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(lr=2.0000e-04) (hash(x)=21476847) +978 train 7.326478 (lr=2.0000e-04) (hash(x)=21366504) +979 train 7.383550 (lr=2.0000e-04) (hash(x)=23226697) +980 train 7.211707 (lr=2.0000e-04) (hash(x)=19961773) +981 train 7.063381 (lr=2.0000e-04) (hash(x)=19772969) +982 train 7.368844 (lr=2.0000e-04) (hash(x)=23110142) +983 train 7.662849 (lr=2.0000e-04) (hash(x)=24506028) +984 train 7.600835 (lr=2.0000e-04) (hash(x)=25480731) +985 train 7.431976 (lr=2.0000e-04) (hash(x)=21077417) +986 train 7.434782 (lr=2.0000e-04) (hash(x)=23686713) +987 train 7.505937 (lr=2.0000e-04) (hash(x)=26024321) +988 train 7.584474 (lr=2.0000e-04) (hash(x)=27424109) +989 train 7.705257 (lr=2.0000e-04) (hash(x)=27786174) +990 train 7.497658 (lr=2.0000e-04) (hash(x)=25232502) +991 train 7.494795 (lr=2.0000e-04) (hash(x)=22781277) +992 train 7.542174 (lr=2.0000e-04) (hash(x)=26184527) +993 train 7.556218 (lr=2.0000e-04) (hash(x)=24459895) +994 train 7.497640 (lr=2.0000e-04) (hash(x)=25244624) +995 train 7.620801 (lr=2.0000e-04) (hash(x)=24451843) +996 train 7.592301 (lr=2.0000e-04) (hash(x)=22129897) +997 train 7.409024 (lr=2.0000e-04) (hash(x)=21116390) +998 train 7.260171 (lr=2.0000e-04) (hash(x)=20650070) +999 train 7.632732 (lr=2.0000e-04) (hash(x)=24948650) +1000 val loss 7.4871 +1000 val perplexity 1784.7947 +1000 train 7.486530 (lr=2.0000e-04) (hash(x)=25444553) +1001 train 7.480123 (lr=2.0000e-04) (hash(x)=25617781) +1002 train 7.350540 (lr=2.0000e-04) (hash(x)=23862434) +1003 train 7.380545 (lr=2.0000e-04) (hash(x)=25559534) +1004 train 7.600037 (lr=2.0000e-04) (hash(x)=26577585) +1005 train 7.421907 (lr=2.0000e-04) (hash(x)=25546274) +1006 train 7.518805 (lr=2.0000e-04) (hash(x)=26284202) +1007 train 7.527200 (lr=2.0000e-04) (hash(x)=26373991) +1008 train 7.397244 (lr=2.0000e-04) (hash(x)=24612851) +1009 train 7.495171 (lr=2.0000e-04) (hash(x)=26410662) +1010 train 7.543308 (lr=2.0000e-04) (hash(x)=23824841) +1011 train 7.841321 (lr=2.0000e-04) (hash(x)=27756673) +1012 train 7.594376 (lr=2.0000e-04) (hash(x)=25427447) +1013 train 7.594621 (lr=2.0000e-04) (hash(x)=23661686) +1014 train 7.512315 (lr=2.0000e-04) (hash(x)=25129504) +1015 train 7.457329 (lr=2.0000e-04) (hash(x)=23402396) +1016 train 7.678836 (lr=2.0000e-04) (hash(x)=26145557) +1017 train 7.439479 (lr=2.0000e-04) (hash(x)=26547918) +1018 train 7.540527 (lr=2.0000e-04) (hash(x)=26653070) +1019 train 7.531971 (lr=2.0000e-04) (hash(x)=28250354) +1020 train 7.540090 (lr=2.0000e-04) (hash(x)=25437401) +1021 train 7.582363 (lr=2.0000e-04) (hash(x)=25598861) +1022 train 7.375576 (lr=2.0000e-04) (hash(x)=24572587) +1023 train 7.504537 (lr=2.0000e-04) (hash(x)=21562133) +1024 train 7.899944 (lr=2.0000e-04) (hash(x)=27718876) +1025 train 7.452623 (lr=2.0000e-04) (hash(x)=25312391) +1026 train 7.559925 (lr=2.0000e-04) (hash(x)=26579535) +1027 train 7.766567 (lr=2.0000e-04) (hash(x)=27253861) +1028 train 7.650632 (lr=2.0000e-04) (hash(x)=28451867) +1029 train 7.383675 (lr=2.0000e-04) (hash(x)=26795921) +1030 train 7.528716 (lr=2.0000e-04) (hash(x)=26147208) +1031 train 7.550140 (lr=2.0000e-04) (hash(x)=25009210) +1032 train 7.493098 (lr=2.0000e-04) (hash(x)=25213771) +1033 train 7.382619 (lr=2.0000e-04) (hash(x)=26254538) +1034 train 7.417844 (lr=2.0000e-04) (hash(x)=25565614) +1035 train 7.245621 (lr=2.0000e-04) (hash(x)=23052577) +1036 train 8.022574 (lr=2.0000e-04) (hash(x)=29630613) +1037 train 7.329124 (lr=2.0000e-04) (hash(x)=23667224) +1038 train 7.423429 (lr=2.0000e-04) (hash(x)=25740670) +1039 train 7.527299 (lr=2.0000e-04) (hash(x)=27161811) +1040 train 7.665884 (lr=2.0000e-04) (hash(x)=26385663) +1041 train 7.346222 (lr=2.0000e-04) (hash(x)=26313522) +1042 train 7.487931 (lr=2.0000e-04) (hash(x)=26814686) +1043 train 7.586553 (lr=2.0000e-04) (hash(x)=27302459) +1044 train 7.886224 (lr=2.0000e-04) (hash(x)=26758132) +1045 train 7.485968 (lr=2.0000e-04) (hash(x)=26837963) +1046 train 7.279148 (lr=2.0000e-04) (hash(x)=22089547) +1047 train 7.790103 (lr=2.0000e-04) (hash(x)=29515100) +1048 train 7.469446 (lr=2.0000e-04) (hash(x)=25471442) +1049 train 7.477762 (lr=2.0000e-04) (hash(x)=26674478) +1050 val loss 7.4715 +1050 val perplexity 1757.3032 +1050 train 7.424245 (lr=2.0000e-04) (hash(x)=25373386) +1051 train 7.467317 (lr=2.0000e-04) (hash(x)=25318001) +1052 train 7.605390 (lr=2.0000e-04) (hash(x)=27255021) +1053 train 7.545221 (lr=2.0000e-04) (hash(x)=25174043) +1054 train 7.285631 (lr=2.0000e-04) (hash(x)=23857597) +1055 train 7.528131 (lr=2.0000e-04) (hash(x)=25305929) +1056 train 7.582303 (lr=2.0000e-04) (hash(x)=27009246) +1057 train 7.678975 (lr=2.0000e-04) (hash(x)=26175477) +1058 train 7.387607 (lr=2.0000e-04) (hash(x)=22700025) +1059 train 7.448424 (lr=2.0000e-04) (hash(x)=24339043) +1060 train 7.303555 (lr=2.0000e-04) (hash(x)=22139900) +1061 train 8.083763 (lr=2.0000e-04) (hash(x)=25412772) +1062 train 7.504272 (lr=2.0000e-04) (hash(x)=27020849) +1063 train 7.398862 (lr=2.0000e-04) (hash(x)=26808543) +1064 train 7.238274 (lr=2.0000e-04) (hash(x)=23061527) +1065 train 7.429368 (lr=2.0000e-04) (hash(x)=24738650) +1066 train 7.291989 (lr=2.0000e-04) (hash(x)=24036715) +1067 train 7.333051 (lr=2.0000e-04) (hash(x)=25763991) +1068 train 7.590431 (lr=2.0000e-04) (hash(x)=27393753) +1069 train 7.720305 (lr=2.0000e-04) (hash(x)=28182190) +1070 train 7.385807 (lr=2.0000e-04) (hash(x)=23358569) +1071 train 7.552588 (lr=2.0000e-04) (hash(x)=25669509) +1072 train 7.663278 (lr=2.0000e-04) (hash(x)=29139024) +1073 train 7.544601 (lr=2.0000e-04) (hash(x)=25616522) +1074 train 7.477611 (lr=2.0000e-04) (hash(x)=25695789) +1075 train 7.650261 (lr=2.0000e-04) (hash(x)=27676869) +1076 train 7.473296 (lr=2.0000e-04) (hash(x)=25952695) +1077 train 7.482236 (lr=2.0000e-04) (hash(x)=26316170) +1078 train 7.417165 (lr=2.0000e-04) (hash(x)=24081867) +1079 train 7.627642 (lr=2.0000e-04) (hash(x)=28435805) +1080 train 7.487461 (lr=2.0000e-04) (hash(x)=23375063) +1081 train 7.503498 (lr=2.0000e-04) (hash(x)=26869022) +1082 train 7.382527 (lr=2.0000e-04) (hash(x)=25793007) +1083 train 7.403288 (lr=2.0000e-04) (hash(x)=23455211) +1084 train 7.358467 (lr=2.0000e-04) (hash(x)=20441501) +1085 train 7.724415 (lr=2.0000e-04) (hash(x)=29321187) +1086 train 7.898650 (lr=2.0000e-04) (hash(x)=32627505) +1087 train 7.411766 (lr=2.0000e-04) (hash(x)=26482758) +1088 train 7.246381 (lr=2.0000e-04) (hash(x)=21431511) +1089 train 7.515495 (lr=2.0000e-04) (hash(x)=26046639) +1090 train 7.582485 (lr=2.0000e-04) (hash(x)=27464841) +1091 train 7.431232 (lr=2.0000e-04) (hash(x)=27068280) +1092 train 7.325673 (lr=2.0000e-04) (hash(x)=23119133) +1093 train 7.512172 (lr=2.0000e-04) (hash(x)=26782091) +1094 train 7.531426 (lr=2.0000e-04) (hash(x)=26265326) +1095 train 7.543519 (lr=2.0000e-04) (hash(x)=24929929) +1096 train 7.410330 (lr=2.0000e-04) (hash(x)=23158628) +1097 train 7.505196 (lr=2.0000e-04) (hash(x)=25950541) +1098 train 7.326537 (lr=2.0000e-04) (hash(x)=22093912) +1099 train 7.440331 (lr=2.0000e-04) (hash(x)=25373676) +1100 val loss 7.4525 +1100 val perplexity 1724.1589 +1100 train 7.189216 (lr=2.0000e-04) (hash(x)=18986670) +1101 train 7.635062 (lr=2.0000e-04) (hash(x)=27283187) +1102 train 7.419786 (lr=2.0000e-04) (hash(x)=25474743) +1103 train 7.353853 (lr=2.0000e-04) (hash(x)=25043037) +1104 train 7.267278 (lr=2.0000e-04) (hash(x)=23156261) +1105 train 7.715029 (lr=2.0000e-04) (hash(x)=27027534) +1106 train 7.301790 (lr=2.0000e-04) (hash(x)=22733630) +1107 train 7.585537 (lr=2.0000e-04) (hash(x)=27906976) +1108 train 7.516716 (lr=2.0000e-04) (hash(x)=27848655) +1109 train 7.463985 (lr=2.0000e-04) (hash(x)=23889709) +1110 train 8.531270 (lr=2.0000e-04) (hash(x)=33189918) +1111 train 8.056633 (lr=2.0000e-04) (hash(x)=29151257) +1112 train 7.746666 (lr=2.0000e-04) (hash(x)=23881512) +1113 train 7.404499 (lr=2.0000e-04) (hash(x)=21307974) +1114 train 7.415065 (lr=2.0000e-04) (hash(x)=25264524) +1115 train 7.567952 (lr=2.0000e-04) (hash(x)=26405613) +1116 train 7.290219 (lr=2.0000e-04) (hash(x)=21918678) +1117 train 7.309196 (lr=2.0000e-04) (hash(x)=24233887) +1118 train 6.936098 (lr=2.0000e-04) (hash(x)=19490509) +1119 train 7.549040 (lr=2.0000e-04) (hash(x)=26400365) +1120 train 7.812865 (lr=2.0000e-04) (hash(x)=28572086) +1121 train 