash(x)=26837755) +1948 train 7.511886 (lr=1.2305e-04) (hash(x)=23910920) +1949 train 7.494937 (lr=1.2300e-04) (hash(x)=26084089) +1950 val loss 7.4539 +1950 val perplexity 1726.5835 +1950 train 7.649048 (lr=1.2295e-04) (hash(x)=26963533) +1951 train 7.512729 (lr=1.2291e-04) (hash(x)=27498125) +1952 train 7.668167 (lr=1.2286e-04) (hash(x)=29512508) +1953 train 7.968173 (lr=1.2281e-04) (hash(x)=34478395) +1954 train 7.626962 (lr=1.2277e-04) (hash(x)=25357046) +1955 train 7.397356 (lr=1.2272e-04) (hash(x)=22372507) +1956 train 7.350940 (lr=1.2267e-04) (hash(x)=24501779) +1957 train 7.440885 (lr=1.2263e-04) (hash(x)=25638879) +1958 train 7.278697 (lr=1.2258e-04) (hash(x)=24243109) +1959 train 7.255890 (lr=1.2253e-04) (hash(x)=25164318) +1960 train 7.426563 (lr=1.2249e-04) (hash(x)=24139533) +1961 train 7.401627 (lr=1.2244e-04) (hash(x)=27271900) +1962 train 7.255363 (lr=1.2239e-04) (hash(x)=24869232) +1963 train 7.460295 (lr=1.2235e-04) (hash(x)=26562947) +1964 train 7.343060 (lr=1.2230e-04) (hash(x)=26477326) +1965 train 7.430194 (lr=1.2225e-04) (hash(x)=24917192) +1966 train 7.240604 (lr=1.2221e-04) (hash(x)=23110147) +1967 train 7.333519 (lr=1.2216e-04) (hash(x)=25690221) +1968 train 7.696229 (lr=1.2211e-04) (hash(x)=26999273) +1969 train 7.342632 (lr=1.2207e-04) (hash(x)=24807841) 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(hash(x)=23639076) +1988 train 7.591849 (lr=1.2118e-04) (hash(x)=29408797) +1989 train 7.236301 (lr=1.2113e-04) (hash(x)=25107314) +1990 train 9.912897 (lr=1.2108e-04) (hash(x)=49896019) +1991 train 11.438136 (lr=1.2104e-04) (hash(x)=61455960) +1992 train 11.229662 (lr=1.2099e-04) (hash(x)=63788199) +1993 train 11.237889 (lr=1.2094e-04) (hash(x)=63899424) +1994 train 10.863112 (lr=1.2090e-04) (hash(x)=66412689) +1995 train 10.474298 (lr=1.2085e-04) (hash(x)=65636572) +1996 train 10.566432 (lr=1.2080e-04) (hash(x)=69649789) +1997 train 10.292286 (lr=1.2075e-04) (hash(x)=71578682) +1998 train 9.365236 (lr=1.2071e-04) (hash(x)=58341730) +1999 train 9.325644 (lr=1.2066e-04) (hash(x)=61104710) +2000 val loss 7.9117 +2000 val perplexity 2728.8899 +2000 train 8.855469 (lr=1.2061e-04) (hash(x)=52865322) +2001 train 8.079599 (lr=1.2057e-04) (hash(x)=23633693) +2002 train 7.978702 (lr=1.2052e-04) (hash(x)=25297571) +2003 train 8.186925 (lr=1.2047e-04) (hash(x)=24123821) +2004 train 7.625070 (lr=1.2043e-04) (hash(x)=20161517) +2005 train 7.541075 (lr=1.2038e-04) (hash(x)=19919984) +2006 train 7.505931 (lr=1.2033e-04) (hash(x)=18626507) +2007 train 7.655183 (lr=1.2028e-04) (hash(x)=20881126) +2008 train 7.798659 (lr=1.2024e-04) (hash(x)=26261448) +2009 train 7.837010 (lr=1.2019e-04) (hash(x)=27528050) +2010 train 7.788756 (lr=1.2014e-04) (hash(x)=26692097) +2011 train 7.494016 (lr=1.2010e-04) (hash(x)=23209969) +2012 train 7.489850 (lr=1.2005e-04) (hash(x)=26083446) +2013 train 7.697148 (lr=1.2000e-04) (hash(x)=28426467) +2014 train 7.497954 (lr=1.1995e-04) (hash(x)=26158154) +2015 train 7.629360 (lr=1.1991e-04) (hash(x)=26920243) +2016 train 7.309239 (lr=1.1986e-04) (hash(x)=21365321) +2017 train 7.441122 (lr=1.1981e-04) (hash(x)=25730699) +2018 train 7.510684 (lr=1.1976e-04) (hash(x)=25177106) +2019 train 7.423962 (lr=1.1972e-04) (hash(x)=26127756) +2020 train 7.011518 (lr=1.1967e-04) (hash(x)=19770037) +2021 train 7.507832 (lr=1.1962e-04) (hash(x)=26479346) +2022 train 7.458675 (lr=1.1958e-04) (hash(x)=25967643) +2023 train 7.407541 (lr=1.1953e-04) (hash(x)=21970343) +2024 train 7.654686 (lr=1.1948e-04) (hash(x)=26449648) +2025 train 7.500347 (lr=1.1943e-04) (hash(x)=24874094) +2026 train 7.176230 (lr=1.1939e-04) (hash(x)=21399697) +2027 train 7.360363 (lr=1.1934e-04) (hash(x)=24097897) +2028 train 7.395717 (lr=1.1929e-04) (hash(x)=24453548) +2029 train 7.561197 (lr=1.1924e-04) (hash(x)=26692093) +2030 train 7.351059 (lr=1.1920e-04) (hash(x)=27217002) +2031 train 7.740406 (lr=1.1915e-04) (hash(x)=31676352) +2032 train 7.468366 (lr=1.1910e-04) (hash(x)=23396350) +2033 train 7.445015 (lr=1.1906e-04) (hash(x)=26245173) +2034 train 7.514600 (lr=1.1901e-04) (hash(x)=24821033) +2035 train 7.527279 (lr=1.1896e-04) (hash(x)=23908053) +2036 train 7.298473 (lr=1.1891e-04) (hash(x)=23469373) +2037 train 7.380864 (lr=1.1887e-04) (hash(x)=24102198) +2038 train 7.352796 (lr=1.1882e-04) (hash(x)=24712135) +2039 train 7.639998 (lr=1.1877e-04) (hash(x)=25600562) 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(hash(x)=25169889) +2057 train 7.878274 (lr=1.1792e-04) (hash(x)=28395880) +2058 train 7.853917 (lr=1.1787e-04) (hash(x)=29603726) +2059 train 7.430439 (lr=1.1782e-04) (hash(x)=26271115) +2060 train 7.441171 (lr=1.1777e-04) (hash(x)=25616212) +2061 train 7.485559 (lr=1.1773e-04) (hash(x)=26398325) +2062 train 7.204460 (lr=1.1768e-04) (hash(x)=23836586) +2063 train 7.173157 (lr=1.1763e-04) (hash(x)=21727744) +2064 train 7.344553 (lr=1.1758e-04) (hash(x)=25183195) +2065 train 7.489879 (lr=1.1753e-04) (hash(x)=27108132) +2066 train 7.204456 (lr=1.1749e-04) (hash(x)=20987812) +2067 train 7.485973 (lr=1.1744e-04) (hash(x)=22729318) +2068 train 7.293035 (lr=1.1739e-04) (hash(x)=23129709) +2069 train 7.819581 (lr=1.1734e-04) (hash(x)=32820084) +2070 train 7.884805 (lr=1.1730e-04) (hash(x)=33763489) +2071 train 7.337833 (lr=1.1725e-04) (hash(x)=20701998) +2072 train 7.580760 (lr=1.1720e-04) (hash(x)=27765988) +2073 train 7.284601 (lr=1.1715e-04) (hash(x)=24157446) +2074 train 7.236191 (lr=1.1711e-04) (hash(x)=22014978) +2075 train 7.749338 (lr=1.1706e-04) (hash(x)=27928398) +2076 train 7.581909 (lr=1.1701e-04) (hash(x)=27880142) +2077 train 7.877622 (lr=1.1696e-04) (hash(x)=34991795) +2078 train 7.459192 (lr=1.1691e-04) (hash(x)=25944128) +2079 train 7.209828 (lr=1.1687e-04) (hash(x)=20863982) +2080 train 7.600395 (lr=1.1682e-04) (hash(x)=28036097) +2081 train 7.613341 (lr=1.1677e-04) (hash(x)=25813615) +2082 train 7.117595 (lr=1.1672e-04) (hash(x)=22862316) +2083 train 7.127805 (lr=1.1668e-04) (hash(x)=22827054) +2084 train 7.221850 (lr=1.1663e-04) (hash(x)=23996531) +2085 train 7.348990 (lr=1.1658e-04) (hash(x)=25756087) +2086 train 7.398856 (lr=1.1653e-04) (hash(x)=23165889) +2087 train 7.581996 (lr=1.1648e-04) (hash(x)=25084926) +2088 train 7.443765 (lr=1.1644e-04) (hash(x)=26063862) +2089 train 7.448564 (lr=1.1639e-04) (hash(x)=27843638) +2090 train 7.731669 (lr=1.1634e-04) (hash(x)=27375554) +2091 train 7.464008 (lr=1.1629e-04) (hash(x)=25540961) +2092 train 7.183073 (lr=1.1625e-04) (hash(x)=22933785) +2093 train 7.376108 (lr=1.1620e-04) (hash(x)=23996956) +2094 train 7.103423 (lr=1.1615e-04) (hash(x)=22915854) +2095 train 7.373146 (lr=1.1610e-04) (hash(x)=24412897) +2096 train 7.426370 (lr=1.1605e-04) (hash(x)=25152336) +2097 train 7.680487 (lr=1.1601e-04) (hash(x)=29525589) +2098 train 7.497314 (lr=1.1596e-04) (hash(x)=26435656) +2099 train 7.420951 (lr=1.1591e-04) (hash(x)=26269869) +2100 val loss 7.3670 +2100 val perplexity 1582.8193 +2100 train 7.189816 (lr=1.1586e-04) (hash(x)=23856783) +2101 train 7.448958 (lr=1.1581e-04) (hash(x)=26039611) +2102 train 7.188949 (lr=1.1577e-04) (hash(x)=25048861) +2103 train 7.289485 (lr=1.1572e-04) (hash(x)=25434913) +2104 train 7.474556 (lr=1.1567e-04) (hash(x)=24203891) +2105 train 7.364994 (lr=1.1562e-04) (hash(x)=26016998) +2106 train 7.487145 (lr=1.1557e-04) (hash(x)=23986767) +2107 train 7.364658 (lr=1.1553e-04) (hash(x)=25157653) +2108 train 7.513024 (lr=1.1548e-04) (hash(x)=30193751) +2109 train 7.363796 (lr=1.1543e-04) (hash(x)=22630574) +2110 train 7.243695 (lr=1.1538e-04) (hash(x)=23475467) +2111 train 7.541684 (lr=1.1533e-04) (hash(x)=26302544) +2112 train 7.317202 (lr=1.1529e-04) (hash(x)=21276592) +2113 train 7.541671 (lr=1.1524e-04) (hash(x)=27566393) +2114 train 7.319599 (lr=1.1519e-04) (hash(x)=25028015) +2115 train 7.098334 (lr=1.1514e-04) (hash(x)=22010703) +2116 train 7.431436 (lr=1.1509e-04) (hash(x)=23711709) +2117 train 7.476070 (lr=1.1505e-04) (hash(x)=26105026) +2118 train 7.835327 (lr=1.1500e-04) (hash(x)=34433894) +2119 train 7.904265 (lr=1.1495e-04) (hash(x)=34976197) +2120 train 7.393701 (lr=1.1490e-04) (hash(x)=27690727) +2121 train 7.256114 (lr=1.1485e-04) (hash(x)=24368234) +2122 train 7.291252 (lr=1.1481e-04) (hash(x)=25095726) +2123 train 7.454819 (lr=1.1476e-04) (hash(x)=28248301) +2124 train 7.263748 (lr=1.1471e-04) (hash(x)=23322302) +2125 train 7.680810 (lr=1.1466e-04) (hash(x)=26416200) +2126 train 7.334859 (lr=1.1461e-04) (hash(x)=26577567) +2127 train 7.406793 (lr=1.1457e-04) (hash(x)=23870805) +2128 train 7.323041 (lr=1.1452e-04) (hash(x)=25440544) +2129 train 7.442914 (lr=1.1447e-04) (hash(x)=25795021) +2130 train 7.339134 (lr=1.1442e-04) (hash(x)=20896402) +2131 train 7.366426 (lr=1.1437e-04) (hash(x)=24457252) +2132 train 7.398880 (lr=1.1432e-04) (hash(x)=25926760) +2133 train 7.265929 (lr=1.1428e-04) (hash(x)=23503725) +2134 train 7.796257 (lr=1.1423e-04) (hash(x)=28728828) +2135 train 7.337291 (lr=1.1418e-04) (hash(x)=25041103) +2136 train 7.364822 (lr=1.1413e-04) (hash(x)=22863770) +2137 train 7.205965 (lr=1.1408e-04) (hash(x)=23037755) +2138 train 7.431610 (lr=1.1404e-04) (hash(x)=25848413) +2139 train 7.533794 (lr=1.1399e-04) (hash(x)=25998487) +2140 train 7.381549 (lr=1.1394e-04) (hash(x)=22754440) +2141 train 7.584579 (lr=1.1389e-04) (hash(x)=27705382) +2142 train 7.556447 (lr=1.1384e-04) (hash(x)=27629095) +2143 train 7.505515 (lr=1.1379e-04) (hash(x)=26041745) +2144 train 7.234375 (lr=1.1375e-04) (hash(x)=21909712) +2145 train 7.422601 (lr=1.1370e-04) (hash(x)=24353905) +2146 train 7.384812 (lr=1.1365e-04) (hash(x)=24482587) +2147 train 7.502951 (lr=1.1360e-04) (hash(x)=27249810) +2148 train 7.623336 (lr=1.1355e-04) (hash(x)=26709938) +2149 train 7.304903 (lr=1.1350e-04) (hash(x)=23831457) +2150 val loss 7.4133 +2150 val perplexity 1657.8118 +2150 train 7.621368 (lr=1.1346e-04) (hash(x)=29776243) +2151 train 7.188529 (lr=1.1341e-04) (hash(x)=24068619) +2152 train 7.424304 (lr=1.1336e-04) (hash(x)=22208671) +2153 train 7.548386 (lr=1.1331e-04) (hash(x)=26680905) +2154 train 7.399396 (lr=1.1326e-04) (hash(x)=23567808) +2155 train 7.594913 (lr=1.1321e-04) (hash(x)=26359528) +2156 train 7.388525 (lr=1.1317e-04) (hash(x)=23787652) +2157 train 7.650788 (lr=1.1312e-04) (hash(x)=28347177) +2158 train 7.356441 (lr=1.1307e-04) (hash(x)=25266519) +2159 train 7.258649 (lr=1.1302e-04) (hash(x)=25441262) +2160 train 7.234974 (lr=1.1297e-04) (hash(x)=23959943) +2161 train 7.454846 (lr=1.1292e-04) (hash(x)=27888093) +2162 train 7.332736 (lr=1.1288e-04) (hash(x)=25547833) +2163 train 7.288547 (lr=1.1283e-04) (hash(x)=24413659) +2164 train 8.588178 (lr=1.1278e-04) (hash(x)=34397626) +2165 train 7.272378 (lr=1.1273e-04) (hash(x)=21159323) +2166 train 7.457504 (lr=1.1268e-04) (hash(x)=25360269) +2167 train 7.484938 (lr=1.1263e-04) (hash(x)=29181867) +2168 train 7.285491 (lr=1.1259e-04) (hash(x)=22501613) +2169 train 7.375756 (lr=1.1254e-04) (hash(x)=26469077) +2170 train 7.349684 (lr=1.1249e-04) (hash(x)=26665118) +2171 train 7.980010 (lr=1.1244e-04) (hash(x)=31551575) +2172 train 7.338739 (lr=1.1239e-04) (hash(x)=24803935) +2173 train 7.227844 (lr=1.1234e-04) (hash(x)=20896465) +2174 train 7.673533 (lr=1.1230e-04) (hash(x)=25702284) +2175 train 7.661922 (lr=1.1225e-04) (hash(x)=27093757) +2176 train 7.396915 (lr=1.1220e-04) (hash(x)=26024255) +2177 train 7.542799 (lr=1.1215e-04) (hash(x)=26443521) +2178 train 7.504064 (lr=1.1210e-04) (hash(x)=25478467) +2179 train 7.336730 (lr=1.1205e-04) (hash(x)=23624298) +2180 train 7.486169 (lr=1.1200e-04) (hash(x)=27304178) +2181 train 7.224911 (lr=1.1196e-04) (hash(x)=23016570) +2182 train 7.162038 (lr=1.1191e-04) (hash(x)=21073756) +2183 train 7.238458 (lr=1.1186e-04) (hash(x)=25150275) +2184 train 7.030788 (lr=1.1181e-04) (hash(x)=21004187) +2185 train 7.296649 (lr=1.1176e-04) (hash(x)=25876062) +2186 train 7.264340 (lr=1.1171e-04) (hash(x)=24221275) +2187 train 7.520920 (lr=1.1166e-04) (hash(x)=26239886) +2188 train 7.212643 (lr=1.1162e-04) (hash(x)=23299261) +2189 train 7.641814 (lr=1.1157e-04) (hash(x)=31024703) +2190 train 7.767438 (lr=1.1152e-04) (hash(x)=30084774) +2191 train 8.076392 (lr=1.1147e-04) (hash(x)=33457102) +2192 train 7.252056 (lr=1.1142e-04) (hash(x)=22423723) +2193 train 7.283824 (lr=1.1137e-04) (hash(x)=21989055) +2194 train 7.280493 (lr=1.1133e-04) (hash(x)=23286499) +2195 train 7.213022 (lr=1.1128e-04) (hash(x)=17499738) +2196 train 7.302617 (lr=1.1123e-04) (hash(x)=25329557) +2197 train 7.216306 (lr=1.1118e-04) (hash(x)=24195578) +2198 train 7.421781 (lr=1.1113e-04) (hash(x)=26646383) +2199 train 7.290464 (lr=1.1108e-04) (hash(x)=25755322) +2200 val loss 7.3276 +2200 val perplexity 1521.7848 +2200 train 7.369224 (lr=1.1103e-04) (hash(x)=27592223) +2201 train 7.552123 (lr=1.1098e-04) (hash(x)=26164625) +2202 train 7.372417 (lr=1.1094e-04) (hash(x)=21856341) +2203 train 7.278141 (lr=1.1089e-04) (hash(x)=23722795) +2204 train 7.371953 (lr=1.1084e-04) (hash(x)=25409645) +2205 train 7.293007 (lr=1.1079e-04) (hash(x)=23415339) +2206 train 7.261241 (lr=1.1074e-04) (hash(x)=24147928) +2207 train 7.169929 (lr=1.1069e-04) (hash(x)=23630794) +2208 train 7.288058 (lr=1.1064e-04) (hash(x)=27361452) +2209 train 7.297838 (lr=1.1060e-04) (hash(x)=25632158) +2210 train 7.166721 (lr=1.1055e-04) (hash(x)=21159789) +2211 train 7.281692 (lr=1.1050e-04) (hash(x)=23374168) +2212 train 7.319563 (lr=1.1045e-04) (hash(x)=24844739) +2213 train 7.245852 (lr=1.1040e-04) (hash(x)=23461285) +2214 train 7.282245 (lr=1.1035e-04) (hash(x)=27958481) +2215 train 7.194495 (lr=1.1030e-04) (hash(x)=25167987) +2216 train 7.382562 (lr=1.1026e-04) (hash(x)=22873204) +2217 train 7.929743 (lr=1.1021e-04) (hash(x)=31038116) +2218 train 7.393379 (lr=1.1016e-04) (hash(x)=28883155) +2219 train 7.337627 (lr=1.1011e-04) (hash(x)=30941010) +2220 train 7.291734 (lr=1.1006e-04) (hash(x)=24947521) +2221 train 7.349782 (lr=1.1001e-04) (hash(x)=22703293) +2222 train 7.320575 (lr=1.0996e-04) (hash(x)=23976007) +2223 train 7.233789 (lr=1.0991e-04) (hash(x)=24043224) +2224 train 7.190462 (lr=1.0987e-04) (hash(x)=23981093) +2225 train 7.320789 (lr=1.0982e-04) (hash(x)=26445994) +2226 train 7.582770 (lr=1.0977e-04) (hash(x)=27252393) +2227 train 7.548698 (lr=1.0972e-04) (hash(x)=29736627) +2228 train 7.498611 (lr=1.0967e-04) (hash(x)=24698933) +2229 train 7.161990 (lr=1.0962e-04) (hash(x)=24357840) +2230 train 7.340087 (lr=1.0957e-04) (hash(x)=25384498) +2231 train 7.437056 (lr=1.0952e-04) (hash(x)=24665411) +2232 train 7.326403 (lr=1.0948e-04) (hash(x)=24646352) +2233 train 7.327246 (lr=1.0943e-04) (hash(x)=25670741) +2234 train 7.364896 (lr=1.0938e-04) (hash(x)=26648242) +2235 train 7.569281 (lr=1.0933e-04) (hash(x)=27916043) +2236 train 7.326137 (lr=1.0928e-04) (hash(x)=25963100) +2237 train 7.392438 (lr=1.0923e-04) (hash(x)=27357379) +2238 train 7.255739 (lr=1.0918e-04) (hash(x)=21852360) +2239 train 7.225615 (lr=1.0913e-04) (hash(x)=17321657) +2240 train 7.177209 (lr=1.0908e-04) (hash(x)=18446645) +2241 train 6.960324 (lr=1.0904e-04) (hash(x)=17550988) +2242 train 7.250301 (lr=1.0899e-04) (hash(x)=27052347) +2243 train 7.171964 (lr=1.0894e-04) (hash(x)=23829833) +2244 train 7.384275 (lr=1.0889e-04) (hash(x)=27267264) +2245 train 7.668314 (lr=1.0884e-04) (hash(x)=24673611) +2246 train 7.508073 (lr=1.0879e-04) (hash(x)=25248507) +2247 train 7.775144 (lr=1.0874e-04) (hash(x)=27932591) +2248 train 7.609244 (lr=1.0869e-04) (hash(x)=26078877) +2249 train 7.675556 (lr=1.0864e-04) (hash(x)=26067367) +2250 val loss 7.3454 +2250 val perplexity 1549.0188 +2250 train 7.702579 (lr=1.0860e-04) (hash(x)=29143527) +2251 train 7.695694 (lr=1.0855e-04) (hash(x)=28206079) +2252 train 8.238955 (lr=1.0850e-04) (hash(x)=28894494) +2253 train 7.721396 (lr=1.0845e-04) (hash(x)=27977422) +2254 train 7.368373 (lr=1.0840e-04) (hash(x)=26446420) +2255 train 7.595979 (lr=1.0835e-04) (hash(x)=29447954) +2256 train 7.394273 (lr=1.0830e-04) (hash(x)=22181789) +2257 train 7.420686 (lr=1.0825e-04) (hash(x)=24976337) +2258 train 7.351335 (lr=1.0820e-04) (hash(x)=23277532) +2259 train 7.486340 (lr=1.0816e-04) (hash(x)=25935364) +2260 train 7.581161 (lr=1.0811e-04) (hash(x)=26988889) +2261 train 7.414283 (lr=1.0806e-04) (hash(x)=26887303) +2262 train 7.348549 (lr=1.0801e-04) (hash(x)=25021426) +2263 train 7.298473 (lr=1.0796e-04) (hash(x)=24621816) +2264 train 7.189456 (lr=1.0791e-04) (hash(x)=22132007) +2265 train 7.162654 (lr=1.0786e-04) (hash(x)=22648602) +2266 train 7.427549 (lr=1.0781e-04) (hash(x)=23132242) +2267 train 7.484086 (lr=1.0776e-04) (hash(x)=24070405) +2268 train 7.075963 (lr=1.0772e-04) (hash(x)=21412906) +2269 train 7.780278 (lr=1.0767e-04) (hash(x)=27547292) +2270 train 7.512230 (lr=1.0762e-04) (hash(x)=27740500) +2271 train 7.231703 (lr=1.0757e-04) (hash(x)=24682294) +2272 train 7.635431 (lr=1.0752e-04) (hash(x)=27969424) +2273 train 7.349561 (lr=1.0747e-04) (hash(x)=22172182) +2274 train 7.351124 (lr=1.0742e-04) (hash(x)=26485905) +2275 train 7.221585 (lr=1.0737e-04) (hash(x)=24050209) +2276 train 7.377140 (lr=1.0732e-04) (hash(x)=28802650) +2277 train 7.172102 (lr=1.0727e-04) (hash(x)=23644616) +2278 train 7.316498 (lr=1.0723e-04) (hash(x)=25409768) +2279 train 7.467510 (lr=1.0718e-04) (hash(x)=28057095) +2280 train 7.946967 (lr=1.0713e-04) (hash(x)=31689723) +2281 train 7.150379 (lr=1.0708e-04) (hash(x)=22252427) +2282 train 7.360776 (lr=1.0703e-04) (hash(x)=24142092) +2283 train 7.290615 (lr=1.0698e-04) (hash(x)=22523232) +2284 train 7.501519 (lr=1.0693e-04) (hash(x)=26017294) +2285 train 7.364728 (lr=1.0688e-04) (hash(x)=25025388) +2286 train 7.132726 (lr=1.0683e-04) (hash(x)=23819479) +2287 train 7.301445 (lr=1.0678e-04) (hash(x)=24547536) +2288 train 7.089096 (lr=1.0674e-04) (hash(x)=22622789) +2289 train 7.092764 (lr=1.0669e-04) (hash(x)=23874051) +2290 train 7.410431 (lr=1.0664e-04) (hash(x)=25015641) +2291 train 7.292007 (lr=1.0659e-04) (hash(x)=24978712) +2292 train 7.397198 (lr=1.0654e-04) (hash(x)=25311986) +2293 train 7.157877 (lr=1.0649e-04) (hash(x)=24298295) +2294 train 7.249374 (lr=1.0644e-04) (hash(x)=26481527) +2295 train 7.007928 (lr=1.0639e-04) (hash(x)=18987545) +2296 train 7.229899 (lr=1.0634e-04) (hash(x)=24617990) +2297 train 7.240436 (lr=1.0629e-04) (hash(x)=23903200) +2298 train 7.514347 (lr=1.0624e-04) (hash(x)=26278697) +2299 train 7.257761 (lr=1.0620e-04) (hash(x)=24092784) +2300 val loss 7.3091 +2300 val perplexity 1493.8217 +2300 train 7.224957 (lr=1.0615e-04) (hash(x)=22894919) +2301 train 7.302074 (lr=1.0610e-04) (hash(x)=24253964) +2302 train 7.266638 (lr=1.0605e-04) (hash(x)=23750610) +2303 train 7.266777 (lr=1.0600e-04) (hash(x)=26745063) +2304 train 7.096715 (lr=1.0595e-04) (hash(x)=21407001) +2305 train 7.459086 (lr=1.0590e-04) (hash(x)=26680082) +2306 train 7.381343 (lr=1.0585e-04) (hash(x)=26722122) +2307 train 7.216074 (lr=1.0580e-04) (hash(x)=22539112) +2308 train 6.990283 (lr=1.0575e-04) (hash(x)=19927356) +2309 train 7.089856 (lr=1.0570e-04) (hash(x)=21431267) +2310 train 7.039463 (lr=1.0566e-04) (hash(x)=21073487) +2311 train 7.084110 (lr=1.0561e-04) (hash(x)=21447406) +2312 train 7.082448 (lr=1.0556e-04) (hash(x)=22667253) +2313 train 7.042580 (lr=1.0551e-04) (hash(x)=20849089) +2314 train 7.043664 (lr=1.0546e-04) (hash(x)=19168351) +2315 train 7.050323 (lr=1.0541e-04) (hash(x)=21082139) +2316 train 7.049434 (lr=1.0536e-04) (hash(x)=21493530) +2317 train 6.996988 (lr=1.0531e-04) (hash(x)=19506447) 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(hash(x)=20106514) +2336 train 7.116777 (lr=1.0438e-04) (hash(x)=22522123) +2337 train 7.104266 (lr=1.0433e-04) (hash(x)=23362041) +2338 train 7.219008 (lr=1.0428e-04) (hash(x)=26003099) +2339 train 7.256835 (lr=1.0423e-04) (hash(x)=25695510) +2340 train 7.265510 (lr=1.0418e-04) (hash(x)=27225904) +2341 train 7.026586 (lr=1.0413e-04) (hash(x)=21573008) +2342 train 7.469016 (lr=1.0408e-04) (hash(x)=21386628) +2343 train 7.227628 (lr=1.0403e-04) (hash(x)=20117808) +2344 train 7.353760 (lr=1.0398e-04) (hash(x)=21592790) +2345 train 7.280542 (lr=1.0393e-04) (hash(x)=19909192) +2346 train 7.378273 (lr=1.0388e-04) (hash(x)=22529262) +2347 train 7.435510 (lr=1.0383e-04) (hash(x)=24501900) +2348 train 7.243453 (lr=1.0379e-04) (hash(x)=25912171) +2349 train 7.328767 (lr=1.0374e-04) (hash(x)=25606665) +2350 val loss 7.2913 +2350 val perplexity 1467.4181 +2350 train 7.239017 (lr=1.0369e-04) (hash(x)=24487351) +2351 train 7.467735 (lr=1.0364e-04) (hash(x)=25510334) +2352 train 7.398157 (lr=1.0359e-04) (hash(x)=25357989) +2353 train 7.050968 (lr=1.0354e-04) (hash(x)=24656801) +2354 train 7.143425 (lr=1.0349e-04) (hash(x)=23312772) +2355 train 7.042414 (lr=1.0344e-04) (hash(x)=22099158) +2356 train 7.076783 (lr=1.0339e-04) (hash(x)=26507898) +2357 train 7.337509 (lr=1.0334e-04) (hash(x)=28351614) +2358 train 7.405049 (lr=1.0329e-04) (hash(x)=27489567) +2359 train 7.361029 (lr=1.0324e-04) (hash(x)=25749120) +2360 train 7.689775 (lr=1.0319e-04) (hash(x)=31711338) +2361 train 7.823907 (lr=1.0315e-04) (hash(x)=29645018) +2362 train 7.788241 (lr=1.0310e-04) (hash(x)=29713268) +2363 train 7.018068 (lr=1.0305e-04) (hash(x)=21720691) +2364 train 7.121805 (lr=1.0300e-04) (hash(x)=24316633) +2365 train 7.097189 (lr=1.0295e-04) (hash(x)=21597124) +2366 train 7.084090 (lr=1.0290e-04) (hash(x)=22520345) +2367 train 7.142874 (lr=1.0285e-04) (hash(x)=24357241) +2368 train 7.270938 (lr=1.0280e-04) (hash(x)=24085450) +2369 train 7.185139 (lr=1.0275e-04) (hash(x)=25136495) +2370 train 7.646413 (lr=1.0270e-04) (hash(x)=26073986) +2371 train 7.592746 (lr=1.0265e-04) (hash(x)=28911272) +2372 train 7.382339 (lr=1.0260e-04) (hash(x)=26667356) +2373 train 7.190616 (lr=1.0255e-04) (hash(x)=25225894) +2374 train 7.264818 (lr=1.0250e-04) (hash(x)=24404081) +2375 train 7.338850 (lr=1.0245e-04) (hash(x)=25584945) +2376 train 7.177094 (lr=1.0241e-04) (hash(x)=23831571) +2377 train 7.155726 (lr=1.0236e-04) (hash(x)=23521916) +2378 train 7.176399 (lr=1.0231e-04) (hash(x)=25318634) +2379 train 7.093536 (lr=1.0226e-04) (hash(x)=21847287) +2380 train 7.422616 (lr=1.0221e-04) (hash(x)=23877060) +2381 train 7.200600 (lr=1.0216e-04) (hash(x)=24069020) +2382 train 7.039437 (lr=1.0211e-04) (hash(x)=21724290) +2383 train 7.244855 (lr=1.0206e-04) (hash(x)=25198897) +2384 train 7.104909 (lr=1.0201e-04) (hash(x)=24109958) +2385 train 7.009900 (lr=1.0196e-04) (hash(x)=20122390) +2386 train 7.254703 (lr=1.0191e-04) (hash(x)=24062305) +2387 train 7.033229 (lr=1.0186e-04) (hash(x)=22436833) 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(hash(x)=33795307) +2405 train 8.037156 (lr=1.0097e-04) (hash(x)=34450341) +2406 train 7.240474 (lr=1.0092e-04) (hash(x)=25834183) +2407 train 7.444377 (lr=1.0087e-04) (hash(x)=25629584) +2408 train 7.215133 (lr=1.0083e-04) (hash(x)=25080123) +2409 train 7.125648 (lr=1.0078e-04) (hash(x)=21975628) +2410 train 7.668140 (lr=1.0073e-04) (hash(x)=27430197) +2411 train 7.816583 (lr=1.0068e-04) (hash(x)=29285135) +2412 train 7.532470 (lr=1.0063e-04) (hash(x)=24640105) +2413 train 7.588113 (lr=1.0058e-04) (hash(x)=29628864) +2414 train 7.787483 (lr=1.0053e-04) (hash(x)=30096444) +2415 train 7.609221 (lr=1.0048e-04) (hash(x)=29797280) +2416 train 7.033565 (lr=1.0043e-04) (hash(x)=22686143) +2417 train 7.594234 (lr=1.0038e-04) (hash(x)=28346842) +2418 train 7.564795 (lr=1.0033e-04) (hash(x)=28167937) +2419 train 7.807126 (lr=1.0028e-04) (hash(x)=33122326) +2420 train 7.848630 (lr=1.0023e-04) (hash(x)=33044913) +2421 train 7.661160 (lr=1.0018e-04) (hash(x)=31250981) +2422 train 7.896277 (lr=1.0013e-04) (hash(x)=29827111) +2423 train 7.809830 (lr=1.0008e-04) (hash(x)=30026394) +2424 train 7.811937 (lr=1.0003e-04) (hash(x)=26998238) +2425 train 7.785185 (lr=9.9985e-05) (hash(x)=24850684) +2426 train 8.131164 (lr=9.9936e-05) (hash(x)=36659853) +2427 train 7.978887 (lr=9.9886e-05) (hash(x)=34353164) +2428 train 7.304048 (lr=9.9837e-05) (hash(x)=23630644) +2429 train 7.231897 (lr=9.9787e-05) (hash(x)=24528186) +2430 train 7.120132 (lr=9.9738e-05) (hash(x)=22665222) +2431 train 7.243387 (lr=9.9688e-05) (hash(x)=26594177) +2432 train 7.607234 (lr=9.9639e-05) (hash(x)=29300546) +2433 train 7.020401 (lr=9.9590e-05) (hash(x)=21331715) +2434 train 7.335999 (lr=9.9540e-05) (hash(x)=26290885) +2435 train 7.253770 (lr=9.9491e-05) (hash(x)=25554738) +2436 train 7.502370 (lr=9.9441e-05) (hash(x)=26744311) +2437 train 7.449376 (lr=9.9392e-05) (hash(x)=26872344) +2438 train 7.471553 (lr=9.9342e-05) (hash(x)=27636081) +2439 train 7.279813 (lr=9.9293e-05) (hash(x)=23766256) +2440 train 7.407829 (lr=9.9243e-05) (hash(x)=24434438) +2441 train 7.203589 (lr=9.9194e-05) (hash(x)=22992618) +2442 train 7.078485 (lr=9.9145e-05) (hash(x)=22393467) +2443 train 7.345729 (lr=9.9095e-05) (hash(x)=26853444) +2444 train 7.285520 (lr=9.9046e-05) (hash(x)=25101020) +2445 train 7.171409 (lr=9.8996e-05) (hash(x)=24705456) +2446 train 7.466794 (lr=9.8947e-05) (hash(x)=26798611) +2447 train 7.130867 (lr=9.8897e-05) (hash(x)=24250150) +2448 train 7.209200 (lr=9.8848e-05) (hash(x)=24494331) +2449 train 7.233792 (lr=9.8798e-05) (hash(x)=27579257) +2450 val loss 7.2804 +2450 val perplexity 1451.5696 +2450 train 7.021577 (lr=9.8749e-05) (hash(x)=22377407) +2451 train 7.301347 (lr=9.8699e-05) (hash(x)=26289588) +2452 train 7.216103 (lr=9.8650e-05) (hash(x)=25871900) +2453 train 7.122620 (lr=9.8600e-05) (hash(x)=23437197) +2454 train 7.367090 (lr=9.8551e-05) (hash(x)=23557786) +2455 train 7.286911 (lr=9.8501e-05) (hash(x)=26108817) +2456 train 7.190937 (lr=9.8452e-05) (hash(x)=26440482) +2457 train 7.188445 (lr=9.8403e-05) (hash(x)=24583191) +2458 train 7.182585 (lr=9.8353e-05) (hash(x)=23756440) +2459 train 7.078416 (lr=9.8304e-05) (hash(x)=23814987) +2460 train 7.452169 (lr=9.8254e-05) (hash(x)=28508433) +2461 train 7.136520 (lr=9.8205e-05) (hash(x)=25692442) +2462 train 7.125209 (lr=9.8155e-05) (hash(x)=24699197) +2463 train 6.821798 (lr=9.8106e-05) (hash(x)=18582688) +2464 train 7.131955 (lr=9.8056e-05) (hash(x)=23266625) +2465 train 7.433717 (lr=9.8007e-05) (hash(x)=26565489) +2466 train 6.954537 (lr=9.7957e-05) (hash(x)=21686599) +2467 train 7.249852 (lr=9.7908e-05) (hash(x)=25558792) +2468 train 6.995777 (lr=9.7858e-05) (hash(x)=25110035) +2469 train 7.361838 (lr=9.7809e-05) (hash(x)=26263661) +2470 train 7.098034 (lr=9.7759e-05) (hash(x)=22282189) +2471 train 7.079631 (lr=9.7710e-05) (hash(x)=23272705) +2472 train 7.146259 (lr=9.7660e-05) (hash(x)=25300067) +2473 train 7.351696 (lr=9.7611e-05) (hash(x)=26802369) +2474 train 7.099536 (lr=9.7561e-05) (hash(x)=24646471) +2475 train 7.023549 (lr=9.7512e-05) (hash(x)=24709241) +2476 train 7.100250 (lr=9.7462e-05) (hash(x)=26747197) +2477 train 7.152937 (lr=9.7413e-05) (hash(x)=25201108) +2478 train 7.313635 (lr=9.7363e-05) (hash(x)=24962427) +2479 train 7.126871 (lr=9.7314e-05) (hash(x)=24793412) +2480 train 7.153212 (lr=9.7265e-05) (hash(x)=24452301) +2481 train 7.164259 (lr=9.7215e-05) (hash(x)=25177251) +2482 train 7.125892 (lr=9.7166e-05) (hash(x)=25801499) +2483 train 7.263284 (lr=9.7116e-05) (hash(x)=27256707) +2484 train 7.533337 (lr=9.7067e-05) (hash(x)=25303237) +2485 train 7.096991 (lr=9.7017e-05) (hash(x)=21641481) +2486 train 7.111502 (lr=9.6968e-05) (hash(x)=23818831) +2487 train 6.903817 (lr=9.6918e-05) (hash(x)=19280989) +2488 train 7.248409 (lr=9.6869e-05) (hash(x)=24075167) +2489 train 7.255879 (lr=9.6819e-05) (hash(x)=26651546) +2490 train 7.185595 (lr=9.6770e-05) (hash(x)=25367186) +2491 train 7.147213 (lr=9.6720e-05) (hash(x)=26508642) +2492 train 7.246065 (lr=9.6671e-05) (hash(x)=25294182) +2493 train 7.158231 (lr=9.6621e-05) (hash(x)=23916886) +2494 train 7.002083 (lr=9.6572e-05) (hash(x)=21189910) +2495 train 7.107263 (lr=9.6522e-05) (hash(x)=22751150) +2496 train 7.502765 (lr=9.6473e-05) (hash(x)=26608502) +2497 train 7.926044 (lr=9.6423e-05) (hash(x)=25372010) +2498 train 7.188579 (lr=9.6374e-05) (hash(x)=22006251) +2499 train 7.113674 (lr=9.6324e-05) (hash(x)=23880160) +2500 val loss 7.2498 +2500 val perplexity 1407.7900 +2500 train 7.060030 (lr=9.6275e-05) (hash(x)=23225337) +2501 train 7.236132 (lr=9.6225e-05) (hash(x)=24932950) +2502 train 6.979005 (lr=9.6176e-05) (hash(x)=20022340) +2503 train 7.323280 (lr=9.6126e-05) (hash(x)=23537942) +2504 train 7.223464 (lr=9.6077e-05) (hash(x)=24884288) +2505 train 6.884160 (lr=9.6027e-05) (hash(x)=21296580) +2506 train 7.105452 (lr=9.5978e-05) (hash(x)=23001455) +2507 train 7.436473 (lr=9.5928e-05) (hash(x)=26975313) +2508 train 7.409227 (lr=9.5879e-05) (hash(x)=26029962) +2509 train 7.116883 (lr=9.5829e-05) (hash(x)=24302204) +2510 train 6.825812 (lr=9.5780e-05) (hash(x)=22997203) +2511 train 6.974033 (lr=9.5730e-05) (hash(x)=23748375) +2512 train 7.200458 (lr=9.5681e-05) (hash(x)=24453191) +2513 train 6.900285 (lr=9.5631e-05) (hash(x)=22026776) +2514 train 7.001142 (lr=9.5582e-05) (hash(x)=19934168) +2515 train 7.289670 (lr=9.5532e-05) (hash(x)=25541754) +2516 train 7.603199 (lr=9.5483e-05) (hash(x)=26604471) +2517 train 7.617316 (lr=9.5433e-05) (hash(x)=27900386) +2518 train 7.517960 (lr=9.5384e-05) (hash(x)=26403431) +2519 train 7.541023 (lr=9.5334e-05) (hash(x)=27413825) +2520 train 7.624087 (lr=9.5285e-05) (hash(x)=28332637) +2521 train 7.454944 (lr=9.5235e-05) (hash(x)=27223027) +2522 train 7.437776 (lr=9.5186e-05) (hash(x)=23843387) +2523 train 7.464726 (lr=9.5137e-05) (hash(x)=27075951) +2524 train 7.671605 (lr=9.5087e-05) (hash(x)=29300154) +2525 train 7.320262 (lr=9.5038e-05) (hash(x)=28100582) +2526 train 7.380601 (lr=9.4988e-05) (hash(x)=28051084) 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(hash(x)=26361238) +2545 train 7.007597 (lr=9.4048e-05) (hash(x)=18891545) +2546 train 7.535425 (lr=9.3999e-05) (hash(x)=30380438) +2547 train 7.764091 (lr=9.3949e-05) (hash(x)=32663792) +2548 train 7.156767 (lr=9.3900e-05) (hash(x)=25175499) +2549 train 7.366834 (lr=9.3850e-05) (hash(x)=26702407) +2550 val loss 7.2389 +2550 val perplexity 1392.5828 +2550 train 7.148106 (lr=9.3801e-05) (hash(x)=24578061) +2551 train 7.160509 (lr=9.3751e-05) (hash(x)=24091954) +2552 train 7.215610 (lr=9.3702e-05) (hash(x)=23041778) +2553 train 7.027740 (lr=9.3652e-05) (hash(x)=23686239) +2554 train 7.148572 (lr=9.3603e-05) (hash(x)=22745355) +2555 train 7.164941 (lr=9.3553e-05) (hash(x)=23599013) +2556 train 7.090895 (lr=9.3504e-05) (hash(x)=26033088) +2557 train 7.157315 (lr=9.3454e-05) (hash(x)=21634218) +2558 train 7.132777 (lr=9.3405e-05) (hash(x)=20985281) +2559 train 7.358871 (lr=9.3355e-05) (hash(x)=26670219) +2560 train 7.141595 (lr=9.3306e-05) (hash(x)=26499936) +2561 train 7.262076 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7.147362 (lr=9.2367e-05) (hash(x)=23952206) +2580 train 7.084123 (lr=9.2317e-05) (hash(x)=23068957) +2581 train 7.201207 (lr=9.2268e-05) (hash(x)=25365277) +2582 train 7.515285 (lr=9.2218e-05) (hash(x)=24721184) +2583 train 7.223859 (lr=9.2169e-05) (hash(x)=24551402) +2584 train 6.954118 (lr=9.2119e-05) (hash(x)=20469327) +2585 train 7.366316 (lr=9.2070e-05) (hash(x)=24966478) +2586 train 7.093179 (lr=9.2021e-05) (hash(x)=18626184) +2587 train 7.117190 (lr=9.1971e-05) (hash(x)=24007642) +2588 train 7.105017 (lr=9.1922e-05) (hash(x)=23521875) +2589 train 7.253757 (lr=9.1872e-05) (hash(x)=25204207) +2590 train 7.084244 (lr=9.1823e-05) (hash(x)=25449801) +2591 train 7.278278 (lr=9.1774e-05) (hash(x)=25229281) +2592 train 7.114347 (lr=9.1724e-05) (hash(x)=23202696) +2593 train 7.005311 (lr=9.1675e-05) (hash(x)=22435944) +2594 train 7.002185 (lr=9.1625e-05) (hash(x)=20787439) +2595 train 6.631594 (lr=9.1576e-05) (hash(x)=18214283) +2596 train 6.793518 (lr=9.1527e-05) (hash(x)=20851477) 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(lr=8.9799e-05) (hash(x)=20149394) +2632 train 7.383132 (lr=8.9749e-05) (hash(x)=23801981) +2633 train 7.180173 (lr=8.9700e-05) (hash(x)=23830286) +2634 train 7.124820 (lr=8.9651e-05) (hash(x)=25325236) +2635 train 7.115003 (lr=8.9602e-05) (hash(x)=24498556) +2636 train 7.068036 (lr=8.9552e-05) (hash(x)=23693078) +2637 train 7.240248 (lr=8.9503e-05) (hash(x)=25484922) +2638 train 6.941223 (lr=8.9454e-05) (hash(x)=22645025) +2639 train 6.905968 (lr=8.9404e-05) (hash(x)=21999338) +2640 train 7.131011 (lr=8.9355e-05) (hash(x)=21758019) +2641 train 7.063384 (lr=8.9306e-05) (hash(x)=24064168) +2642 train 7.098849 (lr=8.9256e-05) (hash(x)=26847292) +2643 train 6.917423 (lr=8.9207e-05) (hash(x)=23280568) +2644 train 6.947578 (lr=8.9158e-05) (hash(x)=21749161) +2645 train 7.570039 (lr=8.9109e-05) (hash(x)=30082352) +2646 train 7.482038 (lr=8.9059e-05) (hash(x)=28334297) +2647 train 7.574993 (lr=8.9010e-05) (hash(x)=27611302) +2648 train 8.001853 (lr=8.8961e-05) (hash(x)=31007436) +2649 train 6.932252 (lr=8.8911e-05) (hash(x)=22356183) +2650 val loss 7.2247 +2650 val perplexity 1372.9836 +2650 train 6.942688 (lr=8.8862e-05) (hash(x)=23071731) +2651 train 6.963960 (lr=8.8813e-05) (hash(x)=23982308) +2652 train 7.303128 (lr=8.8764e-05) (hash(x)=25673823) +2653 train 7.050272 (lr=8.8714e-05) (hash(x)=22973788) +2654 train 7.244690 (lr=8.8665e-05) (hash(x)=25386647) +2655 train 6.986615 (lr=8.8616e-05) (hash(x)=22778356) +2656 train 7.201515 (lr=8.8567e-05) (hash(x)=26669130) +2657 train 6.935170 (lr=8.8517e-05) (hash(x)=23542930) +2658 train 7.056793 (lr=8.8468e-05) (hash(x)=23307871) +2659 train 7.039456 (lr=8.8419e-05) (hash(x)=23467046) +2660 train 7.196524 (lr=8.8370e-05) (hash(x)=24728872) +2661 train 7.815176 (lr=8.8320e-05) (hash(x)=29719902) +2662 train 7.106209 (lr=8.8271e-05) (hash(x)=25114165) +2663 train 7.015377 (lr=8.8222e-05) (hash(x)=24195959) +2664 train 7.242008 (lr=8.8173e-05) (hash(x)=26938509) +2665 train 7.400040 (lr=8.8123e-05) (hash(x)=27168434) +2666 train 7.547001 (lr=8.8074e-05) (hash(x)=27488221) +2667 train 8.214980 (lr=8.8025e-05) (hash(x)=32710438) +2668 train 7.346856 (lr=8.7976e-05) (hash(x)=25073185) +2669 train 7.340538 (lr=8.7927e-05) (hash(x)=26951664) +2670 train 7.519334 (lr=8.7877e-05) (hash(x)=24886228) +2671 train 7.022317 (lr=8.7828e-05) (hash(x)=19127465) +2672 train 7.242121 (lr=8.7779e-05) (hash(x)=27134917) +2673 train 7.165860 (lr=8.7730e-05) (hash(x)=25673955) +2674 train 7.740592 (lr=8.7680e-05) (hash(x)=27111776) +2675 train 7.609020 (lr=8.7631e-05) (hash(x)=28962580) +2676 train 7.153295 (lr=8.7582e-05) (hash(x)=25593381) +2677 train 7.225421 (lr=8.7533e-05) (hash(x)=25238916) +2678 train 7.127860 (lr=8.7484e-05) (hash(x)=27453574) +2679 train 7.086284 (lr=8.7435e-05) (hash(x)=22426274) +2680 train 7.101535 (lr=8.7385e-05) (hash(x)=22974780) +2681 train 7.162904 (lr=8.7336e-05) (hash(x)=24668644) +2682 train 7.168019 (lr=8.7287e-05) (hash(x)=26182084) +2683 train 7.347846 (lr=8.7238e-05) 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7.276924 (lr=8.5519e-05) (hash(x)=24294293) +2719 train 7.213135 (lr=8.5470e-05) (hash(x)=28003600) +2720 train 6.966319 (lr=8.5421e-05) (hash(x)=22822962) +2721 train 6.916173 (lr=8.5372e-05) (hash(x)=24189246) +2722 train 7.024228 (lr=8.5323e-05) (hash(x)=22608951) +2723 train 7.692655 (lr=8.5274e-05) (hash(x)=27989890) +2724 train 7.338342 (lr=8.5225e-05) (hash(x)=24175838) +2725 train 7.193109 (lr=8.5176e-05) (hash(x)=24781792) +2726 train 7.021305 (lr=8.5127e-05) (hash(x)=23413276) +2727 train 7.431011 (lr=8.5078e-05) (hash(x)=27586845) +2728 train 7.222206 (lr=8.5029e-05) (hash(x)=27336264) +2729 train 7.285451 (lr=8.4980e-05) (hash(x)=26808464) +2730 train 7.094009 (lr=8.4931e-05) (hash(x)=22312009) +2731 train 7.147285 (lr=8.4882e-05) (hash(x)=22373927) +2732 train 7.120868 (lr=8.4833e-05) (hash(x)=23428834) +2733 train 7.090738 (lr=8.4784e-05) (hash(x)=25304441) +2734 train 7.116700 (lr=8.4736e-05) (hash(x)=24798164) +2735 train 6.928549 (lr=8.4687e-05) (hash(x)=21176405) 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7.100358 (lr=8.2099e-05) (hash(x)=22927763) +2789 train 6.992580 (lr=8.2050e-05) (hash(x)=23710755) +2790 train 7.224274 (lr=8.2002e-05) (hash(x)=26924620) +2791 train 7.537177 (lr=8.1953e-05) (hash(x)=26776133) +2792 train 7.018669 (lr=8.1904e-05) (hash(x)=19936770) +2793 train 7.192498 (lr=8.1856e-05) (hash(x)=25440959) +2794 train 7.121815 (lr=8.1807e-05) (hash(x)=25146097) +2795 train 6.928075 (lr=8.1758e-05) (hash(x)=21847282) +2796 train 7.123686 (lr=8.1710e-05) (hash(x)=25639784) +2797 train 6.912675 (lr=8.1661e-05) (hash(x)=21199921) +2798 train 7.112901 (lr=8.1612e-05) (hash(x)=22360806) +2799 train 6.539822 (lr=8.1564e-05) (hash(x)=20254159) +2800 val loss 7.2023 +2800 val perplexity 1342.4607 +2800 train 6.707845 (lr=8.1515e-05) (hash(x)=23348345) +2801 train 7.302671 (lr=8.1466e-05) (hash(x)=24908033) +2802 train 7.045496 (lr=8.1418e-05) (hash(x)=23350309) +2803 train 7.115449 (lr=8.1369e-05) (hash(x)=25044762) +2804 train 7.023693 (lr=8.1321e-05) (hash(x)=24071026) +2805 train 6.817459 (lr=8.1272e-05) (hash(x)=22169363) +2806 train 7.106998 (lr=8.1224e-05) (hash(x)=23757564) +2807 train 7.502287 (lr=8.1175e-05) (hash(x)=27873855) +2808 train 7.300833 (lr=8.1126e-05) (hash(x)=26577893) +2809 train 7.337911 (lr=8.1078e-05) (hash(x)=27001634) +2810 train 7.100986 (lr=8.1029e-05) (hash(x)=24796541) +2811 train 7.015934 (lr=8.0981e-05) (hash(x)=22575615) +2812 train 7.104040 (lr=8.0932e-05) (hash(x)=25876475) +2813 train 7.120118 (lr=8.0884e-05) (hash(x)=24765155) +2814 train 7.090291 (lr=8.0835e-05) (hash(x)=25785699) +2815 train 7.259393 (lr=8.0787e-05) (hash(x)=25113614) +2816 train 7.107210 (lr=8.0738e-05) (hash(x)=24415748) +2817 train 7.206597 (lr=8.0689e-05) (hash(x)=25140622) +2818 train 7.118118 (lr=8.0641e-05) (hash(x)=24845866) +2819 train 7.555828 (lr=8.0592e-05) (hash(x)=28062905) +2820 train 7.100702 (lr=8.0544e-05) (hash(x)=22041086) +2821 train 7.205976 (lr=8.0495e-05) (hash(x)=24957184) +2822 train 7.137876 (lr=8.0447e-05) (hash(x)=24360380) +2823 train 7.255173 (lr=8.0399e-05) (hash(x)=26192886) +2824 train 7.137044 (lr=8.0350e-05) (hash(x)=25001858) +2825 train 7.110327 (lr=8.0302e-05) (hash(x)=24721193) +2826 train 7.180405 (lr=8.0253e-05) (hash(x)=26186227) +2827 train 7.098094 (lr=8.0205e-05) (hash(x)=25770338) +2828 train 7.196858 (lr=8.0156e-05) (hash(x)=25920767) +2829 train 7.116085 (lr=8.0108e-05) (hash(x)=25060684) +2830 train 