7.239055 (lr=2.0000e-04) (hash(x)=22293114) +1122 train 7.369023 (lr=2.0000e-04) (hash(x)=26845479) +1123 train 7.261096 (lr=2.0000e-04) (hash(x)=23971905) +1124 train 7.476407 (lr=2.0000e-04) (hash(x)=25639959) +1125 train 7.088251 (lr=2.0000e-04) (hash(x)=20076502) +1126 train 7.498437 (lr=2.0000e-04) (hash(x)=25089255) +1127 train 7.377132 (lr=2.0000e-04) (hash(x)=24098812) +1128 train 7.400743 (lr=2.0000e-04) (hash(x)=23493707) +1129 train 7.624963 (lr=2.0000e-04) (hash(x)=27610410) +1130 train 7.370258 (lr=2.0000e-04) (hash(x)=24540186) +1131 train 7.690250 (lr=2.0000e-04) (hash(x)=29402976) +1132 train 7.256462 (lr=2.0000e-04) (hash(x)=23776025) +1133 train 7.055411 (lr=2.0000e-04) (hash(x)=19032564) +1134 train 7.608910 (lr=2.0000e-04) (hash(x)=26921117) +1135 train 7.224697 (lr=2.0000e-04) (hash(x)=20967666) +1136 train 7.255629 (lr=2.0000e-04) (hash(x)=23394540) +1137 train 7.307289 (lr=2.0000e-04) (hash(x)=22666342) +1138 train 7.476825 (lr=2.0000e-04) (hash(x)=23482498) +1139 train 7.504036 (lr=2.0000e-04) (hash(x)=24287610) +1140 train 7.545640 (lr=2.0000e-04) (hash(x)=24512831) +1141 train 7.778781 (lr=2.0000e-04) (hash(x)=28637634) +1142 train 8.017550 (lr=2.0000e-04) (hash(x)=24107127) +1143 train 7.654525 (lr=2.0000e-04) (hash(x)=28667963) +1144 train 7.568448 (lr=2.0000e-04) (hash(x)=26302492) +1145 train 7.564740 (lr=2.0000e-04) (hash(x)=23621685) +1146 train 7.328861 (lr=2.0000e-04) (hash(x)=23997414) +1147 train 7.395463 (lr=2.0000e-04) (hash(x)=25974316) +1148 train 7.400223 (lr=2.0000e-04) (hash(x)=23464988) +1149 train 7.460831 (lr=2.0000e-04) (hash(x)=24487710) +1150 val loss 7.4353 +1150 val perplexity 1694.8369 +1150 train 7.702573 (lr=2.0000e-04) (hash(x)=29610350) +1151 train 7.780858 (lr=2.0000e-04) (hash(x)=27083417) +1152 train 7.133098 (lr=2.0000e-04) (hash(x)=20666288) +1153 train 7.241273 (lr=2.0000e-04) (hash(x)=22850633) +1154 train 7.408270 (lr=2.0000e-04) (hash(x)=24741872) +1155 train 7.796651 (lr=2.0000e-04) (hash(x)=28605205) +1156 train 7.294122 (lr=2.0000e-04) (hash(x)=22624463) +1157 train 7.541141 (lr=2.0000e-04) (hash(x)=24786468) +1158 train 7.280006 (lr=2.0000e-04) (hash(x)=21365399) +1159 train 7.482582 (lr=2.0000e-04) (hash(x)=23649001) +1160 train 7.552812 (lr=2.0000e-04) (hash(x)=28203982) +1161 train 7.438153 (lr=2.0000e-04) (hash(x)=26473994) +1162 train 7.116158 (lr=2.0000e-04) (hash(x)=19476441) +1163 train 7.385314 (lr=2.0000e-04) (hash(x)=25921700) +1164 train 7.195011 (lr=2.0000e-04) (hash(x)=23064343) +1165 train 7.376415 (lr=2.0000e-04) (hash(x)=24117626) +1166 train 7.334156 (lr=2.0000e-04) (hash(x)=21764556) +1167 train 8.157001 (lr=2.0000e-04) (hash(x)=31338300) +1168 train 7.614307 (lr=2.0000e-04) (hash(x)=27443187) +1169 train 7.065564 (lr=2.0000e-04) (hash(x)=21337692) +1170 train 7.559280 (lr=2.0000e-04) (hash(x)=27845383) +1171 train 7.364423 (lr=2.0000e-04) (hash(x)=23862328) +1172 train 7.569183 (lr=2.0000e-04) (hash(x)=23811014) +1173 train 7.537103 (lr=2.0000e-04) (hash(x)=24380098) +1174 train 7.255869 (lr=2.0000e-04) (hash(x)=22351136) +1175 train 7.446294 (lr=2.0000e-04) (hash(x)=30603174) +1176 train 7.493292 (lr=2.0000e-04) (hash(x)=27924596) +1177 train 7.903070 (lr=2.0000e-04) (hash(x)=30882548) +1178 train 7.345714 (lr=2.0000e-04) (hash(x)=22339464) +1179 train 7.139786 (lr=2.0000e-04) (hash(x)=23603806) +1180 train 7.548331 (lr=2.0000e-04) (hash(x)=24809041) +1181 train 7.338106 (lr=2.0000e-04) (hash(x)=24382442) +1182 train 7.332311 (lr=2.0000e-04) (hash(x)=23134077) +1183 train 7.372354 (lr=2.0000e-04) (hash(x)=24830965) +1184 train 7.469116 (lr=2.0000e-04) (hash(x)=25527259) +1185 train 7.473988 (lr=2.0000e-04) (hash(x)=25547480) +1186 train 7.351260 (lr=2.0000e-04) (hash(x)=24424314) +1187 train 7.695424 (lr=2.0000e-04) (hash(x)=32488729) +1188 train 7.625874 (lr=2.0000e-04) (hash(x)=31168462) +1189 train 7.889955 (lr=2.0000e-04) (hash(x)=31331643) +1190 train 7.573982 (lr=2.0000e-04) (hash(x)=28746633) +1191 train 7.523770 (lr=2.0000e-04) (hash(x)=27269893) +1192 train 7.343688 (lr=2.0000e-04) (hash(x)=23484031) +1193 train 7.329828 (lr=2.0000e-04) (hash(x)=23278725) +1194 train 7.444670 (lr=2.0000e-04) (hash(x)=25440745) +1195 train 7.516557 (lr=2.0000e-04) (hash(x)=25215077) +1196 train 7.582063 (lr=2.0000e-04) (hash(x)=28309266) +1197 train 7.315633 (lr=2.0000e-04) (hash(x)=22442404) +1198 train 7.326134 (lr=2.0000e-04) (hash(x)=20775262) +1199 train 7.448500 (lr=2.0000e-04) (hash(x)=24825041) +1200 val loss 7.4834 +1200 val perplexity 1778.1951 +1200 train 7.624454 (lr=2.0000e-04) (hash(x)=29016896) +1201 train 7.542053 (lr=2.0000e-04) (hash(x)=25590276) +1202 train 7.418746 (lr=2.0000e-04) (hash(x)=22816384) +1203 train 7.505455 (lr=2.0000e-04) (hash(x)=25893804) +1204 train 7.407360 (lr=2.0000e-04) (hash(x)=23983816) +1205 train 7.296893 (lr=2.0000e-04) (hash(x)=22222468) +1206 train 7.359946 (lr=2.0000e-04) (hash(x)=23039141) +1207 train 7.334988 (lr=2.0000e-04) (hash(x)=22724871) +1208 train 7.385652 (lr=2.0000e-04) (hash(x)=25253062) +1209 train 7.322921 (lr=2.0000e-04) (hash(x)=25140744) +1210 train 7.410119 (lr=2.0000e-04) (hash(x)=24717218) +1211 train 7.510475 (lr=2.0000e-04) (hash(x)=27317554) +1212 train 7.177692 (lr=2.0000e-04) (hash(x)=22013236) +1213 train 7.705977 (lr=2.0000e-04) (hash(x)=26692343) +1214 train 7.245017 (lr=2.0000e-04) (hash(x)=19859225) +1215 train 7.185625 (lr=2.0000e-04) (hash(x)=24683717) +1216 train 7.253728 (lr=2.0000e-04) (hash(x)=21932013) +1217 train 7.469201 (lr=2.0000e-04) (hash(x)=26849303) +1218 train 7.569286 (lr=2.0000e-04) (hash(x)=26458000) +1219 train 7.347342 (lr=2.0000e-04) (hash(x)=21584083) +1220 train 7.710414 (lr=2.0000e-04) (hash(x)=23598625) +1221 train 7.387282 (lr=2.0000e-04) (hash(x)=26059939) +1222 train 7.662590 (lr=2.0000e-04) (hash(x)=25481982) +1223 train 7.538353 (lr=2.0000e-04) (hash(x)=26190337) +1224 train 7.679615 (lr=2.0000e-04) (hash(x)=28767755) +1225 train 7.324811 (lr=2.0000e-04) (hash(x)=23663918) +1226 train 7.424997 (lr=2.0000e-04) (hash(x)=21293227) +1227 train 7.462654 (lr=2.0000e-04) (hash(x)=22249019) +1228 train 7.585649 (lr=2.0000e-04) (hash(x)=26886529) +1229 train 7.393596 (lr=2.0000e-04) (hash(x)=25779849) +1230 train 7.510835 (lr=2.0000e-04) (hash(x)=26228964) +1231 train 7.440923 (lr=2.0000e-04) (hash(x)=23086289) +1232 train 7.582550 (lr=2.0000e-04) (hash(x)=23198922) +1233 train 7.595470 (lr=2.0000e-04) (hash(x)=27523941) +1234 train 7.382811 (lr=2.0000e-04) (hash(x)=24293992) +1235 train 8.138132 (lr=2.0000e-04) (hash(x)=28047044) +1236 train 7.606162 (lr=2.0000e-04) (hash(x)=23688671) +1237 train 7.505127 (lr=2.0000e-04) (hash(x)=25125498) +1238 train 7.435701 (lr=2.0000e-04) (hash(x)=21977292) +1239 train 7.496030 (lr=2.0000e-04) (hash(x)=23593875) +1240 train 7.442354 (lr=2.0000e-04) (hash(x)=22659030) +1241 train 7.522354 (lr=2.0000e-04) (hash(x)=25117733) +1242 train 7.531654 (lr=2.0000e-04) (hash(x)=22322808) +1243 train 7.521599 (lr=2.0000e-04) (hash(x)=26059735) +1244 train 7.492695 (lr=2.0000e-04) (hash(x)=22485526) +1245 train 7.413598 (lr=2.0000e-04) (hash(x)=23028679) +1246 train 7.372449 (lr=2.0000e-04) (hash(x)=22906035) +1247 train 7.339641 (lr=2.0000e-04) (hash(x)=22414190) +1248 train 7.576519 (lr=2.0000e-04) (hash(x)=26229624) +1249 train 7.379608 (lr=2.0000e-04) (hash(x)=22223137) +1250 val loss 7.4987 +1250 val perplexity 1805.6154 +1250 train 7.608139 (lr=2.0000e-04) (hash(x)=24911520) +1251 train 7.736516 (lr=2.0000e-04) (hash(x)=24204591) +1252 train 7.375081 (lr=2.0000e-04) (hash(x)=24379601) +1253 train 7.324754 (lr=2.0000e-04) (hash(x)=22922475) +1254 train 7.399284 (lr=2.0000e-04) (hash(x)=23426249) +1255 train 7.693831 (lr=2.0000e-04) (hash(x)=26758114) +1256 train 7.352989 (lr=2.0000e-04) (hash(x)=24027111) +1257 train 7.515613 (lr=2.0000e-04) (hash(x)=25358064) +1258 train 7.382823 (lr=2.0000e-04) (hash(x)=22571285) +1259 train 7.730617 (lr=2.0000e-04) (hash(x)=20084233) +1260 train 7.562712 (lr=2.0000e-04) (hash(x)=18786581) +1261 train 7.517167 (lr=2.0000e-04) (hash(x)=26395104) +1262 train 7.408174 (lr=2.0000e-04) (hash(x)=24212567) +1263 train 7.249863 (lr=2.0000e-04) (hash(x)=21563184) +1264 train 7.555048 (lr=2.0000e-04) (hash(x)=26490150) +1265 train 7.590155 (lr=2.0000e-04) (hash(x)=25207694) +1266 train 7.436324 (lr=2.0000e-04) (hash(x)=23914544) +1267 train 7.417361 (lr=2.0000e-04) (hash(x)=23861489) +1268 train 7.871115 (lr=2.0000e-04) (hash(x)=30714540) +1269 train 7.423498 (lr=2.0000e-04) (hash(x)=23471007) +1270 train 7.403291 (lr=2.0000e-04) (hash(x)=23244293) +1271 train 7.358028 (lr=2.0000e-04) (hash(x)=19218470) +1272 train 7.626291 (lr=2.0000e-04) (hash(x)=26965136) +1273 train 7.399837 (lr=2.0000e-04) 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(lr=2.0000e-04) (hash(x)=26302626) +1292 train 7.676869 (lr=2.0000e-04) (hash(x)=25479111) +1293 train 7.857831 (lr=2.0000e-04) (hash(x)=24749682) +1294 train 7.540157 (lr=2.0000e-04) (hash(x)=24111393) +1295 train 7.318936 (lr=2.0000e-04) (hash(x)=17851621) +1296 train 7.522383 (lr=2.0000e-04) (hash(x)=26463070) +1297 train 7.505646 (lr=2.0000e-04) (hash(x)=25620741) +1298 train 8.039561 (lr=2.0000e-04) (hash(x)=28225676) +1299 train 7.859847 (lr=2.0000e-04) (hash(x)=27028191) +1300 val loss 7.4777 +1300 val perplexity 1768.2430 +1300 train 7.536485 (lr=2.0000e-04) (hash(x)=29006516) +1301 train 7.649445 (lr=2.0000e-04) (hash(x)=27590299) +1302 train 7.772310 (lr=2.0000e-04) (hash(x)=28678983) +1303 train 7.658417 (lr=2.0000e-04) (hash(x)=25183690) +1304 train 7.188152 (lr=2.0000e-04) (hash(x)=19918097) +1305 train 7.942801 (lr=2.0000e-04) (hash(x)=31114252) +1306 train 7.883632 (lr=2.0000e-04) (hash(x)=30913255) +1307 train 7.518354 (lr=2.0000e-04) (hash(x)=26182243) +1308 train 7.732662 (lr=2.0000e-04) (hash(x)=27420668) +1309 train 7.961051 (lr=2.0000e-04) (hash(x)=30419908) +1310 train 7.841026 (lr=2.0000e-04) (hash(x)=29002281) +1311 train 7.557324 (lr=2.0000e-04) (hash(x)=27040642) +1312 train 7.449440 (lr=2.0000e-04) (hash(x)=26929300) +1313 train 7.530196 (lr=2.0000e-04) (hash(x)=26240761) +1314 train 7.555959 (lr=2.0000e-04) (hash(x)=27161876) +1315 train 7.434490 (lr=2.0000e-04) (hash(x)=24489607) +1316 train 7.791996 (lr=2.0000e-04) (hash(x)=27040115) +1317 train 7.457932 (lr=2.0000e-04) (hash(x)=25012872) +1318 train 7.111858 (lr=2.0000e-04) (hash(x)=20894720) +1319 train 7.268848 (lr=2.0000e-04) (hash(x)=22183303) +1320 train 7.451347 (lr=2.0000e-04) (hash(x)=26291778) +1321 train 7.588958 (lr=2.0000e-04) (hash(x)=27682633) +1322 train 7.381163 (lr=2.0000e-04) (hash(x)=26490892) +1323 train 7.770712 (lr=2.0000e-04) (hash(x)=28844646) +1324 train 8.078788 (lr=2.0000e-04) (hash(x)=29545304) +1325 train 8.247984 (lr=2.0000e-04) (hash(x)=31082070) 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(hash(x)=25951629) +1344 train 7.775559 (lr=2.0000e-04) (hash(x)=28743135) +1345 train 7.942698 (lr=2.0000e-04) (hash(x)=28557663) +1346 train 7.314740 (lr=2.0000e-04) (hash(x)=22642751) +1347 train 7.237403 (lr=2.0000e-04) (hash(x)=23462798) +1348 train 7.127502 (lr=2.0000e-04) (hash(x)=24292328) +1349 train 7.471887 (lr=2.0000e-04) (hash(x)=27320280) +1350 val loss 7.4752 +1350 val perplexity 1763.8279 +1350 train 7.646048 (lr=2.0000e-04) (hash(x)=27352812) +1351 train 7.493660 (lr=2.0000e-04) (hash(x)=22408682) +1352 train 7.419832 (lr=2.0000e-04) (hash(x)=23144732) +1353 train 7.318757 (lr=2.0000e-04) (hash(x)=22230799) +1354 train 7.678810 (lr=2.0000e-04) (hash(x)=29747687) +1355 train 7.862093 (lr=2.0000e-04) (hash(x)=31317970) +1356 train 7.204640 (lr=2.0000e-04) (hash(x)=20131758) +1357 train 7.501198 (lr=2.0000e-04) (hash(x)=24020983) +1358 train 7.346643 (lr=2.0000e-04) (hash(x)=23998051) +1359 train 7.446102 (lr=2.0000e-04) (hash(x)=27633457) +1360 train 7.149377 (lr=2.0000e-04) (hash(x)=20155247) +1361 train 7.427484 (lr=2.0000e-04) (hash(x)=23766987) +1362 train 7.297700 (lr=2.0000e-04) (hash(x)=25960383) +1363 train 7.597486 (lr=2.0000e-04) (hash(x)=23729283) +1364 train 7.701376 (lr=2.0000e-04) (hash(x)=27775445) +1365 train 7.567033 (lr=2.0000e-04) (hash(x)=25975834) +1366 train 7.399053 (lr=2.0000e-04) (hash(x)=22765259) +1367 train 7.619751 (lr=2.0000e-04) (hash(x)=27635080) +1368 train 7.392246 (lr=2.0000e-04) (hash(x)=23848542) +1369 train 7.519766 (lr=2.0000e-04) (hash(x)=27181156) +1370 train 7.657758 (lr=2.0000e-04) (hash(x)=28321340) +1371 train 7.418224 (lr=2.0000e-04) (hash(x)=25918780) +1372 train 7.428957 (lr=2.0000e-04) (hash(x)=23338297) +1373 train 7.606110 (lr=2.0000e-04) (hash(x)=22370417) +1374 train 7.503765 (lr=2.0000e-04) (hash(x)=24272668) +1375 train 7.187815 (lr=2.0000e-04) (hash(x)=22287596) +1376 train 7.340569 (lr=2.0000e-04) (hash(x)=25257403) +1377 train 7.305066 (lr=2.0000e-04) (hash(x)=21584419) +1378 train 7.474236 (lr=2.0000e-04) (hash(x)=25318823) +1379 train 7.284367 (lr=2.0000e-04) (hash(x)=22694623) +1380 train 7.458067 (lr=2.0000e-04) (hash(x)=23743406) +1381 train 7.668395 (lr=2.0000e-04) (hash(x)=30820846) +1382 train 8.164579 (lr=2.0000e-04) (hash(x)=34639557) +1383 train 8.022556 (lr=2.0000e-04) (hash(x)=35895440) +1384 train 7.485132 (lr=2.0000e-04) (hash(x)=26304839) +1385 train 7.605091 (lr=2.0000e-04) (hash(x)=27058657) +1386 train 7.494146 (lr=2.0000e-04) (hash(x)=25209529) +1387 train 7.449436 (lr=2.0000e-04) (hash(x)=24298886) +1388 train 7.563040 (lr=2.0000e-04) (hash(x)=26200200) +1389 train 7.470932 (lr=2.0000e-04) (hash(x)=27303061) +1390 train 7.569391 (lr=2.0000e-04) (hash(x)=26531628) +1391 train 7.566030 (lr=2.0000e-04) (hash(x)=25888847) +1392 train 7.681847 (lr=2.0000e-04) (hash(x)=28924067) +1393 train 7.209995 (lr=2.0000e-04) (hash(x)=21267641) +1394 train 7.678760 (lr=2.0000e-04) (hash(x)=29419156) +1395 train 7.928540 (lr=2.0000e-04) (hash(x)=30860646) +1396 train 7.472604 (lr=2.0000e-04) (hash(x)=25744434) +1397 train 7.455314 (lr=2.0000e-04) (hash(x)=26881837) +1398 train 7.418198 (lr=2.0000e-04) (hash(x)=26676176) +1399 train 7.657228 (lr=2.0000e-04) (hash(x)=26518800) +1400 val loss 7.4360 +1400 val perplexity 1695.8831 +1400 train 7.392909 (lr=2.0000e-04) (hash(x)=25043238) +1401 train 7.682201 (lr=2.0000e-04) (hash(x)=25863277) +1402 train 7.307262 (lr=2.0000e-04) (hash(x)=24073623) +1403 train 7.349136 (lr=2.0000e-04) (hash(x)=25385523) +1404 train 7.408408 (lr=2.0000e-04) (hash(x)=24958112) +1405 train 7.308711 (lr=2.0000e-04) (hash(x)=23362519) +1406 train 7.615625 (lr=2.0000e-04) (hash(x)=29262616) +1407 train 8.003450 (lr=2.0000e-04) (hash(x)=37519283) +1408 train 8.212314 (lr=2.0000e-04) (hash(x)=33716930) +1409 train 7.443111 (lr=2.0000e-04) (hash(x)=23392584) +1410 train 7.862088 (lr=2.0000e-04) (hash(x)=22877779) +1411 train 8.181785 (lr=2.0000e-04) (hash(x)=20564397) +1412 train 7.712013 (lr=2.0000e-04) (hash(x)=24366235) +1413 train 7.610537 (lr=2.0000e-04) (hash(x)=27065499) +1414 train 7.465854 (lr=2.0000e-04) (hash(x)=26844114) +1415 train 7.578670 (lr=2.0000e-04) (hash(x)=25141945) +1416 train 7.733281 (lr=2.0000e-04) (hash(x)=28813116) +1417 train 7.526516 (lr=2.0000e-04) (hash(x)=25466598) +1418 train 7.409805 (lr=2.0000e-04) (hash(x)=22800032) +1419 train 7.452391 (lr=2.0000e-04) (hash(x)=22717866) +1420 train 7.934622 (lr=2.0000e-04) (hash(x)=28040763) +1421 train 8.037396 (lr=2.0000e-04) (hash(x)=29648992) +1422 train 8.015861 (lr=2.0000e-04) (hash(x)=31747228) +1423 train 7.477325 (lr=2.0000e-04) (hash(x)=28527939) +1424 train 7.419315 (lr=2.0000e-04) (hash(x)=21563992) +1425 train 7.346921 (lr=2.0000e-04) (hash(x)=25134784) +1426 train 7.604293 (lr=2.0000e-04) (hash(x)=28442823) +1427 train 8.110201 (lr=2.0000e-04) (hash(x)=32757059) +1428 train 7.311945 (lr=2.0000e-04) (hash(x)=24110500) +1429 train 7.416622 (lr=2.0000e-04) (hash(x)=24145729) +1430 train 7.456689 (lr=2.0000e-04) (hash(x)=23541086) +1431 train 7.300753 (lr=2.0000e-04) (hash(x)=21942471) +1432 train 7.433730 (lr=2.0000e-04) (hash(x)=24736836) +1433 train 7.538256 (lr=2.0000e-04) (hash(x)=25325444) +1434 train 7.546163 (lr=2.0000e-04) (hash(x)=25188954) +1435 train 8.038910 (lr=2.0000e-04) (hash(x)=24247339) +1436 train 7.571926 (lr=2.0000e-04) (hash(x)=23773363) +1437 train 7.319420 (lr=2.0000e-04) (hash(x)=24142989) +1438 train 7.346931 (lr=2.0000e-04) (hash(x)=24226952) +1439 train 7.477512 (lr=2.0000e-04) (hash(x)=24955630) +1440 train 7.437541 (lr=2.0000e-04) (hash(x)=24563233) +1441 train 7.535974 (lr=2.0000e-04) (hash(x)=25491335) +1442 train 7.870336 (lr=2.0000e-04) (hash(x)=33253763) +1443 train 7.349842 (lr=2.0000e-04) (hash(x)=21368780) +1444 train 7.423119 (lr=2.0000e-04) (hash(x)=26615500) +1445 train 7.612744 (lr=2.0000e-04) (hash(x)=27146278) +1446 train 7.470245 (lr=2.0000e-04) (hash(x)=25904861) +1447 train 7.309684 (lr=2.0000e-04) (hash(x)=25541230) +1448 train 7.465912 (lr=2.0000e-04) (hash(x)=25434227) +1449 train 7.437462 (lr=2.0000e-04) (hash(x)=25375355) +1450 val loss 7.4312 +1450 val perplexity 1687.8109 +1450 train 7.322402 (lr=2.0000e-04) (hash(x)=21921129) +1451 train 7.308939 (lr=2.0000e-04) (hash(x)=23098806) +1452 train 7.348190 (lr=2.0000e-04) (hash(x)=22000544) +1453 train 7.284363 (lr=2.0000e-04) (hash(x)=22061174) +1454 train 7.333635 (lr=2.0000e-04) (hash(x)=24326286) +1455 train 7.340366 (lr=2.0000e-04) (hash(x)=23501481) +1456 train 7.526536 (lr=2.0000e-04) (hash(x)=26397938) +1457 train 7.476790 (lr=2.0000e-04) (hash(x)=24656430) +1458 train 7.237649 (lr=2.0000e-04) (hash(x)=23494971) +1459 train 7.293562 (lr=2.0000e-04) (hash(x)=23802681) +1460 train 7.339608 (lr=2.0000e-04) (hash(x)=21990153) +1461 train 7.365201 (lr=2.0000e-04) (hash(x)=23496118) +1462 train 7.334494 (lr=2.0000e-04) (hash(x)=24233822) +1463 train 7.661551 (lr=2.0000e-04) (hash(x)=22754988) +1464 train 7.363326 (lr=2.0000e-04) (hash(x)=23116635) +1465 train 7.111455 (lr=2.0000e-04) (hash(x)=21461650) +1466 train 7.227647 (lr=2.0000e-04) (hash(x)=22274473) +1467 train 7.311121 (lr=2.0000e-04) (hash(x)=22183009) +1468 train 7.510551 (lr=2.0000e-04) (hash(x)=24972441) +1469 train 7.302371 (lr=2.0000e-04) (hash(x)=22300616) +1470 train 7.087281 (lr=2.0000e-04) (hash(x)=21443060) +1471 train 7.353220 (lr=2.0000e-04) (hash(x)=23475070) +1472 train 7.263355 (lr=2.0000e-04) (hash(x)=22316810) +1473 train 7.674489 (lr=2.0000e-04) (hash(x)=24508407) +1474 train 7.646315 (lr=2.0000e-04) (hash(x)=24603557) +1475 train 7.356809 (lr=2.0000e-04) (hash(x)=23359061) +1476 train 7.391299 (lr=2.0000e-04) (hash(x)=22950844) +1477 train 7.467668 (lr=2.0000e-04) (hash(x)=22588667) +1478 train 7.592601 (lr=2.0000e-04) (hash(x)=26083526) +1479 train 7.487006 (lr=2.0000e-04) (hash(x)=23609959) +1480 train 7.480404 (lr=2.0000e-04) (hash(x)=24088171) +1481 train 7.487450 (lr=2.0000e-04) (hash(x)=25394852) +1482 train 7.467093 (lr=2.0000e-04) (hash(x)=24503040) +1483 train 7.236119 (lr=2.0000e-04) (hash(x)=22408449) +1484 train 7.488397 (lr=2.0000e-04) (hash(x)=25069325) +1485 train 7.515438 (lr=2.0000e-04) (hash(x)=26947398) +1486 train 7.066818 (lr=2.0000e-04) (hash(x)=17527161) +1487 train 7.389870 (lr=2.0000e-04) (hash(x)=23441847) +1488 train 7.418784 (lr=2.0000e-04) (hash(x)=25592861) +1489 train 7.339978 (lr=2.0000e-04) (hash(x)=23101350) +1490 train 7.328832 (lr=2.0000e-04) (hash(x)=24201380) +1491 train 7.419819 (lr=2.0000e-04) (hash(x)=23676365) +1492 train 7.490872 (lr=2.0000e-04) (hash(x)=26668088) +1493 train 7.584689 (lr=2.0000e-04) (hash(x)=26488811) +1494 train 7.600922 (lr=2.0000e-04) (hash(x)=27248109) +1495 train 7.585801 (lr=2.0000e-04) (hash(x)=23096292) +1496 train 7.564285 (lr=2.0000e-04) (hash(x)=22101981) +1497 train 7.694454 (lr=2.0000e-04) (hash(x)=24512380) +1498 train 7.518553 (lr=2.0000e-04) (hash(x)=25367738) +1499 train 7.536064 (lr=2.0000e-04) (hash(x)=27706294) +1500 val loss 7.4973 +1500 val perplexity 1803.2097 +1500 train 7.622348 (lr=2.0000e-04) (hash(x)=24154026) +1501 train 7.328650 (lr=2.0000e-04) (hash(x)=21892472) +1502 train 7.428505 (lr=2.0000e-04) (hash(x)=23662543) +1503 train 7.491656 (lr=2.0000e-04) (hash(x)=26171093) +1504 train 7.507379 (lr=2.0000e-04) (hash(x)=25974292) +1505 train 7.359193 (lr=2.0000e-04) (hash(x)=23191101) +1506 train 7.580293 (lr=2.0000e-04) (hash(x)=26498861) +1507 train 8.112558 (lr=2.0000e-04) (hash(x)=34946941) +1508 train 7.687207 (lr=2.0000e-04) (hash(x)=25442719) +1509 train 7.521244 (lr=2.0000e-04) (hash(x)=25569942) +1510 train 7.252149 (lr=2.0000e-04) (hash(x)=21265828) +1511 train 7.157272 (lr=2.0000e-04) (hash(x)=20060838) +1512 train 7.338451 (lr=2.0000e-04) (hash(x)=22588251) +1513 train 7.315956 (lr=2.0000e-04) (hash(x)=24581020) +1514 train 7.298766 (lr=2.0000e-04) (hash(x)=21882493) +1515 train 7.297075 (lr=2.0000e-04) (hash(x)=21591702) +1516 train 7.272634 (lr=2.0000e-04) (hash(x)=19813285) +1517 train 7.371665 (lr=2.0000e-04) (hash(x)=21870012) +1518 train 7.446765 (lr=2.0000e-04) (hash(x)=26895498) +1519 train 7.477240 (lr=2.0000e-04) (hash(x)=25451055) +1520 train 7.528658 (lr=2.0000e-04) (hash(x)=25395865) +1521 train 6.896442 (lr=2.0000e-04) (hash(x)=18989695) +1522 train 6.813715 (lr=2.0000e-04) (hash(x)=17040678) +1523 train 6.956055 (lr=2.0000e-04) (hash(x)=18691455) +1524 train 7.109663 (lr=2.0000e-04) (hash(x)=19017167) +1525 train 7.404269 (lr=2.0000e-04) (hash(x)=22406503) +1526 train 7.527279 (lr=2.0000e-04) (hash(x)=23036138) +1527 train 7.439690 (lr=2.0000e-04) (hash(x)=24934792) +1528 train 7.410909 (lr=2.0000e-04) (hash(x)=22843127) +1529 train 7.376648 (lr=2.0000e-04) (hash(x)=24249677) +1530 train 7.259834 (lr=2.0000e-04) (hash(x)=23318555) +1531 train 7.264874 (lr=2.0000e-04) (hash(x)=23864361) +1532 train 7.185674 (lr=2.0000e-04) (hash(x)=20242060) +1533 train 7.355463 (lr=2.0000e-04) (hash(x)=21549554) +1534 train 7.215581 (lr=2.0000e-04) (hash(x)=21642024) +1535 train 7.639977 (lr=2.0000e-04) (hash(x)=25367597) +1536 train 7.802205 (lr=2.0000e-04) (hash(x)=27224144) +1537 train 7.395140 (lr=2.0000e-04) (hash(x)=24409290) +1538 train 7.405281 (lr=2.0000e-04) (hash(x)=24987180) +1539 train 7.343946 (lr=2.0000e-04) (hash(x)=27016702) +1540 train 7.553442 (lr=2.0000e-04) (hash(x)=25819636) +1541 train 7.506529 (lr=2.0000e-04) (hash(x)=25520453) +1542 train 7.279313 (lr=2.0000e-04) (hash(x)=23580496) +1543 train 7.486098 (lr=2.0000e-04) (hash(x)=25022148) +1544 train 7.548285 (lr=2.0000e-04) (hash(x)=25447327) +1545 train 7.508920 (lr=2.0000e-04) (hash(x)=25010319) +1546 train 7.431262 (lr=2.0000e-04) (hash(x)=25511777) +1547 train 7.365191 (lr=2.0000e-04) (hash(x)=24459012) +1548 train 7.419925 (lr=2.0000e-04) (hash(x)=25082785) +1549 train 7.465056 (lr=2.0000e-04) (hash(x)=26528670) +1550 val loss 7.4285 +1550 val perplexity 1683.2168 +1550 train 7.450135 (lr=2.0000e-04) (hash(x)=26684367) +1551 train 7.408910 (lr=2.0000e-04) (hash(x)=25431365) +1552 train 7.389272 (lr=2.0000e-04) (hash(x)=24802747) +1553 train 7.197605 (lr=2.0000e-04) (hash(x)=24229522) +1554 train 7.443002 (lr=2.0000e-04) (hash(x)=24757176) +1555 train 7.564449 (lr=2.0000e-04) (hash(x)=25958785) +1556 train 7.557569 (lr=2.0000e-04) (hash(x)=26810735) +1557 train 7.227119 (lr=2.0000e-04) (hash(x)=22882640) +1558 train 7.653245 (lr=2.0000e-04) (hash(x)=27220057) +1559 train 7.883250 (lr=2.0000e-04) (hash(x)=29307788) +1560 train 7.393964 (lr=2.0000e-04) (hash(x)=25214030) +1561 train 7.211874 (lr=2.0000e-04) (hash(x)=23167825) +1562 train 7.294446 (lr=2.0000e-04) (hash(x)=24658511) +1563 train 7.473135 (lr=2.0000e-04) (hash(x)=24965435) +1564 train 7.220737 (lr=2.0000e-04) (hash(x)=23620579) +1565 train 7.219945 (lr=2.0000e-04) (hash(x)=23772949) +1566 train 7.368241 (lr=2.0000e-04) (hash(x)=23807939) +1567 train 7.563848 (lr=2.0000e-04) (hash(x)=25651929) +1568 train 7.506734 (lr=2.0000e-04) (hash(x)=25549933) +1569 train 7.246037 (lr=2.0000e-04) (hash(x)=23146724) +1570 train 7.314233 (lr=2.0000e-04) (hash(x)=24099275) +1571 train 7.491002 (lr=2.0000e-04) (hash(x)=28451031) +1572 train 7.565671 (lr=2.0000e-04) (hash(x)=25488511) +1573 train 7.351149 (lr=2.0000e-04) (hash(x)=23796771) +1574 train 7.397515 (lr=2.0000e-04) (hash(x)=22642764) +1575 train 7.516400 (lr=2.0000e-04) (hash(x)=26312387) +1576 train 7.365298 (lr=2.0000e-04) (hash(x)=22486223) +1577 train 7.335700 (lr=2.0000e-04) (hash(x)=21257377) +1578 train 7.480380 (lr=2.0000e-04) (hash(x)=24328365) +1579 train 7.544605 (lr=2.0000e-04) (hash(x)=25326650) +1580 train 7.487896 (lr=2.0000e-04) (hash(x)=26484837) +1581 train 7.270297 (lr=2.0000e-04) (hash(x)=24605603) +1582 train 7.397924 (lr=2.0000e-04) (hash(x)=24668537) +1583 train 7.319054 (lr=2.0000e-04) (hash(x)=23804913) +1584 train 7.596574 (lr=2.0000e-04) (hash(x)=23615391) +1585 train 7.523811 (lr=2.0000e-04) (hash(x)=24322926) +1586 train 7.359396 (lr=2.0000e-04) (hash(x)=19753104) +1587 train 7.765926 (lr=2.0000e-04) (hash(x)=25537529) +1588 