6.820276 (lr=8.0059e-05) (hash(x)=22933946) +2831 train 6.982167 (lr=8.0011e-05) (hash(x)=24614912) +2832 train 6.743074 (lr=7.9962e-05) (hash(x)=19955522) +2833 train 6.791137 (lr=7.9914e-05) (hash(x)=21111215) +2834 train 7.680751 (lr=7.9866e-05) (hash(x)=28817924) +2835 train 7.191139 (lr=7.9817e-05) (hash(x)=26934071) +2836 train 7.096420 (lr=7.9769e-05) (hash(x)=24768851) +2837 train 7.082033 (lr=7.9720e-05) (hash(x)=25706447) +2838 train 6.868535 (lr=7.9672e-05) (hash(x)=19579834) +2839 train 7.133260 (lr=7.9624e-05) (hash(x)=25397093) +2840 train 7.566460 (lr=7.9575e-05) (hash(x)=27902141) +2841 train 7.192868 (lr=7.9527e-05) (hash(x)=25383069) +2842 train 6.973972 (lr=7.9479e-05) (hash(x)=22007373) +2843 train 7.052054 (lr=7.9430e-05) (hash(x)=25925963) +2844 train 7.103669 (lr=7.9382e-05) (hash(x)=25711128) +2845 train 6.878935 (lr=7.9334e-05) (hash(x)=21881216) +2846 train 6.999092 (lr=7.9285e-05) (hash(x)=20277075) +2847 train 7.022964 (lr=7.9237e-05) (hash(x)=19811802) +2848 train 6.981634 (lr=7.9189e-05) (hash(x)=23878906) +2849 train 7.237094 (lr=7.9140e-05) (hash(x)=25034966) +2850 val loss 7.1894 +2850 val perplexity 1325.3390 +2850 train 7.259950 (lr=7.9092e-05) (hash(x)=24359507) +2851 train 7.023037 (lr=7.9044e-05) (hash(x)=23248423) +2852 train 7.019292 (lr=7.8995e-05) (hash(x)=21782773) +2853 train 7.139334 (lr=7.8947e-05) (hash(x)=23804418) +2854 train 7.190206 (lr=7.8899e-05) (hash(x)=22525078) +2855 train 7.134927 (lr=7.8851e-05) (hash(x)=25579655) +2856 train 7.260208 (lr=7.8802e-05) (hash(x)=27048876) +2857 train 7.404687 (lr=7.8754e-05) (hash(x)=26468479) +2858 train 7.069950 (lr=7.8706e-05) (hash(x)=23854933) +2859 train 7.435877 (lr=7.8658e-05) (hash(x)=25537603) +2860 train 6.853563 (lr=7.8609e-05) (hash(x)=20979252) +2861 train 7.440513 (lr=7.8561e-05) (hash(x)=26504374) +2862 train 7.238532 (lr=7.8513e-05) (hash(x)=27561842) +2863 train 7.226392 (lr=7.8465e-05) (hash(x)=26096514) +2864 train 7.252401 (lr=7.8416e-05) (hash(x)=25926899) +2865 train 7.287131 (lr=7.8368e-05) (hash(x)=26058348) +2866 train 7.276834 (lr=7.8320e-05) (hash(x)=29802259) +2867 train 7.185192 (lr=7.8272e-05) (hash(x)=24132888) +2868 train 6.912672 (lr=7.8224e-05) (hash(x)=23369410) +2869 train 7.090732 (lr=7.8176e-05) (hash(x)=25387506) +2870 train 7.289402 (lr=7.8127e-05) (hash(x)=27375344) +2871 train 7.013001 (lr=7.8079e-05) (hash(x)=22589633) +2872 train 7.185176 (lr=7.8031e-05) (hash(x)=23250237) +2873 train 7.072021 (lr=7.7983e-05) (hash(x)=25511322) +2874 train 6.737592 (lr=7.7935e-05) (hash(x)=18356418) 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(hash(x)=26608712) +2893 train 7.028485 (lr=7.7022e-05) (hash(x)=26333258) +2894 train 6.817022 (lr=7.6974e-05) (hash(x)=20682182) +2895 train 7.229643 (lr=7.6926e-05) (hash(x)=27703124) +2896 train 7.055070 (lr=7.6878e-05) (hash(x)=23228180) +2897 train 6.951051 (lr=7.6830e-05) (hash(x)=25252411) +2898 train 6.911283 (lr=7.6782e-05) (hash(x)=22879178) +2899 train 7.187989 (lr=7.6734e-05) (hash(x)=26459082) +2900 val loss 7.1975 +2900 val perplexity 1336.0720 +2900 train 7.004966 (lr=7.6686e-05) (hash(x)=24569501) +2901 train 6.827962 (lr=7.6638e-05) (hash(x)=19803884) +2902 train 6.879326 (lr=7.6590e-05) (hash(x)=18799747) +2903 train 7.159570 (lr=7.6542e-05) (hash(x)=24781713) +2904 train 7.296440 (lr=7.6494e-05) (hash(x)=25016590) +2905 train 7.475269 (lr=7.6446e-05) (hash(x)=29006906) +2906 train 7.248830 (lr=7.6398e-05) (hash(x)=24069959) +2907 train 7.416119 (lr=7.6350e-05) (hash(x)=26597693) +2908 train 7.000844 (lr=7.6303e-05) (hash(x)=25014146) +2909 train 7.248999 (lr=7.6255e-05) (hash(x)=24943747) +2910 train 7.156454 (lr=7.6207e-05) (hash(x)=27847542) +2911 train 7.099356 (lr=7.6159e-05) (hash(x)=24720476) +2912 train 6.989245 (lr=7.6111e-05) (hash(x)=24388804) +2913 train 7.102377 (lr=7.6063e-05) (hash(x)=23567535) +2914 train 7.374252 (lr=7.6015e-05) (hash(x)=29673625) +2915 train 7.115067 (lr=7.5968e-05) (hash(x)=23691295) +2916 train 7.476811 (lr=7.5920e-05) (hash(x)=26572819) +2917 train 7.113428 (lr=7.5872e-05) (hash(x)=23237812) +2918 train 7.383644 (lr=7.5824e-05) (hash(x)=26531016) +2919 train 6.927342 (lr=7.5776e-05) (hash(x)=23481301) +2920 train 7.188714 (lr=7.5729e-05) (hash(x)=24839184) +2921 train 7.040665 (lr=7.5681e-05) (hash(x)=23327755) +2922 train 7.294699 (lr=7.5633e-05) (hash(x)=26347114) +2923 train 6.981122 (lr=7.5585e-05) (hash(x)=23295676) +2924 train 7.010484 (lr=7.5538e-05) (hash(x)=24557178) +2925 train 7.087089 (lr=7.5490e-05) (hash(x)=26067788) +2926 train 7.022478 (lr=7.5442e-05) (hash(x)=25694982) +2927 train 7.131763 (lr=7.5394e-05) (hash(x)=25641033) +2928 train 7.176046 (lr=7.5347e-05) (hash(x)=24906422) +2929 train 7.374146 (lr=7.5299e-05) (hash(x)=27803515) +2930 train 7.322198 (lr=7.5251e-05) (hash(x)=26208803) +2931 train 6.834024 (lr=7.5204e-05) (hash(x)=22441379) +2932 train 7.087898 (lr=7.5156e-05) (hash(x)=24741626) +2933 train 6.970623 (lr=7.5108e-05) (hash(x)=24595257) +2934 train 6.993357 (lr=7.5060e-05) (hash(x)=23939167) +2935 train 7.277776 (lr=7.5013e-05) (hash(x)=27369437) +2936 train 6.947106 (lr=7.4965e-05) (hash(x)=21409783) +2937 train 7.223773 (lr=7.4918e-05) (hash(x)=25923735) +2938 train 7.205524 (lr=7.4870e-05) (hash(x)=29559511) +2939 train 7.095265 (lr=7.4822e-05) (hash(x)=24482272) +2940 train 7.065832 (lr=7.4775e-05) (hash(x)=24767658) +2941 train 7.250997 (lr=7.4727e-05) (hash(x)=26425020) +2942 train 7.592763 (lr=7.4679e-05) (hash(x)=27444868) +2943 train 7.068023 (lr=7.4632e-05) (hash(x)=24760900) +2944 train 7.130991 (lr=7.4584e-05) (hash(x)=25605407) +2945 train 6.960112 (lr=7.4537e-05) (hash(x)=22886951) +2946 train 7.324522 (lr=7.4489e-05) (hash(x)=26112205) +2947 train 7.133575 (lr=7.4442e-05) (hash(x)=23919156) +2948 train 7.111202 (lr=7.4394e-05) (hash(x)=23729312) +2949 train 7.404718 (lr=7.4346e-05) (hash(x)=30440878) +2950 val loss 7.1975 +2950 val perplexity 1336.0708 +2950 train 6.859352 (lr=7.4299e-05) (hash(x)=20004041) +2951 train 6.810674 (lr=7.4251e-05) (hash(x)=21692546) +2952 train 6.874317 (lr=7.4204e-05) (hash(x)=23021681) +2953 train 7.244035 (lr=7.4156e-05) (hash(x)=26663597) +2954 train 7.098785 (lr=7.4109e-05) (hash(x)=23727385) +2955 train 7.104881 (lr=7.4061e-05) (hash(x)=27692087) +2956 train 7.110738 (lr=7.4014e-05) (hash(x)=24003378) +2957 train 7.766413 (lr=7.3966e-05) (hash(x)=29534673) +2958 train 7.016882 (lr=7.3919e-05) (hash(x)=22875068) +2959 train 7.009219 (lr=7.3872e-05) (hash(x)=22720391) +2960 train 6.782495 (lr=7.3824e-05) (hash(x)=17997400) +2961 train 7.011386 (lr=7.3777e-05) (hash(x)=22853822) +2962 train 7.075252 (lr=7.3729e-05) (hash(x)=25238004) +2963 train 7.155674 (lr=7.3682e-05) (hash(x)=26146560) +2964 train 7.301126 (lr=7.3634e-05) (hash(x)=21894867) +2965 train 7.286633 (lr=7.3587e-05) (hash(x)=23001150) +2966 train 7.000116 (lr=7.3540e-05) (hash(x)=23392923) +2967 train 7.045317 (lr=7.3492e-05) (hash(x)=24376979) +2968 train 7.030475 (lr=7.3445e-05) (hash(x)=23781449) +2969 train 7.193912 (lr=7.3397e-05) (hash(x)=25315495) +2970 train 7.322793 (lr=7.3350e-05) (hash(x)=27165470) +2971 train 7.132391 (lr=7.3303e-05) (hash(x)=22917712) +2972 train 7.471920 (lr=7.3255e-05) (hash(x)=27928456) +2973 train 6.879574 (lr=7.3208e-05) (hash(x)=19890855) +2974 train 6.846109 (lr=7.3161e-05) (hash(x)=21318134) +2975 train 6.990164 (lr=7.3113e-05) (hash(x)=22244509) +2976 train 6.911676 (lr=7.3066e-05) (hash(x)=21293137) +2977 train 7.018791 (lr=7.3019e-05) (hash(x)=23465789) +2978 train 6.992427 (lr=7.2972e-05) (hash(x)=21169753) +2979 train 7.342622 (lr=7.2924e-05) (hash(x)=25243385) +2980 train 7.378064 (lr=7.2877e-05) (hash(x)=27465812) +2981 train 7.094276 (lr=7.2830e-05) (hash(x)=24615492) +2982 train 7.029850 (lr=7.2783e-05) (hash(x)=23081307) +2983 train 6.783284 (lr=7.2735e-05) (hash(x)=21831960) +2984 train 6.930733 (lr=7.2688e-05) (hash(x)=23242850) +2985 train 7.067796 (lr=7.2641e-05) (hash(x)=24308188) +2986 train 7.232438 (lr=7.2594e-05) (hash(x)=28541601) +2987 train 7.136924 (lr=7.2546e-05) (hash(x)=24842373) +2988 train 6.849503 (lr=7.2499e-05) (hash(x)=21967126) +2989 train 7.030248 (lr=7.2452e-05) (hash(x)=22951616) +2990 train 7.156084 (lr=7.2405e-05) (hash(x)=24325714) +2991 train 6.949018 (lr=7.2358e-05) (hash(x)=24921535) +2992 train 7.177867 (lr=7.2311e-05) (hash(x)=25937112) +2993 train 6.866963 (lr=7.2263e-05) (hash(x)=20716218) +2994 train 7.133046 (lr=7.2216e-05) (hash(x)=25450724) +2995 train 7.092320 (lr=7.2169e-05) (hash(x)=24344615) +2996 train 6.833279 (lr=7.2122e-05) (hash(x)=20299058) +2997 train 7.054360 (lr=7.2075e-05) (hash(x)=23859426) +2998 train 7.054749 (lr=7.2028e-05) (hash(x)=23094397) +2999 train 7.323442 (lr=7.1981e-05) (hash(x)=25381251) +3000 val loss 7.1783 +3000 val perplexity 1310.6499 +3000 train 7.075561 (lr=7.1934e-05) (hash(x)=23586527) +3001 train 6.956770 (lr=7.1887e-05) (hash(x)=24220410) +3002 train 6.834471 (lr=7.1840e-05) (hash(x)=20597347) +3003 train 6.944366 (lr=7.1793e-05) (hash(x)=22887303) +3004 train 7.232864 (lr=7.1746e-05) (hash(x)=25869462) +3005 train 6.991522 (lr=7.1699e-05) (hash(x)=22098530) +3006 train 7.269789 (lr=7.1651e-05) (hash(x)=26246291) +3007 train 7.194158 (lr=7.1604e-05) (hash(x)=25687352) +3008 train 6.940558 (lr=7.1557e-05) (hash(x)=25425646) +3009 train 7.141134 (lr=7.1510e-05) (hash(x)=26021124) +3010 train 7.177368 (lr=7.1464e-05) (hash(x)=25392057) +3011 train 7.248632 (lr=7.1417e-05) (hash(x)=27791412) +3012 train 7.080292 (lr=7.1370e-05) (hash(x)=23181098) +3013 train 7.110048 (lr=7.1323e-05) (hash(x)=25521889) +3014 train 6.923924 (lr=7.1276e-05) (hash(x)=21685795) +3015 train 7.081511 (lr=7.1229e-05) (hash(x)=25221654) +3016 train 7.232387 (lr=7.1182e-05) (hash(x)=24888744) +3017 train 7.160466 (lr=7.1135e-05) (hash(x)=24200150) +3018 train 7.087938 (lr=7.1088e-05) (hash(x)=26943942) +3019 train 7.073588 (lr=7.1041e-05) (hash(x)=23243731) +3020 train 6.948647 (lr=7.0994e-05) (hash(x)=21068284) +3021 train 7.096315 (lr=7.0947e-05) (hash(x)=23876902) +3022 train 7.213296 (lr=7.0901e-05) (hash(x)=25337639) +3023 train 7.112724 (lr=7.0854e-05) (hash(x)=24469863) +3024 train 7.557027 (lr=7.0807e-05) (hash(x)=27850876) +3025 train 7.400702 (lr=7.0760e-05) (hash(x)=20515778) +3026 train 7.174764 (lr=7.0713e-05) (hash(x)=29019173) +3027 train 6.837698 (lr=7.0666e-05) (hash(x)=22484936) +3028 train 6.984300 (lr=7.0620e-05) (hash(x)=24639400) +3029 train 7.161839 (lr=7.0573e-05) (hash(x)=26835174) +3030 train 7.295467 (lr=7.0526e-05) (hash(x)=29843763) +3031 train 7.009005 (lr=7.0479e-05) (hash(x)=25291413) +3032 train 6.961675 (lr=7.0432e-05) (hash(x)=24590244) +3033 train 7.195755 (lr=7.0386e-05) (hash(x)=28880142) +3034 train 6.968319 (lr=7.0339e-05) (hash(x)=23372199) +3035 train 6.935710 (lr=7.0292e-05) (hash(x)=23952225) +3036 train 7.079593 (lr=7.0246e-05) (hash(x)=24589186) +3037 train 7.058668 (lr=7.0199e-05) (hash(x)=23260323) +3038 train 7.210209 (lr=7.0152e-05) (hash(x)=25824498) +3039 train 7.143177 (lr=7.0105e-05) (hash(x)=25744274) +3040 train 7.099286 (lr=7.0059e-05) (hash(x)=21610247) +3041 train 7.225029 (lr=7.0012e-05) (hash(x)=25079786) +3042 train 6.851964 (lr=6.9965e-05) (hash(x)=23219195) +3043 train 6.804121 (lr=6.9919e-05) (hash(x)=22616739) +3044 train 7.095908 (lr=6.9872e-05) (hash(x)=24908480) +3045 train 6.936893 (lr=6.9826e-05) (hash(x)=22293489) +3046 train 6.970101 (lr=6.9779e-05) (hash(x)=23557651) +3047 train 7.045271 (lr=6.9732e-05) (hash(x)=24246963) +3048 train 7.140706 (lr=6.9686e-05) (hash(x)=24490083) +3049 train 7.141917 (lr=6.9639e-05) (hash(x)=22372895) +3050 val loss 7.1757 +3050 val perplexity 1307.2695 +3050 train 6.865021 (lr=6.9593e-05) (hash(x)=21759470) +3051 train 6.755287 (lr=6.9546e-05) (hash(x)=19407094) +3052 train 7.118573 (lr=6.9499e-05) (hash(x)=23957047) +3053 train 7.230136 (lr=6.9453e-05) (hash(x)=24719318) +3054 train 7.032982 (lr=6.9406e-05) (hash(x)=20719314) +3055 train 6.954433 (lr=6.9360e-05) (hash(x)=19724058) +3056 train 6.825214 (lr=6.9313e-05) (hash(x)=14407266) +3057 train 6.710426 (lr=6.9267e-05) (hash(x)=12468292) +3058 train 6.961197 (lr=6.9220e-05) (hash(x)=16098279) +3059 train 7.043868 (lr=6.9174e-05) (hash(x)=18836491) +3060 train 6.879570 (lr=6.9127e-05) (hash(x)=19132277) +3061 train 7.014774 (lr=6.9081e-05) (hash(x)=22814208) +3062 train 7.067770 (lr=6.9034e-05) (hash(x)=24838508) +3063 train 6.989213 (lr=6.8988e-05) (hash(x)=20705649) +3064 train 7.941614 (lr=6.8942e-05) (hash(x)=29416914) +3065 train 7.426291 (lr=6.8895e-05) (hash(x)=25972430) +3066 train 6.823795 (lr=6.8849e-05) (hash(x)=23705805) +3067 train 6.882062 (lr=6.8802e-05) (hash(x)=21325875) +3068 train 7.081943 (lr=6.8756e-05) (hash(x)=23526506) +3069 train 7.561803 (lr=6.8710e-05) (hash(x)=27282337) +3070 train 7.413628 (lr=6.8663e-05) (hash(x)=27968043) +3071 train 7.198752 (lr=6.8617e-05) (hash(x)=24938685) +3072 train 7.402340 (lr=6.8571e-05) (hash(x)=26942737) +3073 train 7.274956 (lr=6.8524e-05) (hash(x)=23506879) +3074 train 6.977882 (lr=6.8478e-05) (hash(x)=23589913) +3075 train 7.157332 (lr=6.8432e-05) (hash(x)=25152403) +3076 train 7.263406 (lr=6.8385e-05) (hash(x)=23425868) +3077 train 7.448735 (lr=6.8339e-05) (hash(x)=23966181) +3078 train 7.484665 (lr=6.8293e-05) (hash(x)=27312570) +3079 train 7.101542 (lr=6.8247e-05) (hash(x)=21707000) +3080 train 7.043130 (lr=6.8200e-05) (hash(x)=25600427) +3081 train 7.171086 (lr=6.8154e-05) (hash(x)=24270631) +3082 train 7.277784 (lr=6.8108e-05) (hash(x)=25199537) +3083 train 6.574996 (lr=6.8062e-05) (hash(x)=17952018) 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(hash(x)=26374528) +3101 train 7.039139 (lr=6.7232e-05) (hash(x)=24153602) +3102 train 7.083704 (lr=6.7186e-05) (hash(x)=25478746) +3103 train 7.396399 (lr=6.7140e-05) (hash(x)=26769046) +3104 train 7.005418 (lr=6.7094e-05) (hash(x)=21841970) +3105 train 7.285095 (lr=6.7048e-05) (hash(x)=27693052) +3106 train 6.778446 (lr=6.7002e-05) (hash(x)=20689448) +3107 train 7.134159 (lr=6.6956e-05) (hash(x)=26755048) +3108 train 7.121945 (lr=6.6910e-05) (hash(x)=24431904) +3109 train 6.993774 (lr=6.6864e-05) (hash(x)=21009792) +3110 train 7.070961 (lr=6.6818e-05) (hash(x)=21909003) +3111 train 7.126247 (lr=6.6772e-05) (hash(x)=18849656) +3112 train 7.241521 (lr=6.6726e-05) (hash(x)=22223376) +3113 train 7.504575 (lr=6.6680e-05) (hash(x)=25652491) +3114 train 7.442658 (lr=6.6635e-05) (hash(x)=23521434) +3115 train 7.450633 (lr=6.6589e-05) (hash(x)=25449800) +3116 train 7.834423 (lr=6.6543e-05) (hash(x)=27655847) +3117 train 7.885773 (lr=6.6497e-05) (hash(x)=29878248) +3118 train 7.914438 (lr=6.6451e-05) (hash(x)=30444094) +3119 train 7.530080 (lr=6.6405e-05) (hash(x)=24624950) +3120 train 6.845029 (lr=6.6360e-05) (hash(x)=20798511) +3121 train 7.215801 (lr=6.6314e-05) (hash(x)=26581679) +3122 train 7.133159 (lr=6.6268e-05) (hash(x)=25333422) +3123 train 7.188322 (lr=6.6222e-05) (hash(x)=26174069) +3124 train 7.281772 (lr=6.6177e-05) (hash(x)=25219475) +3125 train 7.172676 (lr=6.6131e-05) (hash(x)=20919061) +3126 train 7.096926 (lr=6.6085e-05) (hash(x)=23828688) +3127 train 7.617757 (lr=6.6039e-05) (hash(x)=27299605) +3128 train 6.963225 (lr=6.5994e-05) (hash(x)=23797514) +3129 train 7.232065 (lr=6.5948e-05) (hash(x)=23601883) +3130 train 7.428803 (lr=6.5902e-05) (hash(x)=31003964) +3131 train 7.171906 (lr=6.5857e-05) (hash(x)=24777273) +3132 train 7.033006 (lr=6.5811e-05) (hash(x)=25403249) +3133 train 7.259055 (lr=6.5765e-05) (hash(x)=28913150) +3134 train 7.217178 (lr=6.5720e-05) (hash(x)=26541508) +3135 train 7.163075 (lr=6.5674e-05) (hash(x)=24113445) +3136 train 6.956685 (lr=6.5629e-05) (hash(x)=25464565) +3137 train 7.231659 (lr=6.5583e-05) (hash(x)=26581432) +3138 train 7.051474 (lr=6.5537e-05) (hash(x)=23074513) +3139 train 6.928557 (lr=6.5492e-05) (hash(x)=23970384) +3140 train 7.160087 (lr=6.5446e-05) (hash(x)=26694495) +3141 train 7.137569 (lr=6.5401e-05) (hash(x)=26883445) +3142 train 7.302125 (lr=6.5355e-05) (hash(x)=28632211) +3143 train 7.725548 (lr=6.5310e-05) (hash(x)=32644465) +3144 train 7.455936 (lr=6.5264e-05) (hash(x)=27490443) +3145 train 6.997356 (lr=6.5219e-05) (hash(x)=23814853) +3146 train 7.455951 (lr=6.5173e-05) (hash(x)=29664236) +3147 train 7.766843 (lr=6.5128e-05) (hash(x)=29951548) +3148 train 7.516191 (lr=6.5082e-05) (hash(x)=28426503) +3149 train 6.899208 (lr=6.5037e-05) (hash(x)=23727657) +3150 val loss 7.1757 +3150 val perplexity 1307.2770 +3150 train 7.048527 (lr=6.4991e-05) (hash(x)=21430659) +3151 train 7.094442 (lr=6.4946e-05) (hash(x)=25829219) +3152 train 7.267713 (lr=6.4901e-05) (hash(x)=29735208) +3153 train 7.316358 (lr=6.4855e-05) (hash(x)=28173447) +3154 train 7.020166 (lr=6.4810e-05) (hash(x)=22909641) +3155 train 7.191357 (lr=6.4764e-05) (hash(x)=20556094) +3156 train 6.955496 (lr=6.4719e-05) (hash(x)=24013769) +3157 train 6.933914 (lr=6.4674e-05) (hash(x)=22525971) +3158 train 6.995698 (lr=6.4628e-05) (hash(x)=25492728) +3159 train 7.067955 (lr=6.4583e-05) (hash(x)=25194550) +3160 train 7.170966 (lr=6.4538e-05) (hash(x)=25610603) +3161 train 7.174787 (lr=6.4492e-05) (hash(x)=23848640) +3162 train 6.965833 (lr=6.4447e-05) (hash(x)=24082226) +3163 train 7.344823 (lr=6.4402e-05) (hash(x)=28482186) +3164 train 7.251853 (lr=6.4357e-05) (hash(x)=27542978) +3165 train 7.004427 (lr=6.4311e-05) (hash(x)=22540954) +3166 train 7.142478 (lr=6.4266e-05) (hash(x)=26103641) +3167 train 7.080879 (lr=6.4221e-05) (hash(x)=25941804) +3168 train 7.127054 (lr=6.4176e-05) (hash(x)=25965921) +3169 train 7.367538 (lr=6.4131e-05) (hash(x)=25631269) +3170 train 6.938115 (lr=6.4085e-05) (hash(x)=23471525) +3171 train 7.185394 (lr=6.4040e-05) (hash(x)=27049208) +3172 train 7.185206 (lr=6.3995e-05) (hash(x)=27074992) +3173 train 7.107368 (lr=6.3950e-05) (hash(x)=25712617) +3174 train 7.073884 (lr=6.3905e-05) (hash(x)=25884917) +3175 train 7.114376 (lr=6.3860e-05) (hash(x)=24075727) +3176 train 6.984108 (lr=6.3815e-05) (hash(x)=23681759) +3177 train 7.273507 (lr=6.3770e-05) (hash(x)=25786577) +3178 train 7.241444 (lr=6.3724e-05) (hash(x)=27307614) +3179 train 7.287807 (lr=6.3679e-05) (hash(x)=25082806) +3180 train 7.255811 (lr=6.3634e-05) (hash(x)=26098308) +3181 train 7.042516 (lr=6.3589e-05) (hash(x)=24080140) +3182 train 7.230960 (lr=6.3544e-05) (hash(x)=26399395) +3183 train 7.286954 (lr=6.3499e-05) (hash(x)=23104539) +3184 train 6.935924 (lr=6.3454e-05) (hash(x)=23356930) +3185 train 7.181331 (lr=6.3409e-05) (hash(x)=27972420) +3186 train 6.852683 (lr=6.3364e-05) (hash(x)=21338924) +3187 train 7.263686 (lr=6.3319e-05) (hash(x)=25351113) +3188 train 7.208815 (lr=6.3274e-05) (hash(x)=26019439) +3189 train 7.271294 (lr=6.3229e-05) (hash(x)=30149312) +3190 train 6.991447 (lr=6.3185e-05) (hash(x)=23028152) +3191 train 7.334149 (lr=6.3140e-05) (hash(x)=23018983) +3192 train 6.979620 (lr=6.3095e-05) (hash(x)=23190787) +3193 train 7.390934 (lr=6.3050e-05) (hash(x)=27798543) +3194 train 7.165842 (lr=6.3005e-05) (hash(x)=25193663) +3195 train 6.984371 (lr=6.2960e-05) (hash(x)=25302106) +3196 