train 7.211394 (lr=2.0000e-04) (hash(x)=22835476) +1589 train 7.334126 (lr=2.0000e-04) (hash(x)=25707197) +1590 train 7.348869 (lr=2.0000e-04) (hash(x)=24191203) +1591 train 7.576750 (lr=2.0000e-04) (hash(x)=26115519) +1592 train 7.485591 (lr=2.0000e-04) (hash(x)=25781547) +1593 train 7.315552 (lr=2.0000e-04) (hash(x)=24850654) +1594 train 7.233457 (lr=2.0000e-04) (hash(x)=23300928) +1595 train 7.421826 (lr=2.0000e-04) (hash(x)=25494804) +1596 train 7.462613 (lr=2.0000e-04) (hash(x)=28169410) +1597 train 7.218816 (lr=2.0000e-04) (hash(x)=21972022) +1598 train 7.746831 (lr=2.0000e-04) (hash(x)=27687290) +1599 train 7.634476 (lr=2.0000e-04) (hash(x)=23210747) +1600 val loss 7.4122 +1600 val perplexity 1655.9915 +1600 train 7.632011 (lr=2.0000e-04) (hash(x)=20362758) +1601 train 7.444823 (lr=2.0000e-04) (hash(x)=17064773) +1602 train 7.487209 (lr=2.0000e-04) (hash(x)=17173694) +1603 train 7.534871 (lr=2.0000e-04) (hash(x)=15717069) +1604 train 7.641646 (lr=2.0000e-04) (hash(x)=15117973) +1605 train 7.456329 (lr=2.0000e-04) (hash(x)=16189636) +1606 train 7.395973 (lr=2.0000e-04) (hash(x)=16552095) +1607 train 7.272423 (lr=2.0000e-04) (hash(x)=18463712) +1608 train 7.463855 (lr=2.0000e-04) (hash(x)=17572155) +1609 train 7.428316 (lr=2.0000e-04) (hash(x)=19970072) +1610 train 7.431952 (lr=2.0000e-04) (hash(x)=20463871) +1611 train 7.474145 (lr=2.0000e-04) (hash(x)=20705573) +1612 train 7.285332 (lr=2.0000e-04) (hash(x)=24441646) +1613 train 7.441219 (lr=2.0000e-04) (hash(x)=22913147) +1614 train 7.552843 (lr=2.0000e-04) (hash(x)=23081598) +1615 train 7.335203 (lr=2.0000e-04) (hash(x)=23245699) +1616 train 7.281639 (lr=2.0000e-04) (hash(x)=23003072) +1617 train 7.560327 (lr=2.0000e-04) (hash(x)=27121904) +1618 train 7.310634 (lr=2.0000e-04) (hash(x)=25092305) +1619 train 7.351284 (lr=2.0000e-04) (hash(x)=23444521) +1620 train 7.396485 (lr=2.0000e-04) (hash(x)=22130531) +1621 train 7.184690 (lr=2.0000e-04) (hash(x)=20917937) +1622 train 7.282996 (lr=2.0000e-04) (hash(x)=22526838) +1623 train 7.391001 (lr=2.0000e-04) (hash(x)=21770300) +1624 train 8.468471 (lr=2.0000e-04) (hash(x)=22333537) +1625 train 8.512374 (lr=2.0000e-04) (hash(x)=24642519) +1626 train 7.705831 (lr=2.0000e-04) (hash(x)=25199038) +1627 train 7.457292 (lr=2.0000e-04) (hash(x)=23334569) +1628 train 7.371263 (lr=2.0000e-04) (hash(x)=23785360) +1629 train 7.039916 (lr=2.0000e-04) (hash(x)=21796200) +1630 train 7.093849 (lr=2.0000e-04) (hash(x)=22389081) +1631 train 7.374439 (lr=2.0000e-04) (hash(x)=25387532) +1632 train 6.965283 (lr=2.0000e-04) (hash(x)=17247578) +1633 train 7.276248 (lr=2.0000e-04) (hash(x)=22203733) +1634 train 7.537175 (lr=2.0000e-04) (hash(x)=24387455) +1635 train 8.036757 (lr=2.0000e-04) (hash(x)=29466743) +1636 train 7.408082 (lr=2.0000e-04) (hash(x)=25354152) +1637 train 7.459021 (lr=2.0000e-04) (hash(x)=21756102) +1638 train 7.410262 (lr=2.0000e-04) (hash(x)=23544029) +1639 train 7.554540 (lr=2.0000e-04) (hash(x)=27718703) +1640 train 7.491399 (lr=2.0000e-04) (hash(x)=25697138) +1641 train 7.359006 (lr=2.0000e-04) (hash(x)=22978681) +1642 train 7.852656 (lr=2.0000e-04) (hash(x)=29527067) +1643 train 7.065479 (lr=2.0000e-04) (hash(x)=17631973) +1644 train 7.465405 (lr=2.0000e-04) (hash(x)=24860172) +1645 train 7.774406 (lr=2.0000e-04) (hash(x)=27947891) +1646 train 7.453315 (lr=2.0000e-04) (hash(x)=23819556) +1647 train 7.553314 (lr=2.0000e-04) (hash(x)=27661052) +1648 train 7.350801 (lr=2.0000e-04) (hash(x)=23014209) +1649 train 7.251924 (lr=2.0000e-04) (hash(x)=23061452) +1650 val loss 7.4591 +1650 val perplexity 1735.6263 +1650 train 7.352060 (lr=2.0000e-04) (hash(x)=21949051) +1651 train 7.359764 (lr=2.0000e-04) (hash(x)=22244096) +1652 train 7.350061 (lr=2.0000e-04) (hash(x)=25997585) +1653 train 7.455350 (lr=2.0000e-04) (hash(x)=25389713) +1654 train 7.416027 (lr=2.0000e-04) (hash(x)=24390520) +1655 train 7.672582 (lr=2.0000e-04) (hash(x)=26538928) +1656 train 7.585824 (lr=2.0000e-04) (hash(x)=28708088) +1657 train 7.688707 (lr=2.0000e-04) (hash(x)=25685569) +1658 train 7.198959 (lr=2.0000e-04) (hash(x)=22163531) +1659 train 7.368122 (lr=2.0000e-04) (hash(x)=26256802) +1660 train 7.807968 (lr=2.0000e-04) (hash(x)=30016026) +1661 train 7.414413 (lr=2.0000e-04) (hash(x)=24412323) +1662 train 7.545219 (lr=2.0000e-04) (hash(x)=24722307) +1663 train 7.434637 (lr=2.0000e-04) (hash(x)=21772654) +1664 train 7.344171 (lr=2.0000e-04) (hash(x)=24984527) +1665 train 7.462241 (lr=2.0000e-04) (hash(x)=25456825) +1666 train 7.760913 (lr=2.0000e-04) (hash(x)=24383976) +1667 train 7.715976 (lr=2.0000e-04) (hash(x)=25026277) +1668 train 7.635289 (lr=2.0000e-04) (hash(x)=28121715) +1669 train 7.629627 (lr=2.0000e-04) (hash(x)=26855439) +1670 train 7.624535 (lr=2.0000e-04) (hash(x)=33370924) +1671 train 7.568222 (lr=2.0000e-04) (hash(x)=26263254) +1672 train 7.981751 (lr=2.0000e-04) (hash(x)=29958158) +1673 train 7.286386 (lr=2.0000e-04) (hash(x)=21917396) +1674 train 7.396671 (lr=2.0000e-04) (hash(x)=24196295) +1675 train 7.450542 (lr=2.0000e-04) (hash(x)=24726314) +1676 train 7.241950 (lr=2.0000e-04) (hash(x)=22137742) +1677 train 7.381927 (lr=2.0000e-04) (hash(x)=24375100) +1678 train 7.328241 (lr=2.0000e-04) (hash(x)=23965039) +1679 train 7.349286 (lr=2.0000e-04) (hash(x)=23552356) +1680 train 7.325231 (lr=2.0000e-04) (hash(x)=26136969) +1681 train 7.563224 (lr=2.0000e-04) (hash(x)=25343112) +1682 train 7.274016 (lr=2.0000e-04) (hash(x)=22831508) +1683 train 7.527935 (lr=2.0000e-04) (hash(x)=26699819) +1684 train 7.627425 (lr=2.0000e-04) (hash(x)=25435504) +1685 train 7.746576 (lr=2.0000e-04) (hash(x)=25218858) +1686 train 8.308118 (lr=2.0000e-04) (hash(x)=25664448) +1687 train 7.452064 (lr=2.0000e-04) (hash(x)=22707141) +1688 train 7.622682 (lr=2.0000e-04) (hash(x)=28001383) +1689 train 7.829654 (lr=2.0000e-04) (hash(x)=29168269) +1690 train 7.787231 (lr=2.0000e-04) (hash(x)=29637522) +1691 train 7.843935 (lr=2.0000e-04) (hash(x)=25676149) +1692 train 7.363542 (lr=2.0000e-04) (hash(x)=20919831) +1693 train 7.480321 (lr=2.0000e-04) (hash(x)=24324401) +1694 train 7.537724 (lr=2.0000e-04) (hash(x)=26862625) +1695 train 7.890560 (lr=2.0000e-04) (hash(x)=34234481) +1696 train 7.468426 (lr=2.0000e-04) (hash(x)=27415195) +1697 train 7.317453 (lr=2.0000e-04) (hash(x)=24511386) +1698 train 7.498945 (lr=2.0000e-04) (hash(x)=26904299) +1699 train 7.358477 (lr=2.0000e-04) (hash(x)=25401624) +1700 val loss 7.4738 +1700 val perplexity 1761.3451 +1700 train 7.410835 (lr=2.0000e-04) (hash(x)=26498489) +1701 train 7.399092 (lr=2.0000e-04) (hash(x)=22340685) +1702 train 7.512592 (lr=2.0000e-04) (hash(x)=26396757) +1703 train 8.114822 (lr=2.0000e-04) (hash(x)=35008670) +1704 train 7.828816 (lr=2.0000e-04) (hash(x)=31782020) +1705 train 7.696607 (lr=2.0000e-04) (hash(x)=29662286) +1706 train 7.852617 (lr=2.0000e-04) (hash(x)=34215782) +1707 train 7.316525 (lr=2.0000e-04) (hash(x)=25682280) +1708 train 7.616624 (lr=2.0000e-04) (hash(x)=27109048) +1709 train 7.649177 (lr=2.0000e-04) (hash(x)=27686498) +1710 train 7.411405 (lr=2.0000e-04) (hash(x)=24247565) +1711 train 7.454845 (lr=2.0000e-04) (hash(x)=25891543) +1712 train 7.543764 (lr=2.0000e-04) (hash(x)=26436778) +1713 train 7.231091 (lr=2.0000e-04) (hash(x)=22538881) +1714 train 7.242306 (lr=2.0000e-04) (hash(x)=21993512) +1715 train 7.640573 (lr=2.0000e-04) (hash(x)=25962407) +1716 train 7.452533 (lr=2.0000e-04) (hash(x)=24130284) +1717 train 7.318520 (lr=2.0000e-04) (hash(x)=24819073) +1718 train 7.219364 (lr=2.0000e-04) (hash(x)=23496648) +1719 train 7.304848 (lr=2.0000e-04) (hash(x)=21971224) +1720 train 7.164994 (lr=2.0000e-04) (hash(x)=21498081) +1721 train 7.243507 (lr=2.0000e-04) (hash(x)=20951317) +1722 train 7.700983 (lr=2.0000e-04) (hash(x)=28848134) +1723 train 7.700494 (lr=2.0000e-04) (hash(x)=30838142) +1724 train 7.689210 (lr=2.0000e-04) (hash(x)=28844392) +1725 train 7.314919 (lr=2.0000e-04) (hash(x)=23102419) +1726 train 7.408671 (lr=2.0000e-04) (hash(x)=22374479) +1727 train 7.618093 (lr=2.0000e-04) (hash(x)=27312186) +1728 train 7.925144 (lr=2.0000e-04) (hash(x)=34362559) +1729 train 7.811282 (lr=2.0000e-04) (hash(x)=30920030) +1730 train 7.225149 (lr=2.0000e-04) (hash(x)=23684126) +1731 train 7.419384 (lr=2.0000e-04) (hash(x)=23657081) +1732 train 7.613179 (lr=2.0000e-04) (hash(x)=28463299) +1733 train 7.854032 (lr=2.0000e-04) (hash(x)=35351214) +1734 train 7.500106 (lr=2.0000e-04) (hash(x)=28855662) +1735 train 7.139831 (lr=2.0000e-04) (hash(x)=22163749) +1736 train 7.157726 (lr=2.0000e-04) (hash(x)=22024585) +1737 train 7.290212 (lr=2.0000e-04) (hash(x)=24629160) +1738 train 7.382190 (lr=2.0000e-04) (hash(x)=25220941) +1739 train 7.307613 (lr=2.0000e-04) (hash(x)=24829818) +1740 train 7.615994 (lr=2.0000e-04) (hash(x)=28453898) +1741 train 7.656612 (lr=2.0000e-04) (hash(x)=25424550) +1742 train 7.350762 (lr=2.0000e-04) (hash(x)=23437814) +1743 train 7.424993 (lr=2.0000e-04) (hash(x)=25942888) +1744 train 7.418327 (lr=2.0000e-04) (hash(x)=24503801) +1745 train 7.651987 (lr=2.0000e-04) (hash(x)=26418501) +1746 train 7.555055 (lr=2.0000e-04) (hash(x)=27177691) +1747 train 7.293181 (lr=2.0000e-04) (hash(x)=23785671) +1748 train 7.664659 (lr=2.0000e-04) (hash(x)=27362772) +1749 train 7.471166 (lr=2.0000e-04) (hash(x)=25097859) +1750 val loss 7.4345 +1750 val perplexity 1693.3409 +1750 train 7.387301 (lr=2.0000e-04) (hash(x)=24662466) +1751 train 7.318897 (lr=2.0000e-04) (hash(x)=25493916) +1752 train 7.438141 (lr=2.0000e-04) (hash(x)=24655868) +1753 train 7.716566 (lr=2.0000e-04) (hash(x)=19819210) +1754 train 7.260583 (lr=2.0000e-04) (hash(x)=21377155) +1755 train 8.086207 (lr=2.0000e-04) (hash(x)=28618702) +1756 train 7.995847 (lr=2.0000e-04) (hash(x)=27324953) +1757 train 7.726896 (lr=2.0000e-04) (hash(x)=29707907) +1758 train 7.529521 (lr=2.0000e-04) (hash(x)=24485921) +1759 train 7.608983 (lr=2.0000e-04) (hash(x)=24289951) +1760 train 7.350269 (lr=2.0000e-04) (hash(x)=22496716) +1761 train 7.489301 (lr=2.0000e-04) (hash(x)=25147026) +1762 train 7.551158 (lr=2.0000e-04) (hash(x)=26851828) +1763 train 7.508212 (lr=2.0000e-04) (hash(x)=26331486) +1764 train 7.352829 (lr=2.0000e-04) (hash(x)=24383054) +1765 train 7.554808 (lr=2.0000e-04) (hash(x)=25885126) +1766 train 7.504475 (lr=2.0000e-04) (hash(x)=25848470) +1767 train 7.294933 (lr=2.0000e-04) (hash(x)=23648671) +1768 train 7.275983 (lr=2.0000e-04) (hash(x)=23168674) +1769 train 7.147245 (lr=2.0000e-04) (hash(x)=20252079) +1770 train 7.340419 (lr=2.0000e-04) (hash(x)=23914287) +1771 train 7.644950 (lr=2.0000e-04) (hash(x)=27292797) +1772 train 6.877750 (lr=2.0000e-04) (hash(x)=16175151) +1773 train 7.010060 (lr=2.0000e-04) (hash(x)=18317379) +1774 train 7.391443 (lr=2.0000e-04) (hash(x)=24464271) +1775 train 7.376287 (lr=2.0000e-04) (hash(x)=24992055) +1776 train 7.980424 (lr=2.0000e-04) (hash(x)=26032451) +1777 train 7.735541 (lr=2.0000e-04) (hash(x)=24734221) +1778 train 7.694829 (lr=2.0000e-04) (hash(x)=25413430) +1779 train 7.580751 (lr=2.0000e-04) (hash(x)=24398330) +1780 train 7.394408 (lr=2.0000e-04) (hash(x)=24568049) +1781 train 7.326923 (lr=2.0000e-04) (hash(x)=23573984) +1782 train 7.508160 (lr=2.0000e-04) (hash(x)=27338410) +1783 train 7.439733 (lr=2.0000e-04) (hash(x)=26005549) +1784 train 7.293262 (lr=2.0000e-04) (hash(x)=24332331) +1785 train 7.116344 (lr=2.0000e-04) (hash(x)=22583878) +1786 train 7.326039 (lr=2.0000e-04) (hash(x)=24599113) +1787 train 7.758981 (lr=2.0000e-04) (hash(x)=30259737) +1788 train 7.544288 (lr=2.0000e-04) (hash(x)=26504237) +1789 train 7.418361 (lr=2.0000e-04) (hash(x)=25196470) +1790 train 7.336706 (lr=2.0000e-04) (hash(x)=23607871) +1791 train 7.270078 (lr=2.0000e-04) (hash(x)=21046554) +1792 train 7.512747 (lr=2.0000e-04) (hash(x)=27285635) +1793 train 7.466194 (lr=2.0000e-04) (hash(x)=25454371) +1794 train 7.530832 (lr=2.0000e-04) (hash(x)=26486575) +1795 train 7.051147 (lr=2.0000e-04) (hash(x)=18773877) +1796 train 7.241348 (lr=2.0000e-04) (hash(x)=22506761) +1797 train 7.423998 (lr=2.0000e-04) (hash(x)=24645168) +1798 train 7.456641 (lr=2.0000e-04) (hash(x)=25046236) +1799 train 7.558507 (lr=2.0000e-04) (hash(x)=26321539) +1800 val loss 7.3924 +1800 val perplexity 1623.5791 +1800 train 7.304485 (lr=2.0000e-04) (hash(x)=24602494) +1801 train 7.490372 (lr=2.0000e-04) (hash(x)=25722713) +1802 train 7.240705 (lr=2.0000e-04) (hash(x)=23711219) +1803 train 7.344878 (lr=2.0000e-04) (hash(x)=22850804) +1804 train 7.666214 (lr=2.0000e-04) (hash(x)=25829388) +1805 train 7.216297 (lr=2.0000e-04) (hash(x)=22503524) +1806 train 7.483795 (lr=2.0000e-04) (hash(x)=26669453) +1807 train 7.421087 (lr=2.0000e-04) (hash(x)=27807872) +1808 train 7.430324 (lr=2.0000e-04) (hash(x)=23543560) +1809 train 7.581300 (lr=2.0000e-04) (hash(x)=25845590) +1810 train 7.375118 (lr=2.0000e-04) (hash(x)=23026635) +1811 train 7.333023 (lr=2.0000e-04) (hash(x)=25545137) +1812 train 7.811363 (lr=2.0000e-04) (hash(x)=27746841) +1813 train 7.210161 (lr=2.0000e-04) (hash(x)=25471231) +1814 train 7.383776 (lr=2.0000e-04) (hash(x)=24333204) +1815 train 7.191570 (lr=2.0000e-04) (hash(x)=21555364) +1816 train 7.388771 (lr=2.0000e-04) (hash(x)=26317977) +1817 train 7.442184 (lr=2.0000e-04) (hash(x)=24474988) +1818 train 7.209785 (lr=2.0000e-04) (hash(x)=21975953) +1819 train 7.747077 (lr=2.0000e-04) (hash(x)=27243798) +1820 train 7.386609 (lr=2.0000e-04) (hash(x)=25097367) +1821 train 7.301895 (lr=2.0000e-04) (hash(x)=24419085) +1822 train 7.229210 (lr=2.0000e-04) (hash(x)=23058837) +1823 train 7.366200 (lr=2.0000e-04) (hash(x)=26325324) +1824 train 7.119000 (lr=2.0000e-04) (hash(x)=20581023) +1825 train 7.420414 (lr=2.0000e-04) (hash(x)=24822111) +1826 train 7.259834 (lr=2.0000e-04) (hash(x)=24336304) +1827 train 7.464206 (lr=2.0000e-04) (hash(x)=26228728) +1828 train 7.570217 (lr=2.0000e-04) (hash(x)=26445781) +1829 train 7.520402 (lr=2.0000e-04) (hash(x)=24707042) +1830 train 7.810998 (lr=2.0000e-04) (hash(x)=27882744) +1831 train 7.352031 (lr=2.0000e-04) (hash(x)=24956294) +1832 train 7.214618 (lr=2.0000e-04) (hash(x)=20984728) +1833 train 7.183048 (lr=2.0000e-04) (hash(x)=23424737) +1834 train 7.596974 (lr=2.0000e-04) (hash(x)=26207120) +1835 train 7.589650 (lr=2.0000e-04) (hash(x)=25592289) +1836 train 7.234224 (lr=2.0000e-04) (hash(x)=24326649) +1837 train 7.412745 (lr=2.0000e-04) (hash(x)=26826109) +1838 train 7.374940 (lr=2.0000e-04) (hash(x)=24759294) +1839 train 7.378722 (lr=2.0000e-04) (hash(x)=24429389) +1840 train 7.332770 (lr=2.0000e-04) (hash(x)=25537519) +1841 train 7.340412 (lr=2.0000e-04) (hash(x)=24747421) +1842 train 7.220413 (lr=2.0000e-04) (hash(x)=23079065) +1843 train 7.623666 (lr=2.0000e-04) (hash(x)=28733708) +1844 train 7.373787 (lr=2.0000e-04) (hash(x)=23937742) +1845 train 7.648412 (lr=2.0000e-04) (hash(x)=29704803) +1846 train 7.834920 (lr=2.0000e-04) (hash(x)=34617155) +1847 train 7.551700 (lr=2.0000e-04) (hash(x)=27929846) +1848 train 7.891089 (lr=2.0000e-04) (hash(x)=28280878) +1849 train 6.960697 (lr=2.0000e-04) (hash(x)=18961171) +1850 val loss 7.3874 +1850 val perplexity 1615.5637 +1850 train 7.459711 (lr=2.0000e-04) (hash(x)=27146015) +1851 train 7.269335 (lr=2.0000e-04) (hash(x)=22417476) +1852 train 7.414658 (lr=2.0000e-04) (hash(x)=24583152) +1853 train 7.449399 (lr=2.0000e-04) (hash(x)=26364120) +1854 train 7.637077 (lr=2.0000e-04) (hash(x)=25946767) +1855 train 7.471562 (lr=2.0000e-04) (hash(x)=25282897) +1856 train 7.441990 (lr=2.0000e-04) (hash(x)=25154557) +1857 train 7.160864 (lr=2.0000e-04) (hash(x)=22082503) +1858 train 7.195989 (lr=2.0000e-04) (hash(x)=23974606) +1859 train 7.306929 (lr=2.0000e-04) (hash(x)=22278062) +1860 train 7.242905 (lr=2.0000e-04) (hash(x)=19509639) +1861 train 7.516477 (lr=2.0000e-04) (hash(x)=24271468) +1862 train 7.126134 (lr=2.0000e-04) (hash(x)=21943809) +1863 train 7.395763 (lr=2.0000e-04) (hash(x)=26802508) +1864 train 7.943808 (lr=2.0000e-04) (hash(x)=34178409) +1865 train 8.038165 (lr=2.0000e-04) (hash(x)=33468379) +1866 train 7.239643 (lr=2.0000e-04) (hash(x)=22109262) +1867 train 7.050708 (lr=2.0000e-04) (hash(x)=22094832) +1868 train 7.260742 (lr=2.0000e-04) (hash(x)=24016953) +1869 train 7.518379 (lr=2.0000e-04) (hash(x)=26759850) +1870 train 7.375374 (lr=2.0000e-04) (hash(x)=23570779) +1871 train 7.751900 (lr=2.0000e-04) (hash(x)=28390416) +1872 train 7.766478 (lr=2.0000e-04) (hash(x)=26215770) +1873 train 7.590872 (lr=2.0000e-04) (hash(x)=22727956) +1874 train 7.407074 (lr=2.0000e-04) (hash(x)=21304587) +1875 train 7.701261 (lr=2.0000e-04) (hash(x)=26379331) +1876 train 7.763141 (lr=2.0000e-04) (hash(x)=25252419) +1877 train 7.600276 (lr=2.0000e-04) (hash(x)=25048158) +1878 train 7.539962 (lr=2.0000e-04) (hash(x)=23588991) +1879 train 7.569115 (lr=2.0000e-04) (hash(x)=26292451) +1880 train 7.433736 (lr=2.0000e-04) (hash(x)=23617086) +1881 train 7.310329 (lr=2.0000e-04) (hash(x)=23336031) +1882 train 7.318984 (lr=2.0000e-04) (hash(x)=19198742) +1883 train 7.984622 (lr=2.0000e-04) (hash(x)=26301866) +1884 train 7.999465 (lr=2.0000e-04) (hash(x)=30114703) +1885 train 7.574936 (lr=2.0000e-04) (hash(x)=26687040) +1886 train 7.395825 (lr=2.0000e-04) (hash(x)=25810717) +1887 train 7.244366 (lr=2.0000e-04) (hash(x)=22915344) +1888 train 7.538559 (lr=2.0000e-04) (hash(x)=27046189) +1889 train 7.120576 (lr=2.0000e-04) (hash(x)=19831900) +1890 train 7.525280 (lr=2.0000e-04) (hash(x)=27786987) +1891 train 7.383842 (lr=2.0000e-04) (hash(x)=25448318) +1892 train 7.412061 (lr=2.0000e-04) (hash(x)=25166953) +1893 train 7.395529 (lr=2.0000e-04) (hash(x)=24993116) +1894 train 7.452682 (lr=2.0000e-04) (hash(x)=25748002) +1895 train 7.640657 (lr=2.0000e-04) (hash(x)=24744383) +1896 train 7.391794 (lr=2.0000e-04) (hash(x)=25560120) +1897 train 7.233229 (lr=2.0000e-04) (hash(x)=23731849) +1898 train 7.260559 (lr=2.0000e-04) (hash(x)=24115851) +1899 train 7.277806 (lr=2.0000e-04) (hash(x)=22835201) +1900 val loss 7.3969 +1900 val perplexity 1630.9413 +1900 train 7.048290 (lr=2.0000e-04) (hash(x)=21927896) +1901 train 7.425462 (lr=2.0000e-04) (hash(x)=24652361) +1902 train 7.626352 (lr=2.0000e-04) (hash(x)=27332405) +1903 train 7.454024 (lr=2.0000e-04) (hash(x)=26284678) +1904 train 7.357592 (lr=2.0000e-04) (hash(x)=23441305) +1905 train 7.481908 (lr=2.0000e-04) (hash(x)=27522881) +1906 train 7.491205 (lr=2.0000e-04) (hash(x)=25521191) +1907 train 7.271636 (lr=2.0000e-04) (hash(x)=24745936) +1908 train 7.198180 (lr=2.0000e-04) (hash(x)=21653364) +1909 train 7.224533 (lr=2.0000e-04) (hash(x)=21973969) +1910 train 7.261603 (lr=2.0000e-04) (hash(x)=24318192) +1911 train 7.220807 (lr=2.0000e-04) (hash(x)=21654269) +1912 train 7.244652 (lr=2.0000e-04) (hash(x)=24142904) +1913 train 7.151119 (lr=2.0000e-04) (hash(x)=21708739) +1914 train 7.378407 (lr=2.0000e-04) (hash(x)=22937923) +1915 train 7.928161 (lr=2.0000e-04) (hash(x)=32387999) +1916 train 8.108008 (lr=2.0000e-04) (hash(x)=28958671) +1917 train 8.146026 (lr=2.0000e-04) (hash(x)=32662682) +1918 train 8.047839 (lr=2.0000e-04) (hash(x)=31364539) +1919 train 8.128179 (lr=2.0000e-04) (hash(x)=29466268) +1920 train 8.089495 (lr=2.0000e-04) (hash(x)=31407564) +1921 train 7.926580 (lr=2.0000e-04) (hash(x)=28372973) +1922 train 8.045165 (lr=2.0000e-04) (hash(x)=28620993) +1923 train 8.061490 (lr=2.0000e-04) (hash(x)=30736727) +1924 train 7.966838 (lr=2.0000e-04) (hash(x)=30370374) +1925 train 7.903009 (lr=2.0000e-04) (hash(x)=29935562) +1926 train 7.919374 (lr=2.0000e-04) (hash(x)=30528627) +1927 train 7.943234 (lr=2.0000e-04) (hash(x)=32616762) +1928 train 7.784870 (lr=2.0000e-04) (hash(x)=29150044) +1929 train 7.954528 (lr=2.0000e-04) (hash(x)=32861403) +1930 train 7.870479 (lr=2.0000e-04) (hash(x)=31053918) +1931 train 7.786781 (lr=2.0000e-04) (hash(x)=29358578) +1932 train 7.861572 (lr=2.0000e-04) (hash(x)=31521292) +1933 train 7.814714 (lr=2.0000e-04) (hash(x)=31218966) +1934 train 7.823788 (lr=2.0000e-04) (hash(x)=31811872) +1935 train 7.987572 (lr=2.0000e-04) (hash(x)=32201138) +1936 train 7.731827 (lr=2.0000e-04) (hash(x)=28631348) +1937 train 7.839115 (lr=2.0000e-04) (hash(x)=30545133) +1938 train 7.906713 (lr=2.0000e-04) (hash(x)=32136080) +1939 train 7.944055 (lr=2.0000e-04) (hash(x)=30041621) +1940 train 7.736624 (lr=2.0000e-04) (hash(x)=30537181) +1941 train 7.759046 (lr=2.0000e-04) (hash(x)=30371023) +1942 train 7.882370 (lr=2.0000e-04) (hash(x)=30734634) +1943 train 7.798317 (lr=2.0000e-04) (hash(x)=33683468) +1944 train 7.825926 (lr=2.0000e-04) (hash(x)=30472451) +1945 train 7.702002 (lr=2.0000e-04) (hash(x)=29809830) +1946 train 7.564371 (lr=2.0000e-04) (hash(x)=26077593) +1947 train 7.553823 (lr=2.0000e-04) (hash(x)=26837755) +1948 train 7.537652 (lr=2.0000e-04) (hash(x)=23910920) +1949 train 7.525764 (lr=2.0000e-04) (hash(x)=26084089) +1950 val loss 7.4845 +1950 val perplexity 1780.2065 +1950 train 7.689705 (lr=2.0000e-04) (hash(x)=26963533) +1951 train 7.568777 (lr=2.0000e-04) (hash(x)=27498125) +1952 train 7.684766 (lr=2.0000e-04) (hash(x)=29512508) +1953 train 7.912148 (lr=2.0000e-04) (hash(x)=34478395) +1954 train 7.587508 (lr=2.0000e-04) (hash(x)=25357046) +1955 train 7.380859 (lr=2.0000e-04) (hash(x)=22372507) +1956 train 7.373227 (lr=2.0000e-04) (hash(x)=24501779) +1957 train 7.411557 (lr=2.0000e-04) (hash(x)=25638879) +1958 train 7.262254 (lr=2.0000e-04) (hash(x)=24243109) +1959 train 7.270630 (lr=2.0000e-04) (hash(x)=25164318) +1960 train 7.381941 (lr=2.0000e-04) (hash(x)=24139533) +1961 train 7.396783 (lr=2.0000e-04) (hash(x)=27271900) +1962 train 7.236927 (lr=2.0000e-04) (hash(x)=24869232) +1963 train 7.442727 (lr=2.0000e-04) (hash(x)=26562947) +1964 train 7.354222 (lr=2.0000e-04) (hash(x)=26477326) +1965 train 7.429527 (lr=2.0000e-04) (hash(x)=24917192) +1966 train 7.244245 (lr=2.0000e-04) (hash(x)=23110147) +1967 train 7.347286 (lr=2.0000e-04) (hash(x)=25690221) +1968 train 7.739027 (lr=2.0000e-04) (hash(x)=26999273) +1969 train 7.386214 (lr=2.0000e-04) (hash(x)=24807841) 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(hash(x)=23639076) +1988 train 7.596387 (lr=2.0000e-04) (hash(x)=29408797) +1989 train 7.230771 (lr=2.0000e-04) (hash(x)=25107314) +1990 train 10.016490 (lr=2.0000e-04) (hash(x)=49896019) +1991 train 11.588079 (lr=2.0000e-04) (hash(x)=61455960) +1992 train 11.274370 (lr=2.0000e-04) (hash(x)=63788199) +1993 train 11.311824 (lr=2.0000e-04) (hash(x)=63899424) +1994 train 10.827972 (lr=2.0000e-04) (hash(x)=66412689) +1995 train 10.294318 (lr=2.0000e-04) (hash(x)=65636572) +1996 train 10.393780 (lr=2.0000e-04) (hash(x)=69649789) +1997 train 10.004844 (lr=2.0000e-04) (hash(x)=71578682) +1998 train 9.208812 (lr=2.0000e-04) (hash(x)=58341730) +1999 train 9.138857 (lr=2.0000e-04) (hash(x)=61104710) +2000 val loss 8.1850 +2000 val perplexity 3586.7451 +2000 train 8.703631 (lr=2.0000e-04) (hash(x)=52865322) +2001 train 8.326288 (lr=2.0000e-04) (hash(x)=23633693) +2002 train 8.349872 (lr=2.0000e-04) (hash(x)=25297571) +2003 train 8.508837 (lr=2.0000e-04) (hash(x)=24123821) +2004 train 7.883428 (lr=2.0000e-04) (hash(x)=20161517) +2005 train 7.661708 (lr=2.0000e-04) (hash(x)=19919984) +2006 train 7.598383 (lr=2.0000e-04) (hash(x)=18626507) +2007 train 7.625771 (lr=2.0000e-04) (hash(x)=20881126) +2008 train 7.817433 (lr=2.0000e-04) (hash(x)=26261448) +2009 train 7.785039 (lr=2.0000e-04) (hash(x)=27528050) +2010 train 7.745683 (lr=2.0000e-04) (hash(x)=26692097) +2011 train 7.503111 (lr=2.0000e-04) (hash(x)=23209969) +2012 train 7.589284 (lr=2.0000e-04) (hash(x)=26083446) +2013 train 7.864961 (lr=2.0000e-04) (hash(x)=28426467) +2014 train 7.642900 (lr=2.0000e-04) (hash(x)=26158154) +2015 train 7.696724 (lr=2.0000e-04) (hash(x)=26920243) +2016 train 7.366559 (lr=2.0000e-04) (hash(x)=21365321) +2017 train 7.507739 (lr=2.0000e-04) (hash(x)=25730699) +2018 train 7.538783 (lr=2.0000e-04) (hash(x)=25177106) +2019 train 7.437387 (lr=2.0000e-04) (hash(x)=26127756) +2020 train 7.056751 (lr=2.0000e-04) (hash(x)=19770037) +2021 train 7.519284 (lr=2.0000e-04) (hash(x)=26479346) +2022 train 7.431476 (lr=2.0000e-04) (hash(x)=25967643) +2023 train 7.411129 (lr=2.0000e-04) (hash(x)=21970343) +2024 train 7.667491 (lr=2.0000e-04) (hash(x)=26449648) +2025 train 7.523656 (lr=2.0000e-04) (hash(x)=24874094) +2026 train 7.196519 (lr=2.0000e-04) (hash(x)=21399697) +2027 train 7.414985 (lr=2.0000e-04) (hash(x)=24097897) +2028 train 7.473097 (lr=2.0000e-04) (hash(x)=24453548) +2029 train 7.670724 (lr=2.0000e-04) (hash(x)=26692093) +2030 train 7.423056 (lr=2.0000e-04) (hash(x)=27217002) +2031 train 7.881940 (lr=2.0000e-04) (hash(x)=31676352) +2032 train 7.547446 (lr=2.0000e-04) (hash(x)=23396350) +2033 train 7.530788 (lr=2.0000e-04) (hash(x)=26245173) +2034 train 7.599857 (lr=2.0000e-04) (hash(x)=24821033) +2035 train 7.615238 (lr=2.0000e-04) (hash(x)=23908053) +2036 train 7.354980 (lr=2.0000e-04) (hash(x)=23469373) +2037 train 7.414897 (lr=2.0000e-04) (hash(x)=24102198) +2038 