train 7.110075 (lr=6.2915e-05) (hash(x)=24325364) +3197 train 7.130311 (lr=6.2870e-05) (hash(x)=25399101) +3198 train 6.971632 (lr=6.2826e-05) (hash(x)=23606439) +3199 train 7.014717 (lr=6.2781e-05) (hash(x)=24422929) +3200 val loss 7.1567 +3200 val perplexity 1282.6842 +3200 train 7.204398 (lr=6.2736e-05) (hash(x)=24760381) +3201 train 6.854967 (lr=6.2691e-05) (hash(x)=23278576) +3202 train 7.088426 (lr=6.2646e-05) (hash(x)=24897511) +3203 train 7.402730 (lr=6.2602e-05) (hash(x)=29052117) +3204 train 7.127000 (lr=6.2557e-05) (hash(x)=25772923) +3205 train 7.266042 (lr=6.2512e-05) (hash(x)=25885977) +3206 train 7.040751 (lr=6.2468e-05) (hash(x)=21985272) +3207 train 6.978553 (lr=6.2423e-05) (hash(x)=23389696) +3208 train 6.895131 (lr=6.2378e-05) (hash(x)=25299042) +3209 train 7.156538 (lr=6.2333e-05) (hash(x)=23703987) +3210 train 7.048336 (lr=6.2289e-05) (hash(x)=23362342) +3211 train 7.120247 (lr=6.2244e-05) (hash(x)=23962503) +3212 train 7.019162 (lr=6.2200e-05) (hash(x)=21216023) +3213 train 7.081244 (lr=6.2155e-05) (hash(x)=25841931) +3214 train 6.972368 (lr=6.2110e-05) (hash(x)=23631428) +3215 train 7.343799 (lr=6.2066e-05) (hash(x)=29102969) +3216 train 7.154405 (lr=6.2021e-05) (hash(x)=25782766) +3217 train 7.356758 (lr=6.1977e-05) (hash(x)=28825867) +3218 train 7.327531 (lr=6.1932e-05) (hash(x)=24609499) +3219 train 7.248150 (lr=6.1888e-05) (hash(x)=24948166) +3220 train 7.302218 (lr=6.1843e-05) (hash(x)=26919841) +3221 train 7.175380 (lr=6.1798e-05) (hash(x)=27236198) +3222 train 6.940067 (lr=6.1754e-05) (hash(x)=24029305) 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(hash(x)=21944576) +3241 train 7.189836 (lr=6.0911e-05) (hash(x)=21671079) +3242 train 7.097059 (lr=6.0867e-05) (hash(x)=23912980) +3243 train 7.013680 (lr=6.0823e-05) (hash(x)=25205781) +3244 train 7.032175 (lr=6.0779e-05) (hash(x)=25654244) +3245 train 6.952058 (lr=6.0734e-05) (hash(x)=23335929) +3246 train 7.313216 (lr=6.0690e-05) (hash(x)=27953926) +3247 train 7.132475 (lr=6.0646e-05) (hash(x)=27004415) +3248 train 6.808912 (lr=6.0602e-05) (hash(x)=20471566) +3249 train 7.034918 (lr=6.0558e-05) (hash(x)=25797941) +3250 val loss 7.1489 +3250 val perplexity 1272.7150 +3250 train 6.924314 (lr=6.0514e-05) (hash(x)=21787064) +3251 train 6.922065 (lr=6.0470e-05) (hash(x)=22974875) +3252 train 7.187329 (lr=6.0426e-05) (hash(x)=28431267) +3253 train 7.070879 (lr=6.0381e-05) (hash(x)=25584910) +3254 train 6.836277 (lr=6.0337e-05) (hash(x)=23888922) +3255 train 7.093695 (lr=6.0293e-05) (hash(x)=22265063) +3256 train 6.749028 (lr=6.0249e-05) (hash(x)=21926624) +3257 train 6.999851 (lr=6.0205e-05) (hash(x)=23073191) +3258 train 7.018494 (lr=6.0161e-05) (hash(x)=24409183) +3259 train 7.091260 (lr=6.0117e-05) (hash(x)=23312114) +3260 train 6.975957 (lr=6.0073e-05) (hash(x)=21001289) +3261 train 7.198480 (lr=6.0029e-05) (hash(x)=25514824) +3262 train 6.956407 (lr=5.9985e-05) (hash(x)=22526800) +3263 train 7.374442 (lr=5.9942e-05) (hash(x)=26905990) +3264 train 7.029119 (lr=5.9898e-05) (hash(x)=24469631) +3265 train 6.902908 (lr=5.9854e-05) (hash(x)=21149081) +3266 train 7.072134 (lr=5.9810e-05) (hash(x)=24696215) +3267 train 7.414380 (lr=5.9766e-05) (hash(x)=27089280) +3268 train 6.923045 (lr=5.9722e-05) (hash(x)=23100446) +3269 train 7.197444 (lr=5.9678e-05) (hash(x)=25061229) +3270 train 7.060918 (lr=5.9635e-05) (hash(x)=24337543) +3271 train 7.131998 (lr=5.9591e-05) (hash(x)=24047679) +3272 train 7.214110 (lr=5.9547e-05) (hash(x)=27616773) +3273 train 7.098064 (lr=5.9503e-05) (hash(x)=25315110) +3274 train 7.185002 (lr=5.9459e-05) (hash(x)=28354645) +3275 train 7.052032 (lr=5.9416e-05) (hash(x)=25034684) +3276 train 7.083927 (lr=5.9372e-05) (hash(x)=23550342) +3277 train 7.744836 (lr=5.9328e-05) (hash(x)=28661487) +3278 train 7.307277 (lr=5.9284e-05) (hash(x)=24724622) +3279 train 7.237947 (lr=5.9241e-05) (hash(x)=26905582) +3280 train 7.332496 (lr=5.9197e-05) (hash(x)=26838818) +3281 train 7.049929 (lr=5.9153e-05) (hash(x)=23949017) +3282 train 6.573280 (lr=5.9110e-05) (hash(x)=18846300) +3283 train 6.922536 (lr=5.9066e-05) (hash(x)=21406950) +3284 train 6.770708 (lr=5.9023e-05) (hash(x)=21157696) +3285 train 6.855731 (lr=5.8979e-05) (hash(x)=21440152) +3286 train 7.040826 (lr=5.8935e-05) (hash(x)=26749182) +3287 train 7.226776 (lr=5.8892e-05) (hash(x)=29018970) +3288 train 7.186064 (lr=5.8848e-05) (hash(x)=27577517) +3289 train 6.836861 (lr=5.8805e-05) (hash(x)=19190537) +3290 train 6.822891 (lr=5.8761e-05) (hash(x)=21957991) +3291 train 6.886170 (lr=5.8718e-05) (hash(x)=20853530) +3292 train 6.799059 (lr=5.8674e-05) (hash(x)=22291731) +3293 train 6.986679 (lr=5.8631e-05) (hash(x)=23786853) +3294 train 7.143958 (lr=5.8587e-05) (hash(x)=25740147) +3295 train 7.259644 (lr=5.8544e-05) (hash(x)=24503315) +3296 train 6.984097 (lr=5.8500e-05) (hash(x)=22541728) +3297 train 7.294908 (lr=5.8457e-05) (hash(x)=27067328) +3298 train 6.938413 (lr=5.8413e-05) (hash(x)=22600715) +3299 train 6.996698 (lr=5.8370e-05) (hash(x)=23080074) +3300 val loss 7.1385 +3300 val perplexity 1259.5770 +3300 train 6.758973 (lr=5.8327e-05) (hash(x)=22097758) +3301 train 6.933164 (lr=5.8283e-05) (hash(x)=24105430) +3302 train 6.794904 (lr=5.8240e-05) (hash(x)=23343775) +3303 train 7.070761 (lr=5.8197e-05) (hash(x)=22607537) +3304 train 7.136852 (lr=5.8153e-05) (hash(x)=26501182) +3305 train 7.403089 (lr=5.8110e-05) (hash(x)=26063650) +3306 train 6.988843 (lr=5.8067e-05) (hash(x)=23486602) +3307 train 7.931276 (lr=5.8023e-05) (hash(x)=32179773) +3308 train 11.046513 (lr=5.7980e-05) (hash(x)=66155855) +3309 train 8.362617 (lr=5.7937e-05) (hash(x)=37724427) +3310 train 7.511144 (lr=5.7894e-05) (hash(x)=28861610) +3311 train 7.455874 (lr=5.7850e-05) (hash(x)=26690225) +3312 train 7.016637 (lr=5.7807e-05) (hash(x)=24136450) +3313 train 7.227415 (lr=5.7764e-05) (hash(x)=23702010) +3314 train 7.425210 (lr=5.7721e-05) (hash(x)=28761762) +3315 train 6.808444 (lr=5.7678e-05) (hash(x)=22109609) +3316 train 7.149006 (lr=5.7635e-05) (hash(x)=25168631) +3317 train 7.073804 (lr=5.7591e-05) (hash(x)=24503786) +3318 train 7.109937 (lr=5.7548e-05) (hash(x)=23698606) +3319 train 7.128395 (lr=5.7505e-05) (hash(x)=24226255) +3320 train 7.677323 (lr=5.7462e-05) (hash(x)=31110577) +3321 train 7.117620 (lr=5.7419e-05) (hash(x)=24752754) +3322 train 6.981309 (lr=5.7376e-05) (hash(x)=21135610) +3323 train 6.922426 (lr=5.7333e-05) (hash(x)=23013573) +3324 train 6.685258 (lr=5.7290e-05) (hash(x)=20289715) +3325 train 6.922779 (lr=5.7247e-05) (hash(x)=22700287) +3326 train 6.991831 (lr=5.7204e-05) (hash(x)=21320362) +3327 train 7.093811 (lr=5.7161e-05) (hash(x)=23622702) +3328 train 7.385764 (lr=5.7118e-05) (hash(x)=27435461) +3329 train 7.174516 (lr=5.7075e-05) (hash(x)=25435452) +3330 train 7.137865 (lr=5.7032e-05) (hash(x)=27952557) +3331 train 6.825649 (lr=5.6989e-05) (hash(x)=21517429) +3332 train 6.947702 (lr=5.6946e-05) (hash(x)=24288985) +3333 train 7.101988 (lr=5.6904e-05) (hash(x)=23374788) +3334 train 6.916420 (lr=5.6861e-05) (hash(x)=22042499) +3335 train 7.183450 (lr=5.6818e-05) (hash(x)=23910425) +3336 train 7.497452 (lr=5.6775e-05) (hash(x)=28118508) +3337 train 7.277978 (lr=5.6732e-05) (hash(x)=26737440) +3338 train 7.033200 (lr=5.6689e-05) (hash(x)=24472271) +3339 train 7.021416 (lr=5.6647e-05) (hash(x)=24407484) +3340 train 7.556638 (lr=5.6604e-05) (hash(x)=27908937) +3341 train 7.677541 (lr=5.6561e-05) (hash(x)=29038937) +3342 train 7.461514 (lr=5.6518e-05) (hash(x)=24802580) +3343 train 7.419328 (lr=5.6476e-05) (hash(x)=27213318) +3344 train 7.456593 (lr=5.6433e-05) (hash(x)=28693458) +3345 train 6.772479 (lr=5.6390e-05) (hash(x)=20332324) +3346 train 7.138324 (lr=5.6348e-05) (hash(x)=26726007) +3347 train 7.068719 (lr=5.6305e-05) (hash(x)=25524191) +3348 train 7.178281 (lr=5.6262e-05) (hash(x)=25553293) +3349 train 7.101110 (lr=5.6220e-05) (hash(x)=25614848) +3350 val loss 7.1535 +3350 val perplexity 1278.5696 +3350 train 7.180013 (lr=5.6177e-05) (hash(x)=25747903) +3351 train 7.152351 (lr=5.6134e-05) (hash(x)=26701577) +3352 train 6.897384 (lr=5.6092e-05) (hash(x)=21964135) +3353 train 7.012450 (lr=5.6049e-05) (hash(x)=24461007) +3354 train 7.017409 (lr=5.6007e-05) (hash(x)=25818495) +3355 train 6.849094 (lr=5.5964e-05) (hash(x)=22091266) +3356 train 6.882093 (lr=5.5922e-05) (hash(x)=24476213) +3357 train 7.224146 (lr=5.5879e-05) (hash(x)=24500423) +3358 train 6.972036 (lr=5.5837e-05) (hash(x)=21754841) +3359 train 7.318593 (lr=5.5794e-05) (hash(x)=26216794) +3360 train 6.810363 (lr=5.5752e-05) (hash(x)=24267249) +3361 train 7.155234 (lr=5.5709e-05) (hash(x)=23143515) +3362 train 7.027295 (lr=5.5667e-05) (hash(x)=24120302) +3363 train 7.178260 (lr=5.5625e-05) (hash(x)=20817340) +3364 train 7.146351 (lr=5.5582e-05) (hash(x)=22285847) +3365 train 7.418156 (lr=5.5540e-05) (hash(x)=28151597) +3366 train 7.910282 (lr=5.5497e-05) (hash(x)=31593285) +3367 train 7.523107 (lr=5.5455e-05) (hash(x)=27579623) +3368 train 7.115925 (lr=5.5413e-05) (hash(x)=24995988) +3369 train 6.751318 (lr=5.5370e-05) (hash(x)=22166810) +3370 train 7.004865 (lr=5.5328e-05) (hash(x)=23948298) +3371 train 6.913783 (lr=5.5286e-05) (hash(x)=21532187) +3372 train 7.000913 (lr=5.5244e-05) (hash(x)=23571652) +3373 train 7.405090 (lr=5.5201e-05) (hash(x)=26911513) +3374 train 7.309802 (lr=5.5159e-05) (hash(x)=24011329) +3375 train 7.483585 (lr=5.5117e-05) (hash(x)=26086198) +3376 train 7.097934 (lr=5.5075e-05) (hash(x)=22844402) +3377 train 7.047054 (lr=5.5033e-05) (hash(x)=21817762) +3378 train 7.095990 (lr=5.4990e-05) (hash(x)=23903232) +3379 train 7.070042 (lr=5.4948e-05) (hash(x)=23911729) +3380 train 7.052481 (lr=5.4906e-05) (hash(x)=24485288) +3381 train 7.243904 (lr=5.4864e-05) (hash(x)=27955492) +3382 train 6.968773 (lr=5.4822e-05) (hash(x)=25884586) +3383 train 7.181517 (lr=5.4780e-05) (hash(x)=24863441) +3384 train 7.434407 (lr=5.4738e-05) (hash(x)=22045992) +3385 train 7.528222 (lr=5.4696e-05) (hash(x)=29174796) +3386 train 7.812354 (lr=5.4654e-05) (hash(x)=32589942) +3387 train 7.475745 (lr=5.4612e-05) (hash(x)=28856978) +3388 train 6.913950 (lr=5.4570e-05) (hash(x)=21667904) +3389 train 6.907686 (lr=5.4528e-05) (hash(x)=23431801) +3390 train 6.728720 (lr=5.4486e-05) (hash(x)=20877285) +3391 train 6.983905 (lr=5.4444e-05) (hash(x)=25236385) +3392 train 7.229736 (lr=5.4402e-05) (hash(x)=25373071) +3393 train 7.354782 (lr=5.4360e-05) (hash(x)=25713464) +3394 train 7.354844 (lr=5.4318e-05) (hash(x)=25713475) +3395 train 7.203465 (lr=5.4276e-05) (hash(x)=24278687) +3396 train 7.343572 (lr=5.4234e-05) (hash(x)=27491349) +3397 train 7.234457 (lr=5.4192e-05) (hash(x)=24513692) +3398 train 7.331487 (lr=5.4151e-05) (hash(x)=26853415) +3399 train 7.409957 (lr=5.4109e-05) (hash(x)=25330803) +3400 val loss 7.1362 +3400 val perplexity 1256.6385 +3400 train 7.369068 (lr=5.4067e-05) (hash(x)=26578066) +3401 train 7.382746 (lr=5.4025e-05) (hash(x)=26811522) +3402 train 7.065006 (lr=5.3983e-05) (hash(x)=25611092) +3403 train 6.880147 (lr=5.3942e-05) (hash(x)=21568545) +3404 train 6.858898 (lr=5.3900e-05) (hash(x)=22756484) +3405 train 7.155127 (lr=5.3858e-05) (hash(x)=27927608) +3406 train 7.181184 (lr=5.3817e-05) (hash(x)=27497018) +3407 train 6.960506 (lr=5.3775e-05) (hash(x)=22508532) +3408 train 7.402013 (lr=5.3733e-05) (hash(x)=26673287) +3409 train 7.069921 (lr=5.3692e-05) (hash(x)=23675869) +3410 train 6.982362 (lr=5.3650e-05) (hash(x)=25496948) +3411 train 6.961145 (lr=5.3608e-05) (hash(x)=24850662) +3412 train 7.251894 (lr=5.3567e-05) (hash(x)=29790167) +3413 train 6.904443 (lr=5.3525e-05) (hash(x)=24193434) +3414 train 7.266815 (lr=5.3484e-05) (hash(x)=25310919) +3415 train 6.924081 (lr=5.3442e-05) (hash(x)=21799261) +3416 train 7.252521 (lr=5.3400e-05) (hash(x)=26620074) +3417 train 7.179637 (lr=5.3359e-05) (hash(x)=26719309) +3418 train 7.533076 (lr=5.3317e-05) (hash(x)=23190530) +3419 train 7.151736 (lr=5.3276e-05) (hash(x)=24884891) +3420 train 7.142345 (lr=5.3235e-05) (hash(x)=25545849) +3421 train 7.091388 (lr=5.3193e-05) (hash(x)=26021405) +3422 train 7.039594 (lr=5.3152e-05) (hash(x)=23887343) +3423 train 7.108717 (lr=5.3110e-05) (hash(x)=26311168) +3424 train 6.803614 (lr=5.3069e-05) (hash(x)=21051541) +3425 train 7.164093 (lr=5.3027e-05) (hash(x)=23553179) +3426 train 7.054564 (lr=5.2986e-05) (hash(x)=24345540) +3427 train 7.523046 (lr=5.2945e-05) (hash(x)=27549895) +3428 train 6.827322 (lr=5.2903e-05) (hash(x)=22559753) +3429 train 6.806612 (lr=5.2862e-05) (hash(x)=21647642) +3430 train 6.708414 (lr=5.2821e-05) (hash(x)=20130901) +3431 train 6.834886 (lr=5.2780e-05) (hash(x)=20977430) +3432 train 6.830141 (lr=5.2738e-05) (hash(x)=21356429) +3433 train 6.843301 (lr=5.2697e-05) (hash(x)=23494380) +3434 train 7.081906 (lr=5.2656e-05) (hash(x)=23805501) +3435 train 7.034304 (lr=5.2615e-05) (hash(x)=23448855) +3436 train 7.400283 (lr=5.2573e-05) (hash(x)=26000319) +3437 train 6.867556 (lr=5.2532e-05) (hash(x)=21760032) +3438 train 6.990303 (lr=5.2491e-05) (hash(x)=24424886) +3439 train 7.370279 (lr=5.2450e-05) (hash(x)=26941617) +3440 train 7.385871 (lr=5.2409e-05) (hash(x)=26798528) +3441 train 7.399112 (lr=5.2368e-05) (hash(x)=27464193) +3442 train 7.323715 (lr=5.2327e-05) (hash(x)=25649118) +3443 train 7.358229 (lr=5.2286e-05) (hash(x)=26953192) +3444 train 7.210439 (lr=5.2245e-05) (hash(x)=22224958) +3445 train 6.980304 (lr=5.2204e-05) (hash(x)=24044587) +3446 train 7.418907 (lr=5.2163e-05) (hash(x)=29584466) +3447 train 7.817495 (lr=5.2122e-05) (hash(x)=30008957) +3448 train 7.683788 (lr=5.2081e-05) (hash(x)=26059290) +3449 train 6.672399 (lr=5.2040e-05) (hash(x)=19733965) +3450 val loss 7.1373 +3450 val perplexity 1258.0170 +3450 train 7.184714 (lr=5.1999e-05) (hash(x)=23960200) +3451 train 7.362944 (lr=5.1958e-05) (hash(x)=27069893) +3452 train 6.979557 (lr=5.1917e-05) (hash(x)=23947772) +3453 train 7.061509 (lr=5.1876e-05) (hash(x)=22707406) +3454 train 7.252079 (lr=5.1835e-05) (hash(x)=27832550) +3455 train 7.119105 (lr=5.1794e-05) (hash(x)=27125962) +3456 train 7.005455 (lr=5.1753e-05) (hash(x)=24510254) +3457 train 6.811100 (lr=5.1712e-05) (hash(x)=23545652) +3458 train 6.884405 (lr=5.1672e-05) (hash(x)=23554751) +3459 train 7.005280 (lr=5.1631e-05) (hash(x)=23341415) +3460 train 7.194219 (lr=5.1590e-05) (hash(x)=21784583) +3461 train 6.956587 (lr=5.1549e-05) (hash(x)=22214769) +3462 train 7.047122 (lr=5.1509e-05) (hash(x)=24206922) +3463 train 7.147364 (lr=5.1468e-05) (hash(x)=25888358) +3464 train 6.949212 (lr=5.1427e-05) (hash(x)=22689666) +3465 train 7.076726 (lr=5.1387e-05) (hash(x)=24918697) +3466 train 7.347840 (lr=5.1346e-05) (hash(x)=28237214) +3467 train 7.452634 (lr=5.1305e-05) (hash(x)=26761645) +3468 train 7.127068 (lr=5.1265e-05) (hash(x)=26979307) +3469 train 7.000118 (lr=5.1224e-05) (hash(x)=23553754) +3470 train 7.194261 (lr=5.1183e-05) (hash(x)=25256849) +3471 train 7.046678 (lr=5.1143e-05) (hash(x)=21725719) +3472 train 7.128558 (lr=5.1102e-05) (hash(x)=24897801) +3473 train 7.060183 (lr=5.1062e-05) (hash(x)=26175307) +3474 train 6.868951 (lr=5.1021e-05) (hash(x)=23309218) +3475 train 6.922725 (lr=5.0981e-05) (hash(x)=25746493) +3476 train 7.291934 (lr=5.0940e-05) (hash(x)=27169613) +3477 train 6.962851 (lr=5.0900e-05) (hash(x)=22937341) +3478 train 7.117198 (lr=5.0859e-05) (hash(x)=24250636) +3479 train 6.924156 (lr=5.0819e-05) (hash(x)=21669704) +3480 train 6.928427 (lr=5.0778e-05) (hash(x)=24431839) +3481 train 6.943077 (lr=5.0738e-05) (hash(x)=22763387) +3482 train 6.907925 (lr=5.0698e-05) (hash(x)=20489446) +3483 train 6.880385 (lr=5.0657e-05) (hash(x)=21167493) +3484 train 6.882463 (lr=5.0617e-05) (hash(x)=23465087) +3485 train 7.132009 (lr=5.0577e-05) (hash(x)=26175023) +3486 train 7.228051 (lr=5.0536e-05) (hash(x)=24986207) +3487 train 6.801564 (lr=5.0496e-05) (hash(x)=23166993) +3488 train 7.089847 (lr=5.0456e-05) (hash(x)=25281216) +3489 train 6.866292 (lr=5.0416e-05) (hash(x)=21824285) +3490 train 6.914928 (lr=5.0375e-05) (hash(x)=22352750) +3491 train 7.183422 (lr=5.0335e-05) (hash(x)=23947208) +3492 train 7.204856 (lr=5.0295e-05) (hash(x)=26257363) +3493 train 7.045328 (lr=5.0255e-05) (hash(x)=25103214) +3494 train 7.106547 (lr=5.0215e-05) (hash(x)=25267583) +3495 train 7.177580 (lr=5.0174e-05) (hash(x)=26235974) +3496 train 7.379530 (lr=5.0134e-05) (hash(x)=26430769) +3497 train 7.801967 (lr=5.0094e-05) (hash(x)=28282027) +3498 train 7.676862 (lr=5.0054e-05) (hash(x)=28386462) +3499 train 7.258334 (lr=5.0014e-05) (hash(x)=29822604) +3500 val loss 7.1342 +3500 val perplexity 1254.1388 +3500 train 7.150857 (lr=4.9974e-05) (hash(x)=29225386) +3501 train 7.045949 (lr=4.9934e-05) (hash(x)=25249294) +3502 train 6.803918 (lr=4.9894e-05) (hash(x)=20020741) +3503 train 6.988487 (lr=4.9854e-05) (hash(x)=25426430) +3504 train 6.932512 (lr=4.9814e-05) (hash(x)=25720411) +3505 train 6.974115 (lr=4.9774e-05) (hash(x)=25602639) +3506 train 7.100110 (lr=4.9734e-05) (hash(x)=26724388) +3507 train 6.991260 (lr=4.9694e-05) (hash(x)=26043735) +3508 train 6.944814 (lr=4.9654e-05) (hash(x)=24955163) +3509 train 6.950405 (lr=4.9614e-05) (hash(x)=20936107) +3510 train 6.913381 (lr=4.9574e-05) (hash(x)=20317378) +3511 train 6.942857 (lr=4.9535e-05) (hash(x)=22966314) +3512 train 7.285878 (lr=4.9495e-05) (hash(x)=25870930) +3513 train 7.104355 (lr=4.9455e-05) (hash(x)=24656635) +3514 train 7.375594 (lr=4.9415e-05) (hash(x)=28576810) +3515 train 7.283572 (lr=4.9375e-05) (hash(x)=27944619) +3516 train 7.130839 (lr=4.9336e-05) (hash(x)=27421509) +3517 train 6.848006 (lr=4.9296e-05) (hash(x)=20844620) +3518 train 7.058786 (lr=4.9256e-05) (hash(x)=28569406) +3519 train 6.961845 (lr=4.9216e-05) (hash(x)=23448505) +3520 train 7.132467 (lr=4.9177e-05) (hash(x)=24852577) +3521 train 7.010015 (lr=4.9137e-05) (hash(x)=23963103) +3522 train 6.877725 (lr=4.9097e-05) (hash(x)=24816516) +3523 train 7.069573 (lr=4.9058e-05) (hash(x)=24205942) +3524 train 6.686830 (lr=4.9018e-05) (hash(x)=20988660) +3525 train 6.761319 (lr=4.8979e-05) (hash(x)=21631366) +3526 train 6.990565 (lr=4.8939e-05) (hash(x)=23499370) +3527 train 7.099432 (lr=4.8899e-05) (hash(x)=26330693) +3528 train 6.744324 (lr=4.8860e-05) (hash(x)=23937176) +3529 train 7.040207 (lr=4.8820e-05) (hash(x)=27345885) +3530 train 6.742584 (lr=4.8781e-05) (hash(x)=21104610) +3531 train 7.119150 (lr=4.8741e-05) (hash(x)=24844466) +3532 train 6.460464 (lr=4.8702e-05) (hash(x)=21055483) +3533 train 6.812007 (lr=4.8663e-05) (hash(x)=23229414) +3534 train 7.128292 (lr=4.8623e-05) (hash(x)=26676920) +3535 train 7.088592 (lr=4.8584e-05) (hash(x)=29550596) +3536 train 6.869458 (lr=4.8544e-05) (hash(x)=22231942) +3537 train 7.022644 (lr=4.8505e-05) (hash(x)=25843852) +3538 train 7.187202 (lr=4.8466e-05) (hash(x)=27110533) +3539 train 6.739156 (lr=4.8426e-05) (hash(x)=20506540) +3540 train 6.841693 (lr=4.8387e-05) (hash(x)=21599346) +3541 train 7.057056 (lr=4.8348e-05) (hash(x)=26395519) +3542 train 7.002344 (lr=4.8308e-05) (hash(x)=25892512) +3543 train 7.055997 (lr=4.8269e-05) (hash(x)=22124892) +3544 train 6.940967 (lr=4.8230e-05) (hash(x)=21882567) +3545 train 7.007404 (lr=4.8191e-05) (hash(x)=24316212) +3546 train 6.948541 (lr=4.8152e-05) (hash(x)=24296310) +3547 train 7.032246 (lr=4.8112e-05) (hash(x)=24867036) +3548 train 7.022823 (lr=4.8073e-05) (hash(x)=23351896) +3549 train 6.987095 (lr=4.8034e-05) (hash(x)=21576408) +3550 val loss 7.1190 +3550 val perplexity 1235.1851 +3550 train 7.111223 (lr=4.7995e-05) (hash(x)=26377338) +3551 train 6.928262 (lr=4.7956e-05) (hash(x)=25607640) +3552 train 7.267138 (lr=4.7917e-05) (hash(x)=27619776) +3553 train 6.771228 (lr=4.7878e-05) (hash(x)=23454533) +3554 train 6.935049 (lr=4.7839e-05) (hash(x)=22542519) +3555 train 7.035866 (lr=4.7800e-05) (hash(x)=26176930) +3556 train 6.810546 (lr=4.7761e-05) (hash(x)=22815181) +3557 train 6.805914 (lr=4.7722e-05) (hash(x)=21821757) +3558 train 6.839818 (lr=4.7683e-05) (hash(x)=23988293) +3559 train 6.752310 (lr=4.7644e-05) (hash(x)=23795894) +3560 train 6.726614 (lr=4.7605e-05) (hash(x)=22898969) +3561 train 6.733482 (lr=4.7566e-05) (hash(x)=21510825) +3562 train 6.651847 (lr=4.7527e-05) (hash(x)=22499317) +3563 train 6.687230 (lr=4.7488e-05) (hash(x)=23756298) +3564 train 6.725575 (lr=4.7449e-05) (hash(x)=23964512) +3565 train 6.841753 (lr=4.7410e-05) (hash(x)=23262803) +3566 train 7.037782 (lr=4.7372e-05) (hash(x)=23347279) +3567 train 6.926648 (lr=4.7333e-05) (hash(x)=24165449) +3568 train 7.048683 (lr=4.7294e-05) (hash(x)=25503946) +3569 train 7.033983 (lr=4.7255e-05) (hash(x)=26532839) +3570 train 6.690321 (lr=4.7217e-05) (hash(x)=21889816) +3571 train 6.970286 (lr=4.7178e-05) (hash(x)=26643739) +3572 train 7.165504 (lr=4.7139e-05) (hash(x)=26826130) +3573 train 7.167281 (lr=4.7100e-05) (hash(x)=25810624) +3574 train 7.035802 (lr=4.7062e-05) (hash(x)=23080331) +3575 train 7.189847 (lr=4.7023e-05) (hash(x)=24697756) +3576 train 7.026361 (lr=4.6985e-05) (hash(x)=25158900) +3577 train 7.169170 (lr=4.6946e-05) (hash(x)=25793633) +3578 train 6.770058 (lr=4.6907e-05) (hash(x)=21468493) +3579 train 7.060482 (lr=4.6869e-05) (hash(x)=24431101) +3580 train 6.911457 (lr=4.6830e-05) (hash(x)=27314357) +3581 train 7.150257 (lr=4.6792e-05) (hash(x)=26286249) +3582 train 7.421301 (lr=4.6753e-05) (hash(x)=25954856) +3583 train 7.283653 (lr=4.6715e-05) (hash(x)=27218899) +3584 train 7.086822 (lr=4.6676e-05) (hash(x)=24249114) +3585 train 6.946413 (lr=4.6638e-05) (hash(x)=23659934) +3586 train 6.968834 (lr=4.6599e-05) (hash(x)=25995600) +3587 train 6.912860 (lr=4.6561e-05) (hash(x)=29462219) +3588 train 7.046155 (lr=4.6523e-05) (hash(x)=23346714) +3589 train 7.128560 (lr=4.6484e-05) (hash(x)=27168432) +3590 train 6.973989 (lr=4.6446e-05) (hash(x)=23954240) +3591 train 6.934312 (lr=4.6408e-05) (hash(x)=24748522) +3592 train 7.119590 (lr=4.6369e-05) (hash(x)=24887007) +3593 train 6.880535 (lr=4.6331e-05) (hash(x)=25539383) +3594 train 6.781348 (lr=4.6293e-05) (hash(x)=20104613) +3595 train 7.318413 (lr=4.6254e-05) (hash(x)=24843486) +3596 train 7.328509 (lr=4.6216e-05) (hash(x)=24357864) +3597 train 7.004148 (lr=4.6178e-05) (hash(x)=23873745) +3598 train 7.150571 (lr=4.6140e-05) (hash(x)=25142829) +3599 train 7.231670 (lr=4.6102e-05) (hash(x)=24965317) +3600 val loss 7.1160 +3600 val perplexity 1231.5259 +3600 train 6.680423 (lr=4.6064e-05) (hash(x)=18505205) +3601 train 6.722961 (lr=4.6025e-05) (hash(x)=23632877) +3602 train 6.972116 (lr=4.5987e-05) (hash(x)=23704554) +3603 train 7.121620 (lr=4.5949e-05) (hash(x)=26584754) +3604 train 6.755714 (lr=4.5911e-05) (hash(x)=20667709) +3605 train 6.639877 (lr=4.5873e-05) (hash(x)=20573248) +3606 train 6.773815 (lr=4.5835e-05) (hash(x)=23998997) +3607 train 6.956436 (lr=4.5797e-05) (hash(x)=22031210) +3608 train 7.024024 (lr=4.5759e-05) (hash(x)=24124536) +3609 train 6.914435 (lr=4.5721e-05) (hash(x)=22650144) +3610 train 6.987175 (lr=4.5683e-05) (hash(x)=23796998) +3611 train 7.058416 (lr=4.5645e-05) (hash(x)=24860582) +3612 train 6.574451 (lr=4.5607e-05) (hash(x)=20591300) +3613 train 7.012825 (lr=4.5569e-05) (hash(x)=23447130) +3614 train 7.004841 (lr=4.5532e-05) (hash(x)=26237963) +3615 train 7.123075 (lr=4.5494e-05) (hash(x)=25877990) +3616 train 6.902035 (lr=4.5456e-05) (hash(x)=24808003) +3617 train 7.095314 (lr=4.5418e-05) (hash(x)=24103543) +3618 train 7.000727 (lr=4.5380e-05) (hash(x)=24877184) +3619 train 7.092352 (lr=4.5343e-05) (hash(x)=24970646) +3620 train 7.022945 (lr=4.5305e-05) (hash(x)=25764524) +3621 train 7.204970 (lr=4.5267e-05) (hash(x)=25313591) +3622 train 7.050714 (lr=4.5229e-05) (hash(x)=23260940) +3623 train 6.982839 (lr=4.5192e-05) (hash(x)=24382381) +3624 train 6.903089 (lr=4.5154e-05) (hash(x)=24618902) +3625 train 7.116109 (lr=4.5116e-05) (hash(x)=25074871) +3626 train 6.825078 (lr=4.5079e-05) (hash(x)=24472251) +3627 train 6.965065 (lr=4.5041e-05) (hash(x)=25221746) +3628 train 7.055527 (lr=4.5003e-05) (hash(x)=27448790) +3629 train 7.014074 (lr=4.4966e-05) (hash(x)=25221431) +3630 train 6.622025 (lr=4.4928e-05) (hash(x)=22034366) +3631 train 7.196504 (lr=4.4891e-05) (hash(x)=24551999) +3632 train 6.897644 (lr=4.4853e-05) (hash(x)=24330217) +3633 train 6.977696 (lr=4.4816e-05) (hash(x)=22792380) +3634 train 6.794595 (lr=4.4778e-05) (hash(x)=22393767) +3635 train 7.104315 (lr=4.4741e-05) (hash(x)=28151378) +3636 train 7.109526 (lr=4.4704e-05) (hash(x)=26999341) +3637 train 7.097579 (lr=4.4666e-05) (hash(x)=27251870) +3638 train 7.051424 (lr=4.4629e-05) (hash(x)=23439462) +3639 train 7.177533 (lr=4.4591e-05) (hash(x)=25765516) +3640 train 7.009712 (lr=4.4554e-05) (hash(x)=24720171) +3641 train 7.221935 (lr=4.4517e-05) (hash(x)=23927187) +3642 train 6.984294 (lr=4.4479e-05) (hash(x)=23879561) +3643 train 7.098111 (lr=4.4442e-05) (hash(x)=25630696) +3644 train 6.682632 (lr=4.4405e-05) (hash(x)=22030016) +3645 train 7.152073 (lr=4.4368e-05) (hash(x)=28781600) +3646 train 7.146359 (lr=4.4330e-05) (hash(x)=26668019) +3647 train 7.206352 (lr=4.4293e-05) (hash(x)=25204247) +3648 train 7.451652 (lr=4.4256e-05) (hash(x)=31261394) +3649 train 7.202663 (lr=4.4219e-05) (hash(x)=26193103) +3650 val loss 7.1096 +3650 val perplexity 1223.6627 +3650 train 7.027924 (lr=4.4182e-05) (hash(x)=23872456) +3651 train 6.925525 (lr=4.4145e-05) (hash(x)=26326447) +3652 train 6.927634 (lr=4.4107e-05) (hash(x)=26449631) +3653 train 7.225999 (lr=4.4070e-05) (hash(x)=26373461) +3654 train 7.059384 (lr=4.4033e-05) (hash(x)=24882768) +3655 train 7.134573 (lr=4.3996e-05) (hash(x)=26321813) +3656 train 7.165815 (lr=4.3959e-05) (hash(x)=27056428) +3657 train 7.127637 (lr=4.3922e-05) (hash(x)=24583976) +3658 train 6.852710 (lr=4.3885e-05) (hash(x)=22259624) +3659 train 6.975078 (lr=4.3848e-05) (hash(x)=25400396) +3660 train 6.825808 (lr=4.3811e-05) (hash(x)=21095507) +3661 train 7.085403 (lr=4.3775e-05) (hash(x)=27231042) +3662 train 6.868371 (lr=4.3738e-05) (hash(x)=27292771) +3663 train 7.318692 (lr=4.3701e-05) (hash(x)=25528323) +3664 train 7.066286 (lr=4.3664e-05) (hash(x)=24374502) +3665 train 6.864704 (lr=4.3627e-05) (hash(x)=22463800) +3666 train 7.145882 (lr=4.3590e-05) (hash(x)=25413960) +3667 train 7.064010 (lr=4.3554e-05) (hash(x)=24035353) +3668 train 7.014686 (lr=4.3517e-05) (hash(x)=24815852) +3669 train 6.870592 (lr=4.3480e-05) (hash(x)=22995856) +3670 train 7.134346 (lr=4.3443e-05) (hash(x)=28128238) +3671 train 7.156464 (lr=4.3407e-05) (hash(x)=25114729) +3672 train 6.893692 (lr=4.3370e-05) (hash(x)=19337726) +3673 train 7.337580 (lr=4.3333e-05) (hash(x)=26674420) +3674 train 6.822929 (lr=4.3297e-05) (hash(x)=22553270) +3675 train 6.684830 (lr=4.3260e-05) (hash(x)=21634962) +3676 train 6.893848 (lr=4.3223e-05) (hash(x)=23362669) +3677 train 7.045762 (lr=4.3187e-05) (hash(x)=24781824) +3678 train 6.588151 (lr=4.3150e-05) (hash(x)=17909688) +3679 train 7.856256 (lr=4.3114e-05) (hash(x)=31341964) +3680 train 7.309842 (lr=4.3077e-05) (hash(x)=29071335) +3681 train 6.705900 (lr=4.3041e-05) (hash(x)=19486640) +3682 train 6.881851 (lr=4.3004e-05) (hash(x)=24301133) +3683 train 7.059986 (lr=4.2968e-05) (hash(x)=29172813) +3684 train 7.578577 (lr=4.2931e-05) (hash(x)=31501337) +3685 train 7.195110 (lr=4.2895e-05) (hash(x)=27377840) +3686 train 6.998659 (lr=4.2859e-05) (hash(x)=24499761) +3687 train 6.993975 (lr=4.2822e-05) (hash(x)=26326024) +3688 train 6.996182 (lr=4.2786e-05) (hash(x)=23179996) +3689 train 6.677144 (lr=4.2749e-05) (hash(x)=20963675) +3690 train 6.987260 (lr=4.2713e-05) (hash(x)=26650521) +3691 train 6.713711 (lr=4.2677e-05) (hash(x)=20140071) +3692 train 6.723642 (lr=4.2641e-05) (hash(x)=21734340) +3693 train 6.993414 (lr=4.2604e-05) (hash(x)=23848422) +3694 train 7.055154 (lr=4.2568e-05) (hash(x)=27499953) +3695 train 7.282602 (lr=4.2532e-05) (hash(x)=27273311) +3696 train 7.214382 (lr=4.2496e-05) (hash(x)=25741091) +3697 train 6.935666 (lr=4.2460e-05) (hash(x)=22010794) +3698 train 7.036340 (lr=4.2424e-05) (hash(x)=24616138) +3699 train 7.427770 (lr=4.2387e-05) (hash(x)=31276487) +3700 val loss 7.1071 +3700 val perplexity 1220.5690 +3700 train 7.074364 (lr=4.2351e-05) (hash(x)=24042922) +3701 train 6.820401 (lr=4.2315e-05) (hash(x)=21985431) +3702 train 6.683278 (lr=4.2279e-05) (hash(x)=21336316) +3703 train 6.510712 (lr=4.2243e-05) (hash(x)=17819313) +3704 train 7.179789 (lr=4.2207e-05) (hash(x)=27033851) +3705 train 7.192837 (lr=4.2171e-05) (hash(x)=27260043) +3706 train 7.266953 (lr=4.2135e-05) (hash(x)=26847649) +3707 train 7.192667 (lr=4.2099e-05) (hash(x)=25843618) +3708 train 7.173017 (lr=4.2063e-05) (hash(x)=25828009) +3709 train 7.230937 (lr=4.2027e-05) (hash(x)=24960960) +3710 train 7.350877 (lr=4.1992e-05) (hash(x)=24852741) +3711 train 6.767931 (lr=4.1956e-05) (hash(x)=23769243) +3712 train 6.990627 (lr=4.1920e-05) (hash(x)=27110690) +3713 train 6.996299 (lr=4.1884e-05) (hash(x)=22817285) +3714 train 6.691498 (lr=4.1848e-05) (hash(x)=19618355) +3715 train 7.276342 (lr=4.1812e-05) (hash(x)=28731298) +3716 train 6.992555 (lr=4.1777e-05) (hash(x)=23091196) +3717 train 7.597221 (lr=4.1741e-05) (hash(x)=28825233) +3718 train 7.115520 (lr=4.1705e-05) (hash(x)=25778506) +3719 train 7.055853 (lr=4.1670e-05) (hash(x)=23788738) +3720 train 6.385697 (lr=4.1634e-05) (hash(x)=16684794) +3721 train 6.897970 (lr=4.1598e-05) (hash(x)=24755102) +3722 train 7.198871 (lr=4.1563e-05) (hash(x)=26839238) +3723 train 7.232896 (lr=4.1527e-05) (hash(x)=26599031) +3724 train 7.104674 (lr=4.1491e-05) (hash(x)=25945650) +3725 train 7.249842 (lr=4.1456e-05) (hash(x)=27434751) +3726 train 7.028584 (lr=4.1420e-05) (hash(x)=24814591) +3727 train 6.969228 (lr=4.1385e-05) (hash(x)=24818744) +3728 train 7.049605 (lr=4.1349e-05) (hash(x)=25649817) +3729 train 6.945812 (lr=4.1314e-05) (hash(x)=24987021) +3730 train 6.877469 (lr=4.1278e-05) (hash(x)=24667779) +3731 train 6.880040 (lr=4.1243e-05) (hash(x)=23053871) +3732 train 6.575258 (lr=4.1208e-05) (hash(x)=19264856) +3733 train 7.162885 (lr=4.1172e-05) (hash(x)=23718117) +3734 train 6.862586 (lr=4.1137e-05) (hash(x)=21904779) +3735 train 7.115474 (lr=4.1102e-05) (hash(x)=23472795) +3736 train 7.379184 (lr=4.1066e-05) (hash(x)=24650440) +3737 train 7.379799 (lr=4.1031e-05) (hash(x)=25243911) +3738 train 7.754671 (lr=4.0996e-05) (hash(x)=30423616) +3739 train 7.761270 (lr=4.0960e-05) (hash(x)=29748225) +3740 train 7.141721 (lr=4.0925e-05) (hash(x)=25180684) +3741 train 7.164667 (lr=4.0890e-05) (hash(x)=25619065) +3742 train 7.548712 (lr=4.0855e-05) (hash(x)=31847002) +3743 train 7.084794 (lr=4.0820e-05) (hash(x)=24991832) +3744 train 7.002037 (lr=4.0784e-05) (hash(x)=23836263) +3745 train 6.913986 (lr=4.0749e-05) (hash(x)=24651902) +3746 train 7.442525 (lr=4.0714e-05) (hash(x)=22936538) +3747 train 7.438522 (lr=4.0679e-05) (hash(x)=23681545) +3748 train 6.822277 (lr=4.0644e-05) (hash(x)=21140825) +3749 train 7.033467 (lr=4.0609e-05) (hash(x)=24932453) +3750 val loss 7.1132 +3750 val perplexity 1228.1000 +3750 train 7.175500 (lr=4.0574e-05) (hash(x)=25919062) +3751 train 6.998500 (lr=4.0539e-05) (hash(x)=22424066) +3752 train 7.039001 (lr=4.0504e-05) (hash(x)=23542210) +3753 train 6.906471 (lr=4.0469e-05) (hash(x)=22113561) +3754 train 6.810238 (lr=4.0434e-05) (hash(x)=24892794) +3755 train 7.290152 (lr=4.0399e-05) (hash(x)=25262748) +3756 train 7.086646 (lr=4.0364e-05) (hash(x)=24477975) +3757 train 6.851747 (lr=4.0330e-05) (hash(x)=24681189) +3758 train 6.902191 (lr=4.0295e-05) (hash(x)=24052603) +3759 train 7.120769 (lr=4.0260e-05) (hash(x)=26474878) +3760 train 7.695683 (lr=4.0225e-05) (hash(x)=28228836) +3761 train 7.188106 (lr=4.0190e-05) (hash(x)=23832522) +3762 train 7.146198 (lr=4.0156e-05) (hash(x)=24416789) +3763 train 6.893087 (lr=4.0121e-05) (hash(x)=23930593) +3764 train 6.971490 (lr=4.0086e-05) (hash(x)=23895092) +3765 train 6.920400 (lr=4.0052e-05) (hash(x)=26865287) +3766 train 6.948943 (lr=4.0017e-05) (hash(x)=21330722) +3767 train 7.030300 (lr=3.9982e-05) (hash(x)=22704349) +3768 train 7.135983 (lr=3.9948e-05) (hash(x)=27740886) +3769 train 7.117192 (lr=3.9913e-05) (hash(x)=24935936) +3770 train 6.967264 (lr=3.9879e-05) (hash(x)=23497487) +3771 train 7.174756 (lr=3.9844e-05) (hash(x)=24801048) +3772 train 6.935737 (lr=3.9809e-05) (hash(x)=25490486) +3773 train 6.925893 (lr=3.9775e-05) (hash(x)=21166466) +3774 train 7.164795 (lr=3.9740e-05) (hash(x)=23225244) +3775 train 6.940794 (lr=3.9706e-05) (hash(x)=22293673) +3776 train 7.262981 (lr=3.9672e-05) (hash(x)=25700016) +3777 train 6.786565 (lr=3.9637e-05) (hash(x)=22370207) +3778 train 7.117906 (lr=3.9603e-05) (hash(x)=25224849) +3779 train 7.040741 (lr=3.9568e-05) (hash(x)=23311934) +3780 train 6.775715 (lr=3.9534e-05) (hash(x)=19627124) +3781 train 7.319157 (lr=3.9500e-05) (hash(x)=27132838) +3782 train 7.232758 (lr=3.9465e-05) (hash(x)=27242104) +3783 train 6.728070 (lr=3.9431e-05) (hash(x)=21785487) +3784 train 7.049214 (lr=3.9397e-05) (hash(x)=25798262) +3785 train 6.963878 (lr=3.9363e-05) (hash(x)=24806937) +3786 train 6.779985 (lr=3.9328e-05) (hash(x)=24098756) +3787 train 6.795833 (lr=3.9294e-05) (hash(x)=22981456) +3788 train 7.276464 (lr=3.9260e-05) (hash(x)=22441908) +3789 train 7.112924 (lr=3.9226e-05) (hash(x)=25867804) +3790 train 7.055871 (lr=3.9192e-05) (hash(x)=22835586) +3791 train 7.304525 (lr=3.9158e-05) (hash(x)=25251063) +3792 train 7.104094 (lr=3.9124e-05) (hash(x)=27059729) +3793 train 7.055394 (lr=3.9090e-05) (hash(x)=23819311) +3794 train 6.772970 (lr=3.9056e-05) (hash(x)=21345757) +3795 train 7.017358 (lr=3.9022e-05) (hash(x)=25796422) +3796 train 6.708373 (lr=3.8988e-05) (hash(x)=21414971) +3797 train 6.984882 (lr=3.8954e-05) (hash(x)=26120920) +3798 train 6.927358 (lr=3.8920e-05) (hash(x)=22008247) +3799 train 7.002697 (lr=3.8886e-05) (hash(x)=22722211) +3800 val loss 7.0955 +3800 val perplexity 1206.5801 +3800 train 6.740304 (lr=3.8852e-05) (hash(x)=24484513) +3801 train 7.085872 (lr=3.8818e-05) (hash(x)=24463866) +3802 train 7.109447 (lr=3.8784e-05) (hash(x)=26470775) +3803 train 7.112113 (lr=3.8750e-05) (hash(x)=24296755) +3804 train 7.086795 (lr=3.8716e-05) (hash(x)=24381309) +3805 train 7.332546 (lr=3.8683e-05) (hash(x)=26781262) +3806 train 6.790353 (lr=3.8649e-05) (hash(x)=23563137) +3807 train 7.009140 (lr=3.8615e-05) (hash(x)=24522269) +3808 train 6.814561 (lr=3.8582e-05) (hash(x)=22871995) +3809 train 7.127590 (lr=3.8548e-05) (hash(x)=24751946) +3810 train 6.932497 (lr=3.8514e-05) (hash(x)=19879741) +3811 train 7.022147 (lr=3.8481e-05) (hash(x)=25617184) +3812 train 6.721599 (lr=3.8447e-05) (hash(x)=21776722) +3813 train 6.831213 (lr=3.8413e-05) (hash(x)=22663402) +3814 train 7.181611 (lr=3.8380e-05) (hash(x)=26072046) +3815 train 6.870193 (lr=3.8346e-05) (hash(x)=23329475) +3816 train 6.931188 (lr=3.8313e-05) (hash(x)=25519031) +3817 train 6.904708 (lr=3.8279e-05) (hash(x)=22846270) +3818 train 6.919515 (lr=3.8246e-05) (hash(x)=20299429) +3819 train 7.384527 (lr=3.8212e-05) (hash(x)=30652062) +3820 train 6.701954 (lr=3.8179e-05) (hash(x)=19824665) +3821 train 7.257885 (lr=3.8145e-05) (hash(x)=26698904) +3822 train 7.078426 (lr=3.8112e-05) (hash(x)=27612163) +3823 train 6.882095 (lr=3.8079e-05) (hash(x)=24735165) +3824 train 6.625055 (lr=3.8045e-05) (hash(x)=19965890) +3825 train 6.748734 (lr=3.8012e-05) (hash(x)=23518594) +3826 train 6.795989 (lr=3.7979e-05) (hash(x)=22388460) +3827 train 6.841182 (lr=3.7945e-05) (hash(x)=23795686) +3828 train 6.731383 (lr=3.7912e-05) (hash(x)=24470150) +3829 train 6.418749 (lr=3.7879e-05) (hash(x)=19483392) +3830 train 6.865696 (lr=3.7846e-05) (hash(x)=23304516) +3831 train 7.214489 (lr=3.7812e-05) (hash(x)=27002892) +3832 train 6.926775 (lr=3.7779e-05) (hash(x)=22114813) +3833 train 7.114998 (lr=3.7746e-05) (hash(x)=26221916) +3834 train 6.662641 (lr=3.7713e-05) (hash(x)=27261960) +3835 train 6.919469 (lr=3.7680e-05) (hash(x)=21189101) +3836 train 6.580449 (lr=3.7647e-05) (hash(x)=20638173) +3837 train 7.017822 (lr=3.7614e-05) (hash(x)=25497439) +3838 train 6.518193 (lr=3.7581e-05) (hash(x)=20460499) +3839 train 6.955158 (lr=3.7548e-05) (hash(x)=23499349) +3840 train 7.825179 (lr=3.7515e-05) (hash(x)=22671939) +3841 train 7.867794 (lr=3.7482e-05) (hash(x)=26809295) +3842 train 7.054090 (lr=3.7449e-05) (hash(x)=28094504) +3843 train 7.006923 (lr=3.7416e-05) (hash(x)=26807896) +3844 train 7.101692 (lr=3.7383e-05) (hash(x)=24749334) +3845 train 7.017647 (lr=3.7350e-05) (hash(x)=25031330) +3846 train 6.932748 (lr=3.7317e-05) (hash(x)=23008126) +3847 train 6.889339 (lr=3.7285e-05) (hash(x)=22461589) +3848 train 7.241860 (lr=3.7252e-05) (hash(x)=24959391) +3849 train 7.058697 (lr=3.7219e-05) (hash(x)=24239512) +3850 val loss 7.0940 +3850 val perplexity 1204.7036 +3850 train 6.865520 (lr=3.7186e-05) (hash(x)=24760422) +3851 train 7.371420 (lr=3.7154e-05) (hash(x)=26904123) +3852 train 6.532712 (lr=3.7121e-05) (hash(x)=17986444) +3853 train 6.903891 (lr=3.7088e-05) (hash(x)=21618533) +3854 train 6.896855 (lr=3.7056e-05) (hash(x)=27107027) +3855 train 7.181680 (lr=3.7023e-05) (hash(x)=26415040) +3856 train 7.745248 (lr=3.6990e-05) (hash(x)=28682703) +3857 train 6.885415 (lr=3.6958e-05) (hash(x)=22824767) +3858 train 7.043400 (lr=3.6925e-05) (hash(x)=24540450) +3859 train 7.003973 (lr=3.6893e-05) (hash(x)=24463181) +3860 train 6.940858 (lr=3.6860e-05) (hash(x)=22832558) +3861 train 7.154509 (lr=3.6828e-05) (hash(x)=26582384) +3862 train 7.832434 (lr=3.6795e-05) (hash(x)=32327364) +3863 train 7.169940 (lr=3.6763e-05) (hash(x)=26349465) +3864 train 6.896167 (lr=3.6730e-05) (hash(x)=23079414) +3865 train 6.941724 (lr=3.6698e-05) (hash(x)=23464639) +3866 train 6.788751 (lr=3.6666e-05) (hash(x)=21406620) +3867 train 6.637980 (lr=3.6633e-05) (hash(x)=21205988) +3868 train 6.681241 (lr=3.6601e-05) (hash(x)=22742634) +3869 train 6.766194 (lr=3.6569e-05) (hash(x)=24868938) +3870 train 7.122547 (lr=3.6536e-05) (hash(x)=28095283) +3871 train 6.829434 (lr=3.6504e-05) (hash(x)=21596677) +3872 train 7.052186 (lr=3.6472e-05) (hash(x)=26884381) +3873 train 7.121780 (lr=3.6440e-05) (hash(x)=26410272) +3874 train 6.901711 (lr=3.6407e-05) (hash(x)=22915785) +3875 train 6.918485 (lr=3.6375e-05) (hash(x)=23575666) +3876 train 6.868751 (lr=3.6343e-05) (hash(x)=25313223) +3877 train 6.333744 (lr=3.6311e-05) (hash(x)=16319719) +3878 train 6.947970 (lr=3.6279e-05) (hash(x)=23227579) +3879 train 6.903377 (lr=3.6247e-05) (hash(x)=24117012) +3880 train 6.963344 (lr=3.6215e-05) (hash(x)=24681517) +3881 train 6.898818 (lr=3.6183e-05) (hash(x)=23186527) +3882 train 6.880338 (lr=3.6151e-05) (hash(x)=23472784) +3883 train 6.906018 (lr=3.6119e-05) (hash(x)=26013014) +3884 train 7.089013 (lr=3.6087e-05) (hash(x)=25952206) +3885 train 7.230989 (lr=3.6055e-05) (hash(x)=23897834) +3886 train 6.928611 (lr=3.6023e-05) (hash(x)=26350364) +3887 train 6.982502 (lr=3.5991e-05) (hash(x)=24105761) +3888 train 7.075822 (lr=3.5959e-05) (hash(x)=22801707) +3889 train 6.919911 (lr=3.5928e-05) (hash(x)=21821937) +3890 train 6.831691 (lr=3.5896e-05) (hash(x)=24264640) +3891 train 6.817421 (lr=3.5864e-05) (hash(x)=20369133) +3892 train 6.786424 (lr=3.5832e-05) (hash(x)=24313506) +3893 train 6.805482 (lr=3.5800e-05) (hash(x)=22104086) +3894 train 7.042252 (lr=3.5769e-05) (hash(x)=25312602) +3895 train 7.098354 (lr=3.5737e-05) (hash(x)=25725049) +3896 train 6.925397 (lr=3.5705e-05) (hash(x)=22981231) +3897 train 6.776882 (lr=3.5674e-05) (hash(x)=18021467) +3898 train 6.785841 (lr=3.5642e-05) (hash(x)=17960254) +3899 train 6.944918 (lr=3.5611e-05) (hash(x)=19808118) +3900 val loss 7.0974 +3900 val perplexity 1208.8370 +3900 train 6.680927 (lr=3.5579e-05) (hash(x)=21022829) +3901 train 6.860898 (lr=3.5547e-05) (hash(x)=22434663) +3902 train 6.626253 (lr=3.5516e-05) (hash(x)=20208091) +3903 train 6.750257 (lr=3.5484e-05) (hash(x)=22892776) +3904 train 6.864311 (lr=3.5453e-05) (hash(x)=21554367) +3905 train 6.996789 (lr=3.5422e-05) (hash(x)=23704875) +3906 train 6.984969 (lr=3.5390e-05) (hash(x)=21690340) +3907 train 6.924821 (lr=3.5359e-05) (hash(x)=23736780) +3908 train 6.780754 (lr=3.5327e-05) (hash(x)=21060920) +3909 train 6.731444 (lr=3.5296e-05) (hash(x)=20091559) +3910 train 6.984130 (lr=3.5265e-05) (hash(x)=22147974) +3911 train 6.945261 (lr=3.5233e-05) (hash(x)=21630383) +3912 train 7.230185 (lr=3.5202e-05) (hash(x)=28339385) +3913 train 6.979467 (lr=3.5171e-05) (hash(x)=25355505) +3914 train 6.853395 (lr=3.5140e-05) (hash(x)=20843914) +3915 train 7.356156 (lr=3.5108e-05) (hash(x)=25397467) +3916 train 7.015332 (lr=3.5077e-05) (hash(x)=23587501) +3917 train 6.621437 (lr=3.5046e-05) (hash(x)=19036533) +3918 train 6.779865 (lr=3.5015e-05) (hash(x)=29749389) 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(hash(x)=25101923) +3937 train 6.945057 (lr=3.4428e-05) (hash(x)=25945975) +3938 train 7.077039 (lr=3.4397e-05) (hash(x)=25382013) +3939 train 6.610651 (lr=3.4367e-05) (hash(x)=19930900) +3940 train 6.760835 (lr=3.4336e-05) (hash(x)=22202373) +3941 train 6.955163 (lr=3.4306e-05) (hash(x)=24592992) +3942 train 6.833206 (lr=3.4275e-05) (hash(x)=25002271) +3943 train 6.704875 (lr=3.4245e-05) (hash(x)=20654136) +3944 train 6.786968 (lr=3.4214e-05) (hash(x)=20061590) +3945 train 6.694407 (lr=3.4184e-05) (hash(x)=21441361) +3946 train 6.905950 (lr=3.4153e-05) (hash(x)=20055468) +3947 train 7.676385 (lr=3.4123e-05) (hash(x)=28495621) +3948 train 7.051308 (lr=3.4092e-05) (hash(x)=25959236) +3949 train 7.371384 (lr=3.4062e-05) (hash(x)=26750193) +3950 val loss 7.0802 +3950 val perplexity 1188.1876 +3950 train 7.193178 (lr=3.4032e-05) (hash(x)=25882605) +3951 train 7.237772 (lr=3.4001e-05) (hash(x)=26776000) +3952 train 6.849626 (lr=3.3971e-05) (hash(x)=24155107) +3953 train 6.930130 (lr=3.3941e-05) (hash(x)=23441845) +3954 train 6.845659 (lr=3.3911e-05) (hash(x)=22860915) +3955 train 6.639633 (lr=3.3880e-05) (hash(x)=21584429) +3956 train 6.235891 (lr=3.3850e-05) (hash(x)=16535556) +3957 train 6.326149 (lr=3.3820e-05) (hash(x)=17946180) +3958 train 6.896410 (lr=3.3790e-05) (hash(x)=25367610) +3959 train 6.757479 (lr=3.3760e-05) (hash(x)=22560658) +3960 train 7.039531 (lr=3.3730e-05) (hash(x)=23809585) +3961 train 7.276998 (lr=3.3699e-05) (hash(x)=20438213) +3962 train 7.654860 (lr=3.3669e-05) (hash(x)=30520037) +3963 train 7.284818 (lr=3.3639e-05) (hash(x)=25276565) +3964 train 6.983181 (lr=3.3609e-05) (hash(x)=26796532) +3965 train 6.796412 (lr=3.3579e-05) (hash(x)=22850475) +3966 train 7.292804 (lr=3.3549e-05) (hash(x)=25983698) +3967 train 7.154408 (lr=3.3519e-05) (hash(x)=25995933) +3968 train 7.368620 (lr=3.3490e-05) (hash(x)=25319339) +3969 train 6.988335 (lr=3.3460e-05) (hash(x)=25066892) +3970 train 7.206947 (lr=3.3430e-05) (hash(x)=26931819) +3971 train 7.130116 (lr=3.3400e-05) (hash(x)=24163910) +3972 train 7.033014 (lr=3.3370e-05) (hash(x)=25359634) +3973 train 6.944195 (lr=3.3340e-05) (hash(x)=24323444) +3974 train 7.107327 (lr=3.3311e-05) (hash(x)=26529231) +3975 train 7.136657 (lr=3.3281e-05) (hash(x)=24635394) +3976 train 7.409599 (lr=3.3251e-05) (hash(x)=24783093) +3977 train 7.524227 (lr=3.3222e-05) (hash(x)=26710509) +3978 train 6.937262 (lr=3.3192e-05) (hash(x)=25396630) +3979 train 6.860258 (lr=3.3162e-05) (hash(x)=22556381) +3980 train 7.169782 (lr=3.3133e-05) (hash(x)=26912161) +3981 train 6.715331 (lr=3.3103e-05) (hash(x)=22268078) +3982 train 7.797128 (lr=3.3073e-05) (hash(x)=30430328) +3983 train 7.389165 (lr=3.3044e-05) (hash(x)=27537228) +3984 train 6.815799 (lr=3.3014e-05) (hash(x)=24468603) +3985 train 7.126160 (lr=3.2985e-05) (hash(x)=27006663) +3986 train 7.385483 (lr=3.2956e-05) (hash(x)=27014728) +3987 train 6.831419 (lr=3.2926e-05) (hash(x)=20883633) +3988 train 6.924104 (lr=3.2897e-05) (hash(x)=23361791) 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(hash(x)=24752796) +4006 train 6.967861 (lr=3.2372e-05) (hash(x)=23103706) +4007 train 7.080609 (lr=3.2343e-05) (hash(x)=24881176) +4008 train 6.942069 (lr=3.2314e-05) (hash(x)=23971947) +4009 train 7.272375 (lr=3.2285e-05) (hash(x)=27741054) +4010 train 7.648601 (lr=3.2256e-05) (hash(x)=30956251) +4011 train 7.047054 (lr=3.2227e-05) (hash(x)=23649686) +4012 train 6.839120 (lr=3.2198e-05) (hash(x)=23344798) +4013 train 7.489913 (lr=3.2170e-05) (hash(x)=29529498) +4014 train 7.020047 (lr=3.2141e-05) (hash(x)=24688359) +4015 train 6.976408 (lr=3.2112e-05) (hash(x)=25593613) +4016 train 7.093503 (lr=3.2083e-05) (hash(x)=25674488) +4017 train 6.561832 (lr=3.2055e-05) (hash(x)=21345346) +4018 train 6.856285 (lr=3.2026e-05) (hash(x)=21978324) +4019 train 6.902587 (lr=3.1997e-05) (hash(x)=23669244) +4020 train 6.766935 (lr=3.1969e-05) (hash(x)=22479613) +4021 train 6.751437 (lr=3.1940e-05) (hash(x)=22855256) +4022 train 7.164807 (lr=3.1912e-05) (hash(x)=19759826) +4023 train 7.058317 (lr=3.1883e-05) (hash(x)=22886646) +4024 train 6.994861 (lr=3.1855e-05) (hash(x)=25553008) +4025 train 6.906415 (lr=3.1826e-05) (hash(x)=25487028) +4026 train 7.450525 (lr=3.1798e-05) (hash(x)=26799246) +4027 train 7.773512 (lr=3.1769e-05) (hash(x)=30728540) +4028 train 7.170589 (lr=3.1741e-05) (hash(x)=23966676) +4029 train 6.890625 (lr=3.1713e-05) (hash(x)=22118783) +4030 train 7.027729 (lr=3.1684e-05) (hash(x)=24744703) +4031 train 6.993302 (lr=3.1656e-05) (hash(x)=21407676) +4032 train 6.943800 (lr=3.1628e-05) (hash(x)=20623349) +4033 train 6.746643 (lr=3.1599e-05) (hash(x)=24723788) +4034 train 7.065431 (lr=3.1571e-05) (hash(x)=25030709) +4035 train 7.088632 (lr=3.1543e-05) (hash(x)=26326164) +4036 train 6.949953 (lr=3.1515e-05) (hash(x)=23754475) +4037 train 7.595563 (lr=3.1487e-05) (hash(x)=30112933) +4038 train 7.333360 (lr=3.1458e-05) (hash(x)=27474299) +4039 train 6.767381 (lr=3.1430e-05) (hash(x)=21720304) +4040 train 7.208562 (lr=3.1402e-05) (hash(x)=25142674) +4041 train 7.449112 (lr=3.1374e-05) (hash(x)=25284552) +4042 train 7.339924 (lr=3.1346e-05) (hash(x)=24554942) +4043 train 7.077330 (lr=3.1318e-05) (hash(x)=23773870) +4044 train 6.840125 (lr=3.1290e-05) (hash(x)=23896338) +4045 train 7.681921 (lr=3.1262e-05) (hash(x)=34984911) +4046 train 6.931509 (lr=3.1234e-05) (hash(x)=23854263) +4047 train 7.211134 (lr=3.1206e-05) (hash(x)=27263416) +4048 train 6.883559 (lr=3.1178e-05) (hash(x)=24989642) +4049 train 6.928197 (lr=3.1151e-05) (hash(x)=24492055) +4050 val loss 7.0775 +4050 val perplexity 1185.0175 +4050 train 6.796699 (lr=3.1123e-05) (hash(x)=21579916) +4051 train 7.064623 (lr=3.1095e-05) (hash(x)=25274710) +4052 train 6.957271 (lr=3.1067e-05) (hash(x)=24701947) +4053 train 6.942967 (lr=3.1039e-05) (hash(x)=25477340) +4054 train 6.836336 (lr=3.1012e-05) (hash(x)=23774195) +4055 train 7.107280 (lr=3.0984e-05) (hash(x)=25840801) +4056 train 7.280706 (lr=3.0956e-05) (hash(x)=27972529) +4057 train 7.047980 (lr=3.0929e-05) (hash(x)=26952458) +4058 train 6.543866 (lr=3.0901e-05) (hash(x)=22683653) +4059 train 6.625934 (lr=3.0873e-05) (hash(x)=20984129) +4060 train 6.813931 (lr=3.0846e-05) (hash(x)=22816482) +4061 train 7.098782 (lr=3.0818e-05) (hash(x)=24285302) +4062 train 7.508385 (lr=3.0791e-05) (hash(x)=31517950) +4063 train 7.747975 (lr=3.0763e-05) (hash(x)=31424568) +4064 train 7.404921 (lr=3.0736e-05) (hash(x)=29497876) +4065 train 7.297112 (lr=3.0708e-05) (hash(x)=27277376) +4066 train 7.038187 (lr=3.0681e-05) (hash(x)=26832588) +4067 train 6.849452 (lr=3.0653e-05) (hash(x)=25149712) +4068 train 6.869061 (lr=3.0626e-05) (hash(x)=23728457) +4069 train 6.782220 (lr=3.0599e-05) (hash(x)=25265136) +4070 train 7.327373 (lr=3.0571e-05) (hash(x)=25241681) +4071 train 6.999011 (lr=3.0544e-05) (hash(x)=23403065) +4072 train 6.968506 (lr=3.0517e-05) (hash(x)=25808207) +4073 train 6.881429 (lr=3.0490e-05) (hash(x)=23904844) +4074 train 6.554512 (lr=3.0462e-05) (hash(x)=18865309) +4075 train 7.029341 (lr=3.0435e-05) (hash(x)=23531744) +4076 train 7.043243 (lr=3.0408e-05) (hash(x)=25784275) +4077 train 6.797227 (lr=3.0381e-05) (hash(x)=22417529) +4078 train 6.789974 (lr=3.0354e-05) (hash(x)=23095491) +4079 train 6.914018 (lr=3.0327e-05) (hash(x)=22656033) +4080 train 6.930522 (lr=3.0300e-05) (hash(x)=25865435) +4081 train 7.043478 (lr=3.0273e-05) (hash(x)=25699377) +4082 train 7.040563 (lr=3.0246e-05) (hash(x)=20854084) +4083 train 6.606929 (lr=3.0219e-05) (hash(x)=18950799) +4084 train 6.834040 (lr=3.0192e-05) (hash(x)=22633739) +4085 train 7.783204 (lr=3.0165e-05) (hash(x)=34054446) +4086 train 7.195653 (lr=3.0138e-05) (hash(x)=27599387) +4087 train 7.035327 (lr=3.0111e-05) (hash(x)=26869295) +4088 train 7.017760 (lr=3.0084e-05) (hash(x)=24075139) +4089 train 7.439167 (lr=3.0057e-05) (hash(x)=29784110) +4090 train 7.755963 (lr=3.0030e-05) (hash(x)=34273918) +4091 train 8.225832 (lr=3.0004e-05) (hash(x)=34472685) +4092 train 7.525886 (lr=2.9977e-05) (hash(x)=30113791) +4093 train 6.728513 (lr=2.9950e-05) (hash(x)=22366381) +4094 train 7.015218 (lr=2.9924e-05) (hash(x)=24922935) +4095 train 7.202483 (lr=2.9897e-05) (hash(x)=25504151) +4096 train 7.128537 (lr=2.9870e-05) (hash(x)=24517375) +4097 train 7.839159 (lr=2.9844e-05) (hash(x)=25871651) +4098 train 6.873043 (lr=2.9817e-05) (hash(x)=23480225) +4099 train 6.744859 (lr=2.9790e-05) (hash(x)=22559978) +4100 val loss 7.0711 +4100 val perplexity 1177.4596 +4100 train 7.179834 (lr=2.9764e-05) (hash(x)=25795272) +4101 train 7.134501 (lr=2.9737e-05) (hash(x)=25440399) +4102 train 6.784850 (lr=2.9711e-05) (hash(x)=21581806) +4103 train 6.863269 (lr=2.9684e-05) (hash(x)=25781518) +4104 train 6.954184 (lr=2.9658e-05) (hash(x)=24682372) +4105 train 6.827948 (lr=2.9632e-05) (hash(x)=22440094) +4106 train 6.985976 (lr=2.9605e-05) (hash(x)=23661032) +4107 train 7.221413 (lr=2.9579e-05) (hash(x)=26966012) +4108 train 7.265236 (lr=2.9553e-05) (hash(x)=26232227) +4109 train 6.894569 (lr=2.9526e-05) (hash(x)=24110656) +4110 train 7.190659 (lr=2.9500e-05) (hash(x)=25938621) +4111 train 6.994110 (lr=2.9474e-05) (hash(x)=26432850) +4112 train 6.980327 (lr=2.9448e-05) (hash(x)=25387672) +4113 train 6.745857 (lr=2.9421e-05) (hash(x)=22740017) +4114 train 7.158357 (lr=2.9395e-05) (hash(x)=26384190) +4115 train 6.836011 (lr=2.9369e-05) (hash(x)=24725583) +4116 train 6.964431 (lr=2.9343e-05) (hash(x)=23986700) +4117 train 6.964149 (lr=2.9317e-05) (hash(x)=18529900) +4118 train 7.007997 (lr=2.9291e-05) (hash(x)=22236257) +4119 train 6.616319 (lr=2.9265e-05) (hash(x)=20155894) +4120 train 6.417828 (lr=2.9239e-05) (hash(x)=17423813) +4121 train 6.378827 (lr=2.9213e-05) (hash(x)=18905183) +4122 train 6.762744 (lr=2.9187e-05) (hash(x)=22534398) +4123 train 7.414742 (lr=2.9161e-05) (hash(x)=25247868) +4124 train 6.973211 (lr=2.9135e-05) (hash(x)=23994188) +4125 train 6.834685 (lr=2.9109e-05) (hash(x)=22929754) +4126 train 6.711647 (lr=2.9083e-05) (hash(x)=22485897) +4127 train 6.768782 (lr=2.9057e-05) (hash(x)=22270169) 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7.101747 (lr=2.7727e-05) (hash(x)=22792092) +4181 train 7.250226 (lr=2.7703e-05) (hash(x)=24779698) +4182 train 7.169588 (lr=2.7678e-05) (hash(x)=24870844) +4183 train 6.808467 (lr=2.7654e-05) (hash(x)=22664494) +4184 train 6.854215 (lr=2.7630e-05) (hash(x)=22599729) +4185 train 7.083219 (lr=2.7605e-05) (hash(x)=24707078) +4186 train 6.852533 (lr=2.7581e-05) (hash(x)=23823945) +4187 train 6.563816 (lr=2.7557e-05) (hash(x)=22219856) +4188 train 7.264424 (lr=2.7533e-05) (hash(x)=27061401) +4189 train 6.991256 (lr=2.7509e-05) (hash(x)=23398766) +4190 train 7.109028 (lr=2.7484e-05) (hash(x)=27916730) +4191 train 6.963440 (lr=2.7460e-05) (hash(x)=24092927) +4192 train 7.018657 (lr=2.7436e-05) (hash(x)=24723657) +4193 train 7.056914 (lr=2.7412e-05) (hash(x)=24676155) +4194 train 6.953285 (lr=2.7388e-05) (hash(x)=23455369) +4195 train 6.901753 (lr=2.7364e-05) (hash(x)=21999890) +4196 train 6.824552 (lr=2.7340e-05) (hash(x)=23385567) +4197 train 7.029298 (lr=2.7316e-05) (hash(x)=25120814) 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(lr=2.6496e-05) (hash(x)=28883028) +4233 train 7.242157 (lr=2.6473e-05) (hash(x)=29611296) +4234 train 7.105999 (lr=2.6450e-05) (hash(x)=29059941) +4235 train 6.988534 (lr=2.6427e-05) (hash(x)=26368203) +4236 train 7.006043 (lr=2.6404e-05) (hash(x)=27021360) +4237 train 6.942918 (lr=2.6381e-05) (hash(x)=26135379) +4238 train 6.731302 (lr=2.6358e-05) (hash(x)=25862549) +4239 train 7.141081 (lr=2.6335e-05) (hash(x)=28276603) +4240 train 6.728856 (lr=2.6313e-05) (hash(x)=22170090) +4241 train 7.040825 (lr=2.6290e-05) (hash(x)=22625589) +4242 train 7.067610 (lr=2.6267e-05) (hash(x)=25751475) +4243 train 6.978976 (lr=2.6245e-05) (hash(x)=25836838) +4244 train 6.921324 (lr=2.6222e-05) (hash(x)=23938214) +4245 train 6.857619 (lr=2.6199e-05) (hash(x)=22759365) +4246 train 6.816097 (lr=2.6177e-05) (hash(x)=24964628) +4247 train 6.531291 (lr=2.6154e-05) (hash(x)=21480367) +4248 train 7.105567 (lr=2.6132e-05) (hash(x)=25974694) +4249 train 7.461175 (lr=2.6109e-05) (hash(x)=29830546) +4250 val loss 7.0551 +4250 val perplexity 1158.8003 +4250 train 7.095613 (lr=2.6087e-05) (hash(x)=26283200) +4251 train 7.119456 (lr=2.6064e-05) (hash(x)=25605672) +4252 train 6.770026 (lr=2.6042e-05) (hash(x)=21439107) +4253 train 6.688317 (lr=2.6019e-05) (hash(x)=22626883) +4254 train 7.061092 (lr=2.5997e-05) (hash(x)=25627150) +4255 train 7.220786 (lr=2.5975e-05) (hash(x)=24658642) +4256 train 7.306387 (lr=2.5952e-05) (hash(x)=29755505) +4257 train 6.999458 (lr=2.5930e-05) (hash(x)=22750846) +4258 train 6.903707 (lr=2.5908e-05) (hash(x)=21892651) +4259 train 6.969377 (lr=2.5885e-05) (hash(x)=22487960) +4260 train 7.032552 (lr=2.5863e-05) (hash(x)=24059869) +4261 train 6.800691 (lr=2.5841e-05) (hash(x)=21090180) +4262 train 6.926179 (lr=2.5819e-05) (hash(x)=22716452) +4263 train 7.198476 (lr=2.5797e-05) (hash(x)=26854801) +4264 train 6.944865 (lr=2.5775e-05) (hash(x)=23815428) +4265 train 6.786119 (lr=2.5753e-05) (hash(x)=23368704) +4266 train 6.874271 (lr=2.5731e-05) (hash(x)=24301098) +4267 train 7.086986 (lr=2.5709e-05) (hash(x)=25025039) +4268 train 6.828430 (lr=2.5687e-05) (hash(x)=25425736) +4269 train 7.088243 (lr=2.5665e-05) (hash(x)=27439380) +4270 train 6.499996 (lr=2.5643e-05) (hash(x)=18682756) +4271 train 6.615016 (lr=2.5621e-05) (hash(x)=17862226) +4272 train 7.230528 (lr=2.5599e-05) (hash(x)=29946491) +4273 train 6.450641 (lr=2.5577e-05) (hash(x)=21392062) +4274 train 7.066259 (lr=2.5555e-05) (hash(x)=25195556) +4275 train 7.025846 (lr=2.5533e-05) (hash(x)=26682036) +4276 train 6.949771 (lr=2.5512e-05) (hash(x)=21235260) +4277 train 6.761598 (lr=2.5490e-05) (hash(x)=22118984) +4278 train 6.792137 (lr=2.5468e-05) (hash(x)=24094510) +4279 train 7.325322 (lr=2.5447e-05) (hash(x)=28519182) +4280 train 6.982616 (lr=2.5425e-05) (hash(x)=26652859) +4281 train 6.891519 (lr=2.5403e-05) (hash(x)=24463139) +4282 train 6.884839 (lr=2.5382e-05) (hash(x)=23281870) +4283 train 7.101048 (lr=2.5360e-05) (hash(x)=29181174) +4284 train 6.761047 (lr=2.5339e-05) (hash(x)=24797417) +4285 train 7.136629 (lr=2.5317e-05) (hash(x)=29026537) +4286 train 6.929277 (lr=2.5296e-05) (hash(x)=23045165) +4287 train 6.857187 (lr=2.5274e-05) (hash(x)=25193694) +4288 train 6.875057 (lr=2.5253e-05) (hash(x)=23475407) +4289 train 7.048946 (lr=2.5231e-05) (hash(x)=24875410) +4290 train 6.953589 (lr=2.5210e-05) (hash(x)=26328101) +4291 train 7.202311 (lr=2.5189e-05) (hash(x)=26273661) +4292 train 6.926933 (lr=2.5167e-05) (hash(x)=23271891) +4293 train 6.884558 (lr=2.5146e-05) (hash(x)=23300732) +4294 train 6.980924 (lr=2.5125e-05) (hash(x)=24243693) +4295 train 7.066777 (lr=2.5104e-05) (hash(x)=25642620) +4296 train 7.130464 (lr=2.5082e-05) (hash(x)=27730411) +4297 train 6.878137 (lr=2.5061e-05) (hash(x)=25485335) +4298 train 6.755559 (lr=2.5040e-05) (hash(x)=25268789) +4299 train 7.231813 (lr=2.5019e-05) (hash(x)=28917143) +4300 val loss 7.0586 +4300 val perplexity 1162.8265 +4300 train 7.363557 (lr=2.4998e-05) (hash(x)=28987991) +4301 train 7.091844 (lr=2.4977e-05) (hash(x)=25989151) +4302 train 6.966877 (lr=2.4956e-05) (hash(x)=25658195) +4303 train 6.937865 (lr=2.4935e-05) (hash(x)=25765909) +4304 train 6.937058 (lr=2.4914e-05) (hash(x)=25704261) +4305 train 6.939465 (lr=2.4893e-05) (hash(x)=24438198) +4306 train 6.787726 (lr=2.4872e-05) (hash(x)=22871710) +4307 train 6.615845 (lr=2.4851e-05) (hash(x)=20160896) +4308 train 7.183013 (lr=2.4830e-05) (hash(x)=24218641) +4309 train 6.582525 (lr=2.4809e-05) (hash(x)=22073751) +4310 train 6.910010 (lr=2.4788e-05) (hash(x)=26434959) +4311 train 6.606061 (lr=2.4768e-05) (hash(x)=20750531) +4312 train 6.751862 (lr=2.4747e-05) (hash(x)=22232293) +4313 train 7.065986 (lr=2.4726e-05) (hash(x)=27324521) +4314 train 6.715312 (lr=2.4706e-05) (hash(x)=22217862) +4315 train 7.186532 (lr=2.4685e-05) (hash(x)=25741958) +4316 train 6.908406 (lr=2.4664e-05) (hash(x)=22738456) +4317 train 6.948921 (lr=2.4644e-05) (hash(x)=25387302) +4318 train 6.923121 (lr=2.4623e-05) (hash(x)=24669014) +4319 train 7.031148 (lr=2.4602e-05) (hash(x)=24917098) +4320 train 6.986630 (lr=2.4582e-05) (hash(x)=26698227) +4321 train 6.804758 (lr=2.4561e-05) (hash(x)=23518293) +4322 train 6.714643 (lr=2.4541e-05) (hash(x)=23643971) +4323 train 6.935808 (lr=2.4521e-05) (hash(x)=25659505) +4324 train 6.718907 (lr=2.4500e-05) (hash(x)=22697720) +4325 train 7.229478 (lr=2.4480e-05) (hash(x)=25082178) +4326 train 6.750560 (lr=2.4459e-05) (hash(x)=24166546) +4327 train 6.938732 (lr=2.4439e-05) (hash(x)=24499766) +4328 train 7.099928 (lr=2.4419e-05) (hash(x)=24338607) +4329 train 6.836873 (lr=2.4398e-05) (hash(x)=23225420) +4330 train 6.993957 (lr=2.4378e-05) (hash(x)=25907032) +4331 train 6.793270 (lr=2.4358e-05) (hash(x)=24634979) +4332 train 6.854446 (lr=2.4338e-05) (hash(x)=22161377) +4333 train 7.004169 (lr=2.4318e-05) (hash(x)=22559939) +4334 train 6.824289 (lr=2.4298e-05) (hash(x)=20840022) +4335 train 7.097709 (lr=2.4277e-05) (hash(x)=25067358) +4336 train 6.743563 (lr=2.4257e-05) (hash(x)=23432626) +4337 train 6.922972 (lr=2.4237e-05) (hash(x)=23820385) +4338 train 7.703983 (lr=2.4217e-05) (hash(x)=31594930) +4339 train 7.132796 (lr=2.4197e-05) (hash(x)=27138750) +4340 train 7.320357 (lr=2.4177e-05) (hash(x)=30031341) +4341 train 6.892427 (lr=2.4157e-05) (hash(x)=24602807) +4342 train 6.668228 (lr=2.4138e-05) (hash(x)=21584976) +4343 train 7.077019 (lr=2.4118e-05) (hash(x)=27479796) +4344 train 6.745889 (lr=2.4098e-05) (hash(x)=22746241) +4345 train 6.975327 (lr=2.4078e-05) (hash(x)=19728452) +4346 train 6.711835 (lr=2.4058e-05) (hash(x)=24502020) +4347 train 7.220890 (lr=2.4038e-05) (hash(x)=28225954) +4348 train 6.813959 (lr=2.4019e-05) (hash(x)=23893447) +4349 train 7.153138 (lr=2.3999e-05) (hash(x)=25654586) +4350 val loss 7.0472 +4350 val perplexity 1149.6366 +4350 train 6.982648 (lr=2.3979e-05) (hash(x)=23856469) +4351 train 6.892421 (lr=2.3960e-05) (hash(x)=23136080) +4352 train 7.055897 (lr=2.3940e-05) (hash(x)=26532918) +4353 train 6.950924 (lr=2.3921e-05) (hash(x)=25461947) +4354 train 6.970308 (lr=2.3901e-05) (hash(x)=26590231) +4355 train 6.671231 (lr=2.3881e-05) (hash(x)=21441985) +4356 train 6.971334 (lr=2.3862e-05) (hash(x)=26507941) +4357 train 7.263777 (lr=2.3842e-05) (hash(x)=26245238) +4358 train 7.039880 (lr=2.3823e-05) (hash(x)=24879059) +4359 train 7.279903 (lr=2.3804e-05) (hash(x)=29810074) +4360 train 6.688320 (lr=2.3784e-05) (hash(x)=24258069) +4361 train 6.847558 (lr=2.3765e-05) (hash(x)=25229360) +4362 train 7.074543 (lr=2.3746e-05) (hash(x)=25440206) +4363 train 6.911540 (lr=2.3726e-05) (hash(x)=23222125) +4364 train 6.742940 (lr=2.3707e-05) (hash(x)=23353186) +4365 train 6.976444 (lr=2.3688e-05) (hash(x)=26995240) +4366 train 6.909429 (lr=2.3669e-05) (hash(x)=24135899) +4367 train 6.923833 (lr=2.3649e-05) (hash(x)=24765539) +4368 train 6.970321 (lr=2.3630e-05) (hash(x)=26051004) +4369 train 6.754982 (lr=2.3611e-05) (hash(x)=22559142) +4370 train 6.658529 (lr=2.3592e-05) (hash(x)=20364388) +4371 train 7.130516 (lr=2.3573e-05) (hash(x)=25938817) +4372 train 7.161684 (lr=2.3554e-05) (hash(x)=26060945) +4373 train 7.088460 (lr=2.3535e-05) (hash(x)=27866714) +4374 train 7.001060 (lr=2.3516e-05) (hash(x)=27104972) +4375 train 6.685812 (lr=2.3497e-05) (hash(x)=22216309) +4376 train 6.748863 (lr=2.3478e-05) (hash(x)=20781533) +4377 train 6.660559 (lr=2.3459e-05) (hash(x)=18784350) +4378 train 6.777382 (lr=2.3440e-05) (hash(x)=21102897) +4379 train 7.026973 (lr=2.3421e-05) (hash(x)=25647489) +4380 train 6.862370 (lr=2.3403e-05) (hash(x)=24486462) +4381 train 7.120184 (lr=2.3384e-05) (hash(x)=26539114) +4382 train 6.765778 (lr=2.3365e-05) (hash(x)=20026045) +4383 train 7.032880 (lr=2.3346e-05) (hash(x)=20613861) +4384 train 6.757048 (lr=2.3328e-05) (hash(x)=20676237) +4385 train 6.975980 (lr=2.3309e-05) (hash(x)=24893163) +4386 train 6.494304 (lr=2.3290e-05) (hash(x)=17299395) +4387 train 6.674602 (lr=2.3272e-05) (hash(x)=19580191) +4388 train 6.877133 (lr=2.3253e-05) (hash(x)=25588218) +4389 train 7.007736 (lr=2.3234e-05) (hash(x)=26433063) +4390 train 7.118986 (lr=2.3216e-05) (hash(x)=24917693) +4391 train 6.762434 (lr=2.3197e-05) (hash(x)=23462447) +4392 train 6.996574 (lr=2.3179e-05) (hash(x)=27185416) +4393 train 7.128032 (lr=2.3161e-05) (hash(x)=24109010) +4394 train 6.871187 (lr=2.3142e-05) (hash(x)=21486000) +4395 train 6.775796 (lr=2.3124e-05) (hash(x)=22230006) +4396 train 7.187563 (lr=2.3105e-05) (hash(x)=26092311) +4397 train 6.902351 (lr=2.3087e-05) (hash(x)=24112426) +4398 train 6.732328 (lr=2.3069e-05) (hash(x)=21881373) +4399 train 6.874055 (lr=2.3051e-05) (hash(x)=26739455) +4400 val loss 7.0429 +4400 val perplexity 1144.7096 +4400 train 6.772641 (lr=2.3032e-05) (hash(x)=22873602) +4401 train 6.853804 (lr=2.3014e-05) (hash(x)=26748712) +4402 train 7.073988 (lr=2.2996e-05) (hash(x)=26306618) +4403 train 7.240064 (lr=2.2978e-05) (hash(x)=26898808) +4404 train 6.928741 (lr=2.2960e-05) (hash(x)=25067751) +4405 train 6.980007 (lr=2.2942e-05) (hash(x)=25397145) +4406 train 7.124917 (lr=2.2923e-05) (hash(x)=24796962) +4407 train 6.923630 (lr=2.2905e-05) (hash(x)=23222996) +4408 train 6.895569 (lr=2.2887e-05) (hash(x)=24820189) +4409 train 7.316141 (lr=2.2869e-05) (hash(x)=27669038) +4410 train 6.890371 (lr=2.2852e-05) (hash(x)=24283976) +4411 train 7.105237 (lr=2.2834e-05) (hash(x)=25018789) +4412 train 6.980845 (lr=2.2816e-05) (hash(x)=26247064) +4413 train 7.063304 (lr=2.2798e-05) (hash(x)=22942904) +4414 train 6.931496 (lr=2.2780e-05) (hash(x)=23918746) +4415 train 7.002576 (lr=2.2762e-05) (hash(x)=26489285) +4416 train 6.000688 (lr=2.2744e-05) (hash(x)=14942495) +4417 train 6.842618 (lr=2.2727e-05) (hash(x)=23908505) +4418 train 7.069995 (lr=2.2709e-05) (hash(x)=25854036) +4419 train 6.952843 (lr=2.2691e-05) (hash(x)=27522868) +4420 train 6.849392 (lr=2.2674e-05) (hash(x)=26549205) +4421 train 6.691376 (lr=2.2656e-05) (hash(x)=24565522) +4422 train 7.081539 (lr=2.2638e-05) (hash(x)=23919123) +4423 train 6.904939 (lr=2.2621e-05) (hash(x)=25185942) +4424 train 6.891010 (lr=2.2603e-05) (hash(x)=24818969) +4425 train 7.008339 (lr=2.2586e-05) (hash(x)=26750372) +4426 train 7.010094 (lr=2.2568e-05) (hash(x)=25621536) +4427 train 7.453382 (lr=2.2551e-05) (hash(x)=28037060) +4428 train 7.552072 (lr=2.2533e-05) (hash(x)=30829517) +4429 train 7.071715 (lr=2.2516e-05) (hash(x)=28728766) +4430 train 6.977290 (lr=2.2499e-05) (hash(x)=25936895) +4431 train 7.171047 (lr=2.2481e-05) (hash(x)=27476158) +4432 train 6.850307 (lr=2.2464e-05) (hash(x)=23297921) +4433 train 6.826079 (lr=2.2447e-05) (hash(x)=23201299) +4434 train 6.773499 (lr=2.2430e-05) (hash(x)=22681766) +4435 train 6.794605 (lr=2.2412e-05) (hash(x)=23217512) +4436 train 7.258068 (lr=2.2395e-05) (hash(x)=29322443) +4437 train 6.836961 (lr=2.2378e-05) (hash(x)=23502072) +4438 train 6.934153 (lr=2.2361e-05) (hash(x)=28873527) +4439 train 6.964790 (lr=2.2344e-05) (hash(x)=23653175) +4440 train 6.759789 (lr=2.2327e-05) (hash(x)=21635879) +4441 train 6.815794 (lr=2.2310e-05) (hash(x)=22201854) +4442 train 6.725063 (lr=2.2293e-05) (hash(x)=23101164) +4443 train 7.133923 (lr=2.2276e-05) (hash(x)=25475122) +4444 train 6.881949 (lr=2.2259e-05) (hash(x)=25124825) +4445 train 7.011566 (lr=2.2242e-05) (hash(x)=26883852) +4446 train 6.809368 (lr=2.2225e-05) (hash(x)=24731829) +4447 train 6.771458 (lr=2.2208e-05) (hash(x)=22405076) +4448 train 6.949966 (lr=2.2191e-05) (hash(x)=27633869) +4449 train 7.008986 (lr=2.2174e-05) (hash(x)=25162594) +4450 val loss 7.0368 +4450 val perplexity 1137.7523 +4450 train 7.006413 (lr=2.2157e-05) (hash(x)=26438149) +4451 train 7.036850 (lr=2.2141e-05) (hash(x)=26748800) +4452 train 6.768359 (lr=2.2124e-05) (hash(x)=22971620) +4453 train 6.910965 (lr=2.2107e-05) (hash(x)=25886430) +4454 train 6.655332 (lr=2.2091e-05) (hash(x)=21084137) +4455 train 6.863577 (lr=2.2074e-05) (hash(x)=25673545) +4456 train 7.531298 (lr=2.2057e-05) (hash(x)=29389002) +4457 train 6.634880 (lr=2.2041e-05) (hash(x)=21676076) +4458 train 6.671787 (lr=2.2024e-05) (hash(x)=22616647) +4459 train 7.090280 (lr=2.2008e-05) (hash(x)=22771197) +4460 train 7.011065 (lr=2.1991e-05) (hash(x)=26393514) +4461 train 7.236385 (lr=2.1975e-05) (hash(x)=24996433) +4462 train 6.872061 (lr=2.1958e-05) (hash(x)=19594028) +4463 train 7.025960 (lr=2.1942e-05) (hash(x)=22675428) +4464 train 7.031143 (lr=2.1926e-05) (hash(x)=26566551) +4465 train 7.015469 (lr=2.1909e-05) (hash(x)=22469290) +4466 train 7.493145 (lr=2.1893e-05) (hash(x)=29821654) +4467 train 6.977288 (lr=2.1877e-05) (hash(x)=26305388) +4468 train 6.854084 (lr=2.1860e-05) (hash(x)=21998506) +4469 train 7.287584 (lr=2.1844e-05) (hash(x)=23953315) +4470 train 6.898412 (lr=2.1828e-05) (hash(x)=23985456) +4471 train 7.308107 (lr=2.1812e-05) (hash(x)=28168456) +4472 train 6.954603 (lr=2.1796e-05) (hash(x)=25126411) +4473 train 6.768951 (lr=2.1780e-05) (hash(x)=24619336) +4474 train 6.934751 (lr=2.1764e-05) (hash(x)=24467798) +4475 train 7.787210 (lr=2.1747e-05) (hash(x)=31673254) +4476 train 7.624654 (lr=2.1731e-05) (hash(x)=29929610) +4477 train 7.307281 (lr=2.1715e-05) (hash(x)=29412572) +4478 train 7.447437 (lr=2.1699e-05) (hash(x)=31910006) +4479 train 7.078289 (lr=2.1684e-05) (hash(x)=26072586) +4480 train 7.020452 (lr=2.1668e-05) (hash(x)=25782825) +4481 train 6.868294 (lr=2.1652e-05) (hash(x)=21131363) +4482 train 6.967589 (lr=2.1636e-05) (hash(x)=25071223) +4483 train 7.646437 (lr=2.1620e-05) (hash(x)=32249577) +4484 train 6.831540 (lr=2.1604e-05) (hash(x)=24752808) +4485 train 6.892395 (lr=2.1589e-05) (hash(x)=24970539) +4486 train 6.804283 (lr=2.1573e-05) (hash(x)=24191005) +4487 train 7.029521 (lr=2.1557e-05) (hash(x)=24974331) +4488 train 7.175293 (lr=2.1542e-05) (hash(x)=27043409) +4489 train 6.785940 (lr=2.1526e-05) (hash(x)=11320385) +4490 train 6.750867 (lr=2.1510e-05) (hash(x)=11919565) +4491 train 6.802341 (lr=2.1495e-05) (hash(x)=10404694) +4492 train 6.852730 (lr=2.1479e-05) (hash(x)=12393159) +4493 train 6.723396 (lr=2.1464e-05) (hash(x)=11843609) +4494 train 6.767656 (lr=2.1448e-05) (hash(x)=12632729) +4495 train 6.897777 (lr=2.1433e-05) (hash(x)=21951984) +4496 train 7.615907 (lr=2.1417e-05) (hash(x)=19411544) +4497 train 7.547841 (lr=2.1402e-05) (hash(x)=21000228) +4498 train 7.139151 (lr=2.1386e-05) (hash(x)=26018207) +4499 train 7.161699 (lr=2.1371e-05) (hash(x)=24659058) +4500 val loss 7.0469 +4500 val perplexity 1149.2639 +4500 train 7.328262 (lr=2.1356e-05) (hash(x)=27919597) +4501 train 6.902685 (lr=2.1341e-05) (hash(x)=26232596) +4502 train 7.062651 (lr=2.1325e-05) (hash(x)=26248912) +4503 train 6.905838 (lr=2.1310e-05) (hash(x)=25403751) +4504 train 6.818916 (lr=2.1295e-05) (hash(x)=21096637) +4505 train 6.976623 (lr=2.1280e-05) (hash(x)=26560941) +4506 train 6.997612 (lr=2.1265e-05) (hash(x)=24942406) +4507 train 7.064641 (lr=2.1249e-05) (hash(x)=24405748) +4508 train 6.926029 (lr=2.1234e-05) (hash(x)=22975455) +4509 train 6.885755 (lr=2.1219e-05) (hash(x)=26358820) +4510 train 6.887134 (lr=2.1204e-05) (hash(x)=24211938) +4511 train 7.089301 (lr=2.1189e-05) (hash(x)=26396012) +4512 train 6.715603 (lr=2.1174e-05) (hash(x)=22534410) +4513 train 6.874625 (lr=2.1159e-05) (hash(x)=23855025) +4514 train 6.743900 (lr=2.1145e-05) (hash(x)=22722345) +4515 train 6.740560 (lr=2.1130e-05) (hash(x)=22779251) +4516 train 7.045700 (lr=2.1115e-05) (hash(x)=23973078) +4517 train 6.857054 (lr=2.1100e-05) (hash(x)=19886228) +4518 train 6.964427 (lr=2.1085e-05) (hash(x)=23849694) +4519 train 7.355577 (lr=2.1071e-05) (hash(x)=24827190) +4520 train 6.933271 (lr=2.1056e-05) (hash(x)=25111498) +4521 train 7.730282 (lr=2.1041e-05) (hash(x)=29752556) +4522 train 7.207829 (lr=2.1026e-05) (hash(x)=25606805) +4523 train 6.969247 (lr=2.1012e-05) (hash(x)=22209714) +4524 train 6.694293 (lr=2.0997e-05) (hash(x)=24991834) +4525 train 6.976955 (lr=2.0983e-05) (hash(x)=27808158) +4526 train 6.948236 (lr=2.0968e-05) (hash(x)=23041199) +4527 train 6.980147 (lr=2.0954e-05) (hash(x)=24847458) +4528 train 6.895752 (lr=2.0939e-05) (hash(x)=25091787) +4529 train 7.889221 (lr=2.0925e-05) (hash(x)=29745551) +4530 train 6.606874 (lr=2.0910e-05) (hash(x)=20447167) +4531 train 6.842144 (lr=2.0896e-05) (hash(x)=20720911) +4532 train 6.988331 (lr=2.0882e-05) (hash(x)=24803353) +4533 train 7.048749 (lr=2.0867e-05) (hash(x)=23780724) +4534 train 7.039216 (lr=2.0853e-05) (hash(x)=23423120) +4535 train 6.719046 (lr=2.0839e-05) (hash(x)=22159088) +4536 train 6.928685 (lr=2.0824e-05) (hash(x)=25820304) +4537 train 6.719490 (lr=2.0810e-05) (hash(x)=22813612) +4538 train 7.060459 (lr=2.0796e-05) (hash(x)=27827979) +4539 train 7.038345 (lr=2.0782e-05) (hash(x)=25737179) +4540 train 7.264870 (lr=2.0768e-05) (hash(x)=23401504) +4541 train 6.903683 (lr=2.0754e-05) (hash(x)=25071988) +4542 train 6.983061 (lr=2.0740e-05) (hash(x)=22844541) +4543 train 6.716068 (lr=2.0726e-05) (hash(x)=22140034) +4544 train 6.975429 (lr=2.0712e-05) (hash(x)=26522091) +4545 train 6.987084 (lr=2.0698e-05) (hash(x)=24099725) +4546 train 6.572942 (lr=2.0684e-05) (hash(x)=19127182) +4547 train 6.684564 (lr=2.0670e-05) (hash(x)=18992693) +4548 train 7.755502 (lr=2.0656e-05) (hash(x)=26723015) +4549 train 7.508928 (lr=2.0642e-05) (hash(x)=30389969) +4550 val loss 7.0364 +4550 val perplexity 1137.3042 +4550 train 6.831352 (lr=2.0628e-05) (hash(x)=24065654) +4551 train 6.613692 (lr=2.0614e-05) (hash(x)=19044797) +4552 train 7.069768 (lr=2.0601e-05) (hash(x)=24919665) +4553 train 7.141056 (lr=2.0587e-05) (hash(x)=22780968) +4554 train 6.831901 (lr=2.0573e-05) (hash(x)=24549699) +4555 train 6.750019 (lr=2.0559e-05) (hash(x)=21374811) +4556 train 6.862135 (lr=2.0546e-05) (hash(x)=25225950) +4557 train 6.968295 (lr=2.0532e-05) (hash(x)=25691882) +4558 train 6.891769 (lr=2.0519e-05) (hash(x)=24685235) +4559 train 6.710996 (lr=2.0505e-05) (hash(x)=23932794) +4560 train 7.309721 (lr=2.0492e-05) (hash(x)=28152043) +4561 train 6.811129 (lr=2.0478e-05) (hash(x)=23417051) +4562 train 6.882160 (lr=2.0465e-05) (hash(x)=26250211) +4563 train 7.124352 (lr=2.0451e-05) (hash(x)=25428813) +4564 train 7.257398 (lr=2.0438e-05) (hash(x)=27477379) +4565 train 7.023532 (lr=2.0424e-05) (hash(x)=23015212) +4566 train 6.767522 (lr=2.0411e-05) (hash(x)=22837608) +4567 train 6.846382 (lr=2.0398e-05) (hash(x)=25256890) +4568 train 6.766855 (lr=2.0384e-05) (hash(x)=22742827) +4569 train 7.186240 (lr=2.0371e-05) (hash(x)=30167922) +4570 train 6.852182 (lr=2.0358e-05) (hash(x)=24540265) +4571 train 7.194004 (lr=2.0345e-05) (hash(x)=26752941) +4572 train 6.974597 (lr=2.0332e-05) (hash(x)=25094026) +4573 train 7.725735 (lr=2.0318e-05) (hash(x)=28508785) +4574 train 7.082040 (lr=2.0305e-05) (hash(x)=26501871) +4575 train 6.849176 (lr=2.0292e-05) (hash(x)=24161711) +4576 train 6.800109 (lr=2.0279e-05) (hash(x)=24313695) +4577 train 7.236028 (lr=2.0266e-05) (hash(x)=28248933) +4578 train 7.410403 (lr=2.0253e-05) (hash(x)=28445722) +4579 train 6.967224 (lr=2.0240e-05) (hash(x)=24589015) +4580 train 7.160730 (lr=2.0227e-05) (hash(x)=26192193) +4581 train 6.788911 (lr=2.0214e-05) (hash(x)=25131316) +4582 train 6.879309 (lr=2.0202e-05) (hash(x)=26631504) +4583 train 6.715891 (lr=2.0189e-05) (hash(x)=22036817) +4584 train 7.357425 (lr=2.0176e-05) (hash(x)=28361254) +4585 train 6.992990 (lr=2.0163e-05) (hash(x)=24828340) +4586 train 6.650014 (lr=2.0150e-05) (hash(x)=24067304) +4587 train 6.425913 (lr=2.0138e-05) (hash(x)=20733289) +4588 train 6.375873 (lr=2.0125e-05) (hash(x)=19526622) +4589 train 6.778299 (lr=2.0112e-05) (hash(x)=22148688) +4590 train 6.991317 (lr=2.0100e-05) (hash(x)=24141800) +4591 train 7.016036 (lr=2.0087e-05) (hash(x)=26663208) +4592 train 6.699750 (lr=2.0075e-05) (hash(x)=22536305) +4593 train 6.956639 (lr=2.0062e-05) (hash(x)=23608185) +4594 train 6.812198 (lr=2.0049e-05) (hash(x)=23348495) +4595 train 6.963225 (lr=2.0037e-05) (hash(x)=25409759) +4596 train 6.960979 (lr=2.0025e-05) (hash(x)=25572131) +4597 train 6.907842 (lr=2.0012e-05) (hash(x)=21782039) +4598 train 6.881979 (lr=2.0000e-05) (hash(x)=24643923) +4599 train 6.867059 (lr=1.9987e-05) (hash(x)=24072213) +4600 val loss 7.0314 +4600 val perplexity 1131.5585 +4600 train 6.789154 (lr=1.9975e-05) (hash(x)=23925612) +4601 train 6.883565 (lr=1.9963e-05) (hash(x)=23315415) +4602 train 6.888397 (lr=1.9951e-05) (hash(x)=21793800) +4603 train 6.827653 (lr=1.9938e-05) (hash(x)=24921200) +4604 train 7.092639 (lr=1.9926e-05) (hash(x)=27226113) +4605 train 6.883728 (lr=1.9914e-05) (hash(x)=22920960) +4606 train 6.819664 (lr=1.9902e-05) (hash(x)=21947750) +4607 train 6.880458 (lr=1.9890e-05) (hash(x)=22766044) +4608 train 7.281693 (lr=1.9878e-05) (hash(x)=28237005) +4609 train 6.734529 (lr=1.9865e-05) (hash(x)=24922621) +4610 train 6.954750 (lr=1.9853e-05) (hash(x)=24899830) +4611 train 7.362587 (lr=1.9841e-05) (hash(x)=32920298) +4612 train 6.808933 (lr=1.9830e-05) (hash(x)=25083835) +4613 train 6.844609 (lr=1.9818e-05) (hash(x)=22863054) +4614 train 6.845691 (lr=1.9806e-05) (hash(x)=24841464) +4615 train 7.153280 (lr=1.9794e-05) (hash(x)=27871153) +4616 train 7.241726 (lr=1.9782e-05) (hash(x)=28025163) +4617 train 6.820297 (lr=1.9770e-05) (hash(x)=24659561) +4618 train 6.936796 (lr=1.9758e-05) (hash(x)=25067194) +4619 train 6.952426 (lr=1.9747e-05) (hash(x)=22731460) +4620 train 6.883239 (lr=1.9735e-05) (hash(x)=20445873) +4621 train 6.940695 (lr=1.9723e-05) (hash(x)=26033948) +4622 train 6.807195 (lr=1.9712e-05) (hash(x)=22473213) +4623 train 7.448730 (lr=1.9700e-05) (hash(x)=24037280) +4624 train 7.900247 (lr=1.9688e-05) (hash(x)=25624131) +4625 train 7.557157 (lr=1.9677e-05) (hash(x)=26799867) +4626 train 6.982635 (lr=1.9665e-05) (hash(x)=27187602) +4627 train 6.924870 (lr=1.9654e-05) (hash(x)=23277695) +4628 train 6.933910 (lr=1.9642e-05) (hash(x)=24748234) +4629 train 7.050795 (lr=1.9631e-05) (hash(x)=26103104) +4630 train 6.956760 (lr=1.9619e-05) (hash(x)=24327389) +4631 train 7.077706 (lr=1.9608e-05) (hash(x)=24121850) +4632 train 6.903192 (lr=1.9597e-05) (hash(x)=23714590) +4633 train 6.965933 (lr=1.9585e-05) (hash(x)=22379412) +4634 train 7.199896 (lr=1.9574e-05) (hash(x)=24454713) +4635 train 6.875557 (lr=1.9563e-05) (hash(x)=22966977) +4636 train 6.843891 (lr=1.9551e-05) (hash(x)=23764884) +4637 train 6.710969 (lr=1.9540e-05) (hash(x)=23827429) +4638 train 6.948905 (lr=1.9529e-05) (hash(x)=24088592) +4639 train 6.899616 (lr=1.9518e-05) (hash(x)=24380031) +4640 train 6.993950 (lr=1.9507e-05) (hash(x)=26065050) +4641 train 6.906486 (lr=1.9496e-05) (hash(x)=24442902) +4642 train 6.482962 (lr=1.9485e-05) (hash(x)=18548782) +4643 train 7.031455 (lr=1.9474e-05) (hash(x)=26957303) +4644 train 7.002739 (lr=1.9463e-05) (hash(x)=25032727) +4645 train 6.880860 (lr=1.9452e-05) (hash(x)=27224706) +4646 train 7.045383 (lr=1.9441e-05) (hash(x)=27508476) +4647 train 6.720783 (lr=1.9430e-05) (hash(x)=23055215) +4648 train 6.883598 (lr=1.9419e-05) (hash(x)=24496194) +4649 train 8.283126 (lr=1.9408e-05) (hash(x)=13982941) +4650 val loss 7.0300 +4650 val perplexity 1129.9883 +4650 train 7.428383 (lr=1.9397e-05) (hash(x)=16721547) +4651 train 6.906864 (lr=1.9387e-05) (hash(x)=22929154) +4652 train 6.839906 (lr=1.9376e-05) (hash(x)=23323994) +4653 train 7.164693 (lr=1.9365e-05) (hash(x)=24877951) +4654 train 7.007616 (lr=1.9354e-05) (hash(x)=24096183) +4655 train 6.877040 (lr=1.9344e-05) (hash(x)=25329724) +4656 train 6.801460 (lr=1.9333e-05) (hash(x)=23877337) +4657 train 6.463614 (lr=1.9322e-05) (hash(x)=20923083) +4658 train 6.766888 (lr=1.9312e-05) (hash(x)=23807996) +4659 train 6.865005 (lr=1.9301e-05) (hash(x)=24370475) +4660 train 7.251748 (lr=1.9291e-05) (hash(x)=28202255) +4661 train 6.999080 (lr=1.9280e-05) (hash(x)=26142119) +4662 train 6.753047 (lr=1.9270e-05) (hash(x)=21387743) +4663 train 6.887933 (lr=1.9260e-05) (hash(x)=25662408) +4664 train 6.922016 (lr=1.9249e-05) (hash(x)=23962815) +4665 train 6.890139 (lr=1.9239e-05) (hash(x)=23987677) +4666 train 7.169211 (lr=1.9228e-05) (hash(x)=26554284) +4667 train 7.206546 (lr=1.9218e-05) (hash(x)=25991817) +4668 train 6.920596 (lr=1.9208e-05) (hash(x)=24256966) +4669 train 6.686470 (lr=1.9198e-05) (hash(x)=22187158) +4670 train 6.967330 (lr=1.9187e-05) (hash(x)=26295320) +4671 train 6.989719 (lr=1.9177e-05) (hash(x)=26346814) +4672 train 7.291940 (lr=1.9167e-05) (hash(x)=26594196) +4673 train 7.041481 (lr=1.9157e-05) (hash(x)=24322101) +4674 train 7.131294 (lr=1.9147e-05) (hash(x)=27274566) +4675 train 6.937534 (lr=1.9137e-05) (hash(x)=24505725) +4676 train 7.113449 (lr=1.9127e-05) (hash(x)=26167371) +4677 train 7.214817 (lr=1.9117e-05) (hash(x)=28062311) +4678 train 6.923196 (lr=1.9107e-05) (hash(x)=23476009) +4679 train 7.034632 (lr=1.9097e-05) (hash(x)=25283256) +4680 train 6.729496 (lr=1.9087e-05) (hash(x)=22033246) +4681 train 6.780176 (lr=1.9077e-05) (hash(x)=22716214) +4682 train 6.948228 (lr=1.9067e-05) (hash(x)=25672672) +4683 train 6.815470 (lr=1.9058e-05) (hash(x)=22979072) +4684 train 6.997403 (lr=1.9048e-05) (hash(x)=27439204) +4685 train 6.920486 (lr=1.9038e-05) (hash(x)=24857737) +4686 train 7.213382 (lr=1.9028e-05) (hash(x)=29615897) +4687 train 6.755426 (lr=1.9019e-05) (hash(x)=24021771) +4688 train 6.913988 (lr=1.9009e-05) (hash(x)=27410807) +4689 train 6.713764 (lr=1.8999e-05) (hash(x)=22850411) +4690 train 6.984613 (lr=1.8990e-05) (hash(x)=24949696) +4691 train 6.817963 (lr=1.8980e-05) (hash(x)=22956381) +4692 train 7.352887 (lr=1.8971e-05) (hash(x)=28193458) +4693 train 6.864540 (lr=1.8961e-05) (hash(x)=25596844) +4694 train 6.813829 (lr=1.8952e-05) (hash(x)=22101377) +4695 train 6.730477 (lr=1.8942e-05) (hash(x)=23576840) +4696 train 6.696325 (lr=1.8933e-05) (hash(x)=21849758) +4697 train 6.895113 (lr=1.8923e-05) (hash(x)=26431349) +4698 train 7.020374 (lr=1.8914e-05) (hash(x)=22960758) +4699 train 6.921779 (lr=1.8905e-05) (hash(x)=23243097) +4700 val loss 7.0236 +4700 val perplexity 1122.8313 +4700 train 6.814336 (lr=1.8895e-05) (hash(x)=23715370) +4701 train 7.491261 (lr=1.8886e-05) (hash(x)=30678293) +4702 train 7.577312 (lr=1.8877e-05) (hash(x)=32481620) +4703 train 7.113759 (lr=1.8868e-05) (hash(x)=26414858) +4704 train 6.956379 (lr=1.8859e-05) (hash(x)=24768691) +4705 train 6.658985 (lr=1.8849e-05) (hash(x)=21627762) +4706 train 6.783646 (lr=1.8840e-05) (hash(x)=21024917) +4707 train 6.670982 (lr=1.8831e-05) (hash(x)=23570951) +4708 train 6.808612 (lr=1.8822e-05) (hash(x)=23729185) +4709 train 7.209626 (lr=1.8813e-05) (hash(x)=25933754) +4710 train 6.632582 (lr=1.8804e-05) (hash(x)=23091014) +4711 train 6.734265 (lr=1.8795e-05) (hash(x)=20099261) +4712 train 6.894315 (lr=1.8786e-05) (hash(x)=26807297) +4713 train 6.822375 (lr=1.8777e-05) (hash(x)=25332115) +4714 train 6.768172 (lr=1.8769e-05) (hash(x)=23247605) +4715 train 6.687447 (lr=1.8760e-05) (hash(x)=23786549) +4716 train 6.786884 (lr=1.8751e-05) (hash(x)=23981166) +4717 train 6.924427 (lr=1.8742e-05) (hash(x)=25967754) +4718 train 6.822154 (lr=1.8733e-05) (hash(x)=23659116) +4719 train 6.884042 (lr=1.8725e-05) (hash(x)=22453718) +4720 train 6.819775 (lr=1.8716e-05) (hash(x)=22597951) +4721 train 7.001394 (lr=1.8707e-05) (hash(x)=25284885) +4722 train 6.975483 (lr=1.8699e-05) (hash(x)=24748569) +4723 train 6.576473 (lr=1.8690e-05) (hash(x)=19448608) +4724 train 6.947587 (lr=1.8682e-05) (hash(x)=24888040) +4725 train 6.778940 (lr=1.8673e-05) (hash(x)=23203503) +4726 train 6.557331 (lr=1.8665e-05) (hash(x)=20387787) +4727 train 6.626118 (lr=1.8656e-05) (hash(x)=22529445) +4728 train 6.927943 (lr=1.8648e-05) (hash(x)=22455471) +4729 train 6.902863 (lr=1.8639e-05) (hash(x)=25661132) +4730 train 6.910926 (lr=1.8631e-05) (hash(x)=24997711) +4731 train 7.014036 (lr=1.8623e-05) (hash(x)=22575521) +4732 train 6.787054 (lr=1.8614e-05) (hash(x)=22640285) +4733 train 6.625656 (lr=1.8606e-05) (hash(x)=18637357) +4734 train 6.786295 (lr=1.8598e-05) (hash(x)=22845826) +4735 train 6.994184 (lr=1.8590e-05) (hash(x)=24484543) +4736 train 6.838882 (lr=1.8581e-05) (hash(x)=23352320) +4737 train 6.655768 (lr=1.8573e-05) (hash(x)=21544758) +4738 train 6.390930 (lr=1.8565e-05) (hash(x)=18292136) +4739 train 7.095722 (lr=1.8557e-05) (hash(x)=24893614) +4740 train 6.953804 (lr=1.8549e-05) (hash(x)=28103443) +4741 train 6.775635 (lr=1.8541e-05) (hash(x)=22233356) +4742 train 6.606711 (lr=1.8533e-05) (hash(x)=21133541) +4743 train 6.896057 (lr=1.8525e-05) (hash(x)=24043998) +4744 train 7.256712 (lr=1.8517e-05) (hash(x)=24801185) +4745 train 6.979231 (lr=1.8509e-05) (hash(x)=23858358) +4746 train 6.983224 (lr=1.8501e-05) (hash(x)=23926989) +4747 train 7.059567 (lr=1.8493e-05) (hash(x)=24813708) +4748 train 6.857562 (lr=1.8485e-05) (hash(x)=26339467) +4749 train 6.713585 (lr=1.8478e-05) (hash(x)=21850656) +4750 val loss 7.0236 +4750 val perplexity 1122.7965 +4750 train 6.709869 (lr=1.8470e-05) (hash(x)=21475802) +4751 train 6.888580 (lr=1.8462e-05) (hash(x)=24301906) +4752 train 6.741873 (lr=1.8455e-05) (hash(x)=22748495) +4753 train 6.914620 (lr=1.8447e-05) (hash(x)=25649256) +4754 train 6.787374 (lr=1.8439e-05) (hash(x)=23934346) +4755 train 6.920011 (lr=1.8432e-05) (hash(x)=26332892) +4756 train 6.771068 (lr=1.8424e-05) (hash(x)=23279389) +4757 train 6.850214 (lr=1.8416e-05) (hash(x)=23146858) +4758 train 7.255006 (lr=1.8409e-05) (hash(x)=26892932) +4759 train 6.748520 (lr=1.8401e-05) (hash(x)=26328881) +4760 train 6.846238 (lr=1.8394e-05) (hash(x)=24394655) +4761 train 6.836993 (lr=1.8387e-05) (hash(x)=22122308) +4762 train 6.992888 (lr=1.8379e-05) (hash(x)=24200369) +4763 train 7.088468 (lr=1.8372e-05) (hash(x)=26841776) +4764 train 7.040771 (lr=1.8365e-05) (hash(x)=27196641) +4765 train 6.796874 (lr=1.8357e-05) (hash(x)=24912822) +4766 train 7.042980 (lr=1.8350e-05) (hash(x)=25946055) +4767 train 6.658586 (lr=1.8343e-05) (hash(x)=23101508) +4768 train 6.831412 (lr=1.8336e-05) (hash(x)=24287798) +4769 train 6.924335 (lr=1.8328e-05) (hash(x)=22798964) +4770 train 6.818635 (lr=1.8321e-05) (hash(x)=24164479) +4771 train 6.894319 (lr=1.8314e-05) (hash(x)=24946464) +4772 train 7.018182 (lr=1.8307e-05) (hash(x)=25154423) +4773 train 6.729028 (lr=1.8300e-05) (hash(x)=23173476) +4774 train 6.972234 (lr=1.8293e-05) (hash(x)=25373559) +4775 train 6.952724 (lr=1.8286e-05) (hash(x)=23527176) +4776 train 6.870023 (lr=1.8279e-05) (hash(x)=24865403) +4777 train 6.832902 (lr=1.8272e-05) (hash(x)=24451067) +4778 train 7.449920 (lr=1.8265e-05) (hash(x)=28187162) +4779 train 7.620895 (lr=1.8258e-05) (hash(x)=31163350) +4780 train 8.049234 (lr=1.8251e-05) (hash(x)=33563280) +4781 train 8.095828 (lr=1.8245e-05) (hash(x)=34939183) +4782 train 7.530666 (lr=1.8238e-05) (hash(x)=30263543) +4783 train 6.784041 (lr=1.8231e-05) (hash(x)=22705673) +4784 train 6.656532 (lr=1.8224e-05) (hash(x)=21415023) +4785 train 6.897359 (lr=1.8218e-05) (hash(x)=26079097) +4786 train 7.244989 (lr=1.8211e-05) (hash(x)=25503836) +4787 train 7.083105 (lr=1.8204e-05) (hash(x)=24705721) +4788 train 6.953076 (lr=1.8198e-05) (hash(x)=24384657) +4789 train 6.826024 (lr=1.8191e-05) (hash(x)=22550579) +4790 train 6.886805 (lr=1.8185e-05) (hash(x)=22452164) +4791 train 7.178337 (lr=1.8178e-05) (hash(x)=28664796) +4792 train 7.560931 (lr=1.8172e-05) (hash(x)=26139280) +4793 train 7.185844 (lr=1.8165e-05) (hash(x)=23862341) +4794 train 6.768449 (lr=1.8159e-05) (hash(x)=23784757) +4795 train 6.642276 (lr=1.8153e-05) (hash(x)=22659441) +4796 train 7.402030 (lr=1.8146e-05) (hash(x)=29744216) +4797 train 7.315310 (lr=1.8140e-05) (hash(x)=25822591) +4798 train 6.703402 (lr=1.8134e-05) (hash(x)=22370895) +4799 train 7.155368 (lr=1.8127e-05) (hash(x)=27102890) +4800 val loss 7.0188 +4800 val perplexity 1117.4329 +4800 train 7.179654 (lr=1.8121e-05) (hash(x)=27014625) +4801 train 6.939960 (lr=1.8115e-05) (hash(x)=25755963) +4802 train 7.195178 (lr=1.8109e-05) (hash(x)=29675278) +4803 train 7.340454 (lr=1.8103e-05) (hash(x)=26660930) +4804 train 7.244039 (lr=1.8097e-05) (hash(x)=24557060) +4805 train 7.387290 (lr=1.8091e-05) (hash(x)=24622741) +4806 train 7.453587 (lr=1.8085e-05) (hash(x)=23952601) +4807 train 7.039528 (lr=1.8079e-05) (hash(x)=26787259) +4808 train 7.294279 (lr=1.8073e-05) (hash(x)=28919605) +4809 train 7.696498 (lr=1.8067e-05) (hash(x)=37061654) +4810 train 7.435628 (lr=1.8061e-05) (hash(x)=30379739) +4811 train 7.141946 (lr=1.8055e-05) (hash(x)=26097180) +4812 train 7.314663 (lr=1.8049e-05) (hash(x)=26327092) +4813 train 7.063065 (lr=1.8043e-05) (hash(x)=23258030) +4814 train 7.146194 (lr=1.8037e-05) (hash(x)=25582015) +4815 train 6.815742 (lr=1.8032e-05) (hash(x)=23396088) +4816 train 6.802604 (lr=1.8026e-05) (hash(x)=21904146) +4817 train 6.997585 (lr=1.8020e-05) (hash(x)=26281676) +4818 train 6.769547 (lr=1.8015e-05) (hash(x)=23140470) +4819 train 7.101141 (lr=1.8009e-05) (hash(x)=24611098) +4820 train 6.915493 (lr=1.8003e-05) (hash(x)=23832642) +4821 train 7.085281 (lr=1.7998e-05) (hash(x)=21439671) +4822 train 6.925907 (lr=1.7992e-05) (hash(x)=25128845) +4823 train 6.871195 (lr=1.7987e-05) (hash(x)=24911831) +4824 train 7.030300 (lr=1.7981e-05) (hash(x)=26051723) +4825 train 7.080368 (lr=1.7976e-05) (hash(x)=26479565) +4826 train 7.190073 (lr=1.7970e-05) (hash(x)=26228987) +4827 train 7.034151 (lr=1.7965e-05) (hash(x)=25131300) +4828 train 6.749422 (lr=1.7960e-05) (hash(x)=19921978) +4829 train 6.756575 (lr=1.7954e-05) (hash(x)=23173449) +4830 train 7.086816 (lr=1.7949e-05) (hash(x)=24791832) +4831 train 6.831564 (lr=1.7944e-05) (hash(x)=23453491) +4832 train 6.983579 (lr=1.7938e-05) (hash(x)=22564139) +4833 train 6.827007 (lr=1.7933e-05) (hash(x)=21659918) +4834 train 6.958955 (lr=1.7928e-05) (hash(x)=22956076) +4835 train 7.029248 (lr=1.7923e-05) (hash(x)=22237612) +4836 train 7.128088 (lr=1.7918e-05) (hash(x)=24736427) +4837 train 7.193668 (lr=1.7913e-05) (hash(x)=24939751) +4838 train 7.048374 (lr=1.7908e-05) (hash(x)=25059298) +4839 train 6.978616 (lr=1.7903e-05) (hash(x)=23453396) +4840 train 6.490840 (lr=1.7898e-05) (hash(x)=17919338) +4841 train 7.020036 (lr=1.7893e-05) (hash(x)=23428815) +4842 train 7.278782 (lr=1.7888e-05) (hash(x)=27042659) +4843 train 7.334930 (lr=1.7883e-05) (hash(x)=25161278) +4844 train 7.136780 (lr=1.7878e-05) (hash(x)=24113253) +4845 train 7.239072 (lr=1.7873e-05) (hash(x)=26139263) +4846 train 7.273213 (lr=1.7869e-05) (hash(x)=27787006) +4847 train 7.021961 (lr=1.7864e-05) (hash(x)=23869612) +4848 train 7.152739 (lr=1.7859e-05) (hash(x)=26092193) +4849 train 7.187258 (lr=1.7854e-05) (hash(x)=29351182) +4850 val loss 7.0091 +4850 val perplexity 1106.6348 +4850 train 7.321771 (lr=1.7850e-05) (hash(x)=28773463) +4851 train 7.259472 (lr=1.7845e-05) (hash(x)=28207741) +4852 train 6.805039 (lr=1.7840e-05) (hash(x)=23280878) +4853 train 7.284934 (lr=1.7836e-05) (hash(x)=26742336) +4854 train 7.067262 (lr=1.7831e-05) (hash(x)=23543321) +4855 train 7.452372 (lr=1.7827e-05) (hash(x)=26581590) +4856 train 6.898033 (lr=1.7822e-05) (hash(x)=22728668) +4857 train 6.737287 (lr=1.7818e-05) (hash(x)=19854534) +4858 train 7.127627 (lr=1.7813e-05) (hash(x)=26612813) +4859 train 7.281850 (lr=1.7809e-05) (hash(x)=25827863) +4860 train 6.963579 (lr=1.7805e-05) (hash(x)=24574997) +4861 train 7.109660 (lr=1.7800e-05) (hash(x)=26187830) +4862 train 7.061096 (lr=1.7796e-05) (hash(x)=25105823) +4863 train 7.124991 (lr=1.7792e-05) (hash(x)=28056342) +4864 train 7.007454 (lr=1.7787e-05) (hash(x)=21885801) +4865 train 7.200065 (lr=1.7783e-05) (hash(x)=25659043) +4866 train 7.166976 (lr=1.7779e-05) (hash(x)=23852824) +4867 train 6.951038 (lr=1.7775e-05) (hash(x)=23965470) +4868 train 6.964864 (lr=1.7771e-05) (hash(x)=25035012) +4869 train 7.195480 (lr=1.7767e-05) (hash(x)=26639165) +4870 train 7.149100 (lr=1.7763e-05) (hash(x)=29205362) +4871 train 6.983934 (lr=1.7759e-05) (hash(x)=25900866) +4872 train 7.037493 (lr=1.7755e-05) (hash(x)=25636242) +4873 train 7.124849 (lr=1.7751e-05) (hash(x)=25430698) +4874 train 7.097076 (lr=1.7747e-05) (hash(x)=27629981) +4875 train 7.089067 (lr=1.7743e-05) (hash(x)=27682625) +4876 train 7.326031 (lr=1.7739e-05) (hash(x)=27549409) +4877 train 7.029453 (lr=1.7735e-05) (hash(x)=24661627) +4878 train 7.087947 (lr=1.7731e-05) (hash(x)=25196542) +4879 train 6.981032 (lr=1.7728e-05) (hash(x)=24549177) +4880 train 6.942406 (lr=1.7724e-05) (hash(x)=23740600) +4881 train 6.820256 (lr=1.7720e-05) (hash(x)=21460850) +4882 train 7.123014 (lr=1.7716e-05) (hash(x)=27101400) +4883 train 7.115515 (lr=1.7713e-05) (hash(x)=24193076) +4884 train 7.051960 (lr=1.7709e-05) (hash(x)=24582947) +4885 train 7.022901 (lr=1.7706e-05) (hash(x)=25133839) +4886 train 7.008130 (lr=1.7702e-05) (hash(x)=24759454) +4887 train 7.045458 (lr=1.7698e-05) (hash(x)=28239583) +4888 train 7.344705 (lr=1.7695e-05) (hash(x)=29594489) +4889 train 7.029481 (lr=1.7692e-05) (hash(x)=23833431) +4890 train 7.003611 (lr=1.7688e-05) (hash(x)=23139411) +4891 train 6.925054 (lr=1.7685e-05) (hash(x)=20885864) +4892 train 7.446996 (lr=1.7681e-05) (hash(x)=26217418) +4893 train 7.162498 (lr=1.7678e-05) (hash(x)=27321870) +4894 train 6.603595 (lr=1.7675e-05) (hash(x)=19912955) +4895 train 6.952441 (lr=1.7671e-05) (hash(x)=23223554) +4896 train 7.110176 (lr=1.7668e-05) (hash(x)=25667219) +4897 train 7.354300 (lr=1.7665e-05) (hash(x)=28007972) +4898 train 7.149027 (lr=1.7662e-05) (hash(x)=27748764) +4899 train 7.097202 (lr=1.7659e-05) (hash(x)=27425770) +4900 val loss 7.0033 +4900 val perplexity 1100.2850 +4900 train 7.227797 (lr=1.7655e-05) (hash(x)=28394020) +4901 train 7.064962 (lr=1.7652e-05) (hash(x)=24080235) +4902 train 6.900693 (lr=1.7649e-05) (hash(x)=23309527) +4903 train 6.906749 (lr=1.7646e-05) (hash(x)=24793480) +4904 train 7.148460 (lr=1.7643e-05) (hash(x)=25344456) +4905 train 7.052109 (lr=1.7640e-05) (hash(x)=24590670) +4906 train 7.031887 (lr=1.7637e-05) (hash(x)=26937171) +4907 train 7.144834 (lr=1.7634e-05) (hash(x)=26949097) +4908 train 6.868282 (lr=1.7632e-05) (hash(x)=22443915) +4909 train 6.962566 (lr=1.7629e-05) (hash(x)=23814995) +4910 train 6.979395 (lr=1.7626e-05) (hash(x)=26135871) +4911 train 6.801933 (lr=1.7623e-05) (hash(x)=25415570) +4912 train 7.121866 (lr=1.7620e-05) (hash(x)=26756326) +4913 train 7.000960 (lr=1.7618e-05) (hash(x)=22920200) +4914 train 7.050905 (lr=1.7615e-05) (hash(x)=26710977) +4915 train 6.954100 (lr=1.7612e-05) (hash(x)=24985634) +4916 train 7.069688 (lr=1.7610e-05) (hash(x)=26004335) +4917 train 7.013785 (lr=1.7607e-05) (hash(x)=25637457) +4918 train 7.234799 (lr=1.7605e-05) (hash(x)=26645180) +4919 train 7.062787 (lr=1.7602e-05) (hash(x)=24425760) +4920 train 7.304640 (lr=1.7600e-05) (hash(x)=28223544) +4921 train 7.009253 (lr=1.7597e-05) (hash(x)=25538618) +4922 train 7.260493 (lr=1.7595e-05) (hash(x)=26984784) +4923 train 7.293412 (lr=1.7592e-05) (hash(x)=29154578) +4924 train 6.973274 (lr=1.7590e-05) (hash(x)=25308123) +4925 train 7.319594 (lr=1.7587e-05) (hash(x)=27939259) +4926 train 6.928154 (lr=1.7585e-05) (hash(x)=21984545) +4927 train 6.922405 (lr=1.7583e-05) (hash(x)=23707134) +4928 train 6.979815 (lr=1.7581e-05) (hash(x)=27201034) +4929 train 7.433605 (lr=1.7578e-05) (hash(x)=31623877) +4930 train 7.019611 (lr=1.7576e-05) (hash(x)=22162782) +4931 train 6.952171 (lr=1.7574e-05) (hash(x)=20049335) +4932 train 6.861277 (lr=1.7572e-05) (hash(x)=25594665) +4933 train 6.979797 (lr=1.7570e-05) (hash(x)=25265312) +4934 train 7.069974 (lr=1.7568e-05) (hash(x)=27094896) +4935 train 7.435434 (lr=1.7566e-05) (hash(x)=28321697) +4936 train 6.956601 (lr=1.7564e-05) (hash(x)=25006013) +4937 train 7.180866 (lr=1.7562e-05) (hash(x)=24596431) +4938 train 7.228940 (lr=1.7560e-05) (hash(x)=25150510) +4939 train 6.679153 (lr=1.7558e-05) (hash(x)=21497535) +4940 train 6.977545 (lr=1.7556e-05) (hash(x)=25094669) +4941 train 6.848674 (lr=1.7554e-05) (hash(x)=24024557) +4942 train 7.140410 (lr=1.7552e-05) (hash(x)=24370776) +4943 train 7.008757 (lr=1.7551e-05) (hash(x)=23434031) +4944 train 7.014061 (lr=1.7549e-05) (hash(x)=24383517) +4945 train 7.024978 (lr=1.7547e-05) (hash(x)=25858759) +4946 train 6.611711 (lr=1.7545e-05) (hash(x)=20409561) +4947 train 7.316958 (lr=1.7544e-05) (hash(x)=27469117) +4948 train 6.830986 (lr=1.7542e-05) (hash(x)=22086623) +4949 train 7.138124 (lr=1.7540e-05) (hash(x)=25759281) +4950 val loss 6.9987 +4950 val perplexity 1095.1642 +4950 train 7.047200 (lr=1.7539e-05) (hash(x)=27130117) +4951 train 6.936566 (lr=1.7537e-05) (hash(x)=27003481) +4952 train 7.265285 (lr=1.7536e-05) (hash(x)=26725937) +4953 train 6.995791 (lr=1.7534e-05) (hash(x)=22691119) +4954 train 7.078586 (lr=1.7533e-05) (hash(x)=17272898) +4955 train 6.877801 (lr=1.7531e-05) (hash(x)=17850370) +4956 train 6.878282 (lr=1.7530e-05) (hash(x)=18729639) +4957 train 7.068326 (lr=1.7529e-05) (hash(x)=25327160) +4958 train 7.204166 (lr=1.7527e-05) (hash(x)=28709044) +4959 train 6.756000 (lr=1.7526e-05) (hash(x)=22236893) +4960 train 6.732901 (lr=1.7525e-05) (hash(x)=21729251) +4961 train 6.857021 (lr=1.7524e-05) (hash(x)=23852346) +4962 train 7.054767 (lr=1.7522e-05) (hash(x)=23974368) +4963 train 7.001854 (lr=1.7521e-05) (hash(x)=25764691) +4964 train 7.385438 (lr=1.7520e-05) (hash(x)=28341865) +4965 train 6.862396 (lr=1.7519e-05) (hash(x)=23856238) +4966 train 7.110596 (lr=1.7518e-05) (hash(x)=24568904) +4967 train 7.008247 (lr=1.7517e-05) (hash(x)=26857458) +4968 train 6.869531 (lr=1.7516e-05) (hash(x)=20507972) +4969 train 7.067810 (lr=1.7515e-05) (hash(x)=23139455) +4970 train 6.897048 (lr=1.7514e-05) (hash(x)=24853703) +4971 train 6.953457 (lr=1.7513e-05) (hash(x)=25654849) +4972 train 6.782209 (lr=1.7512e-05) (hash(x)=22963710) +4973 train 7.178938 (lr=1.7511e-05) (hash(x)=25652110) +4974 train 7.097014 (lr=1.7511e-05) (hash(x)=24085957) +4975 train 7.330622 (lr=1.7510e-05) (hash(x)=26413122) +4976 train 7.472879 (lr=1.7509e-05) (hash(x)=26989387) +4977 train 7.128198 (lr=1.7508e-05) (hash(x)=22784033) +4978 train 7.473196 (lr=1.7508e-05) (hash(x)=26694945) +4979 train 7.418807 (lr=1.7507e-05) (hash(x)=24507726) +4980 train 7.482339 (lr=1.7506e-05) (hash(x)=26490335) 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(hash(x)=26088225) +4999 val loss 6.9964 +4999 val perplexity 1092.6548 +4999 train 7.066821 (lr=1.7500e-05) (hash(x)=24051952) diff --git a/lr1.75e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt b/lr1.75e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt new file mode 100644 index 0000000000000000000000000000000000000000..6e153821225770181de3a62ac7df51b5a53abb5c --- /dev/null +++ b/lr1.75e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c1c83422876273c55c3e810a2ef15ddbcfb11b668763e2ecfc6d0c180333fc46 +size 38587970 diff --git a/lr1.75e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_04999.pt 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