train 7.420520 (lr=2.0000e-04) (hash(x)=24712135) +2039 train 7.751703 (lr=2.0000e-04) (hash(x)=25600562) 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7.244229 (lr=2.0000e-04) (hash(x)=22933785) +2093 train 7.415467 (lr=2.0000e-04) (hash(x)=23996956) +2094 train 7.171587 (lr=2.0000e-04) (hash(x)=22915854) +2095 train 7.436778 (lr=2.0000e-04) (hash(x)=24412897) +2096 train 7.431118 (lr=2.0000e-04) (hash(x)=25152336) +2097 train 7.740718 (lr=2.0000e-04) (hash(x)=29525589) +2098 train 7.550494 (lr=2.0000e-04) (hash(x)=26435656) +2099 train 7.444484 (lr=2.0000e-04) (hash(x)=26269869) +2100 val loss 7.4031 +2100 val perplexity 1641.0356 +2100 train 7.230891 (lr=2.0000e-04) (hash(x)=23856783) +2101 train 7.498514 (lr=2.0000e-04) (hash(x)=26039611) +2102 train 7.231795 (lr=2.0000e-04) (hash(x)=25048861) +2103 train 7.345700 (lr=2.0000e-04) (hash(x)=25434913) +2104 train 7.518381 (lr=2.0000e-04) (hash(x)=24203891) +2105 train 7.402726 (lr=2.0000e-04) (hash(x)=26016998) +2106 train 7.528275 (lr=2.0000e-04) (hash(x)=23986767) +2107 train 7.400603 (lr=2.0000e-04) (hash(x)=25157653) +2108 train 7.539936 (lr=2.0000e-04) (hash(x)=30193751) +2109 train 7.361118 (lr=2.0000e-04) (hash(x)=22630574) +2110 train 7.296471 (lr=2.0000e-04) (hash(x)=23475467) +2111 train 7.587106 (lr=2.0000e-04) (hash(x)=26302544) +2112 train 7.325891 (lr=2.0000e-04) (hash(x)=21276592) +2113 train 7.578146 (lr=2.0000e-04) (hash(x)=27566393) +2114 train 7.381527 (lr=2.0000e-04) (hash(x)=25028015) +2115 train 7.166120 (lr=2.0000e-04) (hash(x)=22010703) +2116 train 7.475696 (lr=2.0000e-04) (hash(x)=23711709) +2117 train 7.538196 (lr=2.0000e-04) (hash(x)=26105026) +2118 train 7.878645 (lr=2.0000e-04) (hash(x)=34433894) +2119 train 7.958978 (lr=2.0000e-04) (hash(x)=34976197) +2120 train 7.475212 (lr=2.0000e-04) (hash(x)=27690727) +2121 train 7.305697 (lr=2.0000e-04) (hash(x)=24368234) +2122 train 7.315084 (lr=2.0000e-04) (hash(x)=25095726) +2123 train 7.467996 (lr=2.0000e-04) (hash(x)=28248301) +2124 train 7.262468 (lr=2.0000e-04) (hash(x)=23322302) +2125 train 7.673340 (lr=2.0000e-04) (hash(x)=26416200) +2126 train 7.325069 (lr=2.0000e-04) 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(lr=2.0000e-04) (hash(x)=21909712) +2145 train 7.415961 (lr=2.0000e-04) (hash(x)=24353905) +2146 train 7.370329 (lr=2.0000e-04) (hash(x)=24482587) +2147 train 7.516271 (lr=2.0000e-04) (hash(x)=27249810) +2148 train 7.612996 (lr=2.0000e-04) (hash(x)=26709938) +2149 train 7.286595 (lr=2.0000e-04) (hash(x)=23831457) +2150 val loss 7.3816 +2150 val perplexity 1606.0946 +2150 train 7.595764 (lr=2.0000e-04) (hash(x)=29776243) +2151 train 7.136548 (lr=2.0000e-04) (hash(x)=24068619) +2152 train 7.371175 (lr=2.0000e-04) (hash(x)=22208671) +2153 train 7.487557 (lr=2.0000e-04) (hash(x)=26680905) +2154 train 7.345203 (lr=2.0000e-04) (hash(x)=23567808) +2155 train 7.564595 (lr=2.0000e-04) (hash(x)=26359528) +2156 train 7.352043 (lr=2.0000e-04) (hash(x)=23787652) +2157 train 7.632018 (lr=2.0000e-04) (hash(x)=28347177) +2158 train 7.340034 (lr=2.0000e-04) (hash(x)=25266519) +2159 train 7.263071 (lr=2.0000e-04) (hash(x)=25441262) +2160 train 7.210256 (lr=2.0000e-04) (hash(x)=23959943) +2161 train 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7.442415 (lr=2.0000e-04) (hash(x)=24665411) +2232 train 7.361597 (lr=2.0000e-04) (hash(x)=24646352) +2233 train 7.331723 (lr=2.0000e-04) (hash(x)=25670741) +2234 train 7.398676 (lr=2.0000e-04) (hash(x)=26648242) +2235 train 7.630590 (lr=2.0000e-04) (hash(x)=27916043) +2236 train 7.345372 (lr=2.0000e-04) (hash(x)=25963100) +2237 train 7.433289 (lr=2.0000e-04) (hash(x)=27357379) +2238 train 7.283902 (lr=2.0000e-04) (hash(x)=21852360) +2239 train 7.228677 (lr=2.0000e-04) (hash(x)=17321657) +2240 train 7.159453 (lr=2.0000e-04) (hash(x)=18446645) +2241 train 6.974611 (lr=2.0000e-04) (hash(x)=17550988) +2242 train 7.285549 (lr=2.0000e-04) (hash(x)=27052347) +2243 train 7.226633 (lr=2.0000e-04) (hash(x)=23829833) +2244 train 7.458797 (lr=2.0000e-04) (hash(x)=27267264) +2245 train 7.659946 (lr=2.0000e-04) (hash(x)=24673611) +2246 train 7.575119 (lr=2.0000e-04) (hash(x)=25248507) +2247 train 7.849053 (lr=2.0000e-04) (hash(x)=27932591) +2248 train 7.677121 (lr=2.0000e-04) (hash(x)=26078877) 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(lr=2.0000e-04) (hash(x)=22523232) +2284 train 7.588365 (lr=2.0000e-04) (hash(x)=26017294) +2285 train 7.422657 (lr=2.0000e-04) (hash(x)=25025388) +2286 train 7.177944 (lr=2.0000e-04) (hash(x)=23819479) +2287 train 7.368724 (lr=2.0000e-04) (hash(x)=24547536) +2288 train 7.171724 (lr=2.0000e-04) (hash(x)=22622789) +2289 train 7.149883 (lr=2.0000e-04) (hash(x)=23874051) +2290 train 7.472717 (lr=2.0000e-04) (hash(x)=25015641) +2291 train 7.391173 (lr=2.0000e-04) (hash(x)=24978712) +2292 train 7.480367 (lr=2.0000e-04) (hash(x)=25311986) +2293 train 7.233664 (lr=2.0000e-04) (hash(x)=24298295) +2294 train 7.341597 (lr=2.0000e-04) (hash(x)=26481527) +2295 train 7.056731 (lr=2.0000e-04) (hash(x)=18987545) +2296 train 7.283720 (lr=2.0000e-04) (hash(x)=24617990) +2297 train 7.292024 (lr=2.0000e-04) (hash(x)=23903200) +2298 train 7.602481 (lr=2.0000e-04) (hash(x)=26278697) +2299 train 7.359344 (lr=2.0000e-04) (hash(x)=24092784) +2300 val loss 7.3846 +2300 val perplexity 1610.9037 +2300 train 7.271066 (lr=2.0000e-04) (hash(x)=22894919) +2301 train 7.400939 (lr=2.0000e-04) (hash(x)=24253964) +2302 train 7.324046 (lr=2.0000e-04) (hash(x)=23750610) +2303 train 7.338474 (lr=2.0000e-04) (hash(x)=26745063) +2304 train 7.152298 (lr=2.0000e-04) (hash(x)=21407001) +2305 train 7.504114 (lr=2.0000e-04) (hash(x)=26680082) +2306 train 7.417002 (lr=2.0000e-04) (hash(x)=26722122) +2307 train 7.268449 (lr=2.0000e-04) (hash(x)=22539112) +2308 train 7.046301 (lr=2.0000e-04) (hash(x)=19927356) +2309 train 7.113246 (lr=2.0000e-04) (hash(x)=21431267) +2310 train 7.060670 (lr=2.0000e-04) (hash(x)=21073487) +2311 train 7.082214 (lr=2.0000e-04) (hash(x)=21447406) +2312 train 7.067519 (lr=2.0000e-04) (hash(x)=22667253) +2313 train 7.054289 (lr=2.0000e-04) (hash(x)=20849089) +2314 train 7.056091 (lr=2.0000e-04) (hash(x)=19168351) +2315 train 7.075195 (lr=2.0000e-04) (hash(x)=21082139) +2316 train 7.035993 (lr=2.0000e-04) (hash(x)=21493530) +2317 train 7.010608 (lr=2.0000e-04) (hash(x)=19506447) 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(hash(x)=20106514) +2336 train 7.198986 (lr=2.0000e-04) (hash(x)=22522123) +2337 train 7.134090 (lr=2.0000e-04) (hash(x)=23362041) +2338 train 7.271703 (lr=2.0000e-04) (hash(x)=26003099) +2339 train 7.356548 (lr=2.0000e-04) (hash(x)=25695510) +2340 train 7.380138 (lr=2.0000e-04) (hash(x)=27225904) +2341 train 7.084678 (lr=2.0000e-04) (hash(x)=21573008) +2342 train 7.524625 (lr=2.0000e-04) (hash(x)=21386628) +2343 train 7.249865 (lr=2.0000e-04) (hash(x)=20117808) +2344 train 7.371216 (lr=2.0000e-04) (hash(x)=21592790) +2345 train 7.277987 (lr=2.0000e-04) (hash(x)=19909192) +2346 train 7.450161 (lr=2.0000e-04) (hash(x)=22529262) +2347 train 7.494937 (lr=2.0000e-04) (hash(x)=24501900) +2348 train 7.350678 (lr=2.0000e-04) (hash(x)=25912171) +2349 train 7.431932 (lr=2.0000e-04) (hash(x)=25606665) +2350 val loss 7.3777 +2350 val perplexity 1599.8673 +2350 train 7.331576 (lr=2.0000e-04) (hash(x)=24487351) +2351 train 7.555851 (lr=2.0000e-04) (hash(x)=25510334) +2352 train 7.481487 (lr=2.0000e-04) (hash(x)=25357989) +2353 train 7.154726 (lr=2.0000e-04) (hash(x)=24656801) +2354 train 7.263229 (lr=2.0000e-04) (hash(x)=23312772) +2355 train 7.117573 (lr=2.0000e-04) (hash(x)=22099158) +2356 train 7.175104 (lr=2.0000e-04) (hash(x)=26507898) +2357 train 7.434219 (lr=2.0000e-04) (hash(x)=28351614) +2358 train 7.475197 (lr=2.0000e-04) (hash(x)=27489567) +2359 train 7.426779 (lr=2.0000e-04) (hash(x)=25749120) +2360 train 7.761024 (lr=2.0000e-04) (hash(x)=31711338) +2361 train 7.928205 (lr=2.0000e-04) (hash(x)=29645018) +2362 train 7.859247 (lr=2.0000e-04) (hash(x)=29713268) +2363 train 7.052527 (lr=2.0000e-04) (hash(x)=21720691) +2364 train 7.163981 (lr=2.0000e-04) (hash(x)=24316633) +2365 train 7.113111 (lr=2.0000e-04) (hash(x)=21597124) +2366 train 7.149546 (lr=2.0000e-04) (hash(x)=22520345) +2367 train 7.219033 (lr=2.0000e-04) (hash(x)=24357241) +2368 train 7.329503 (lr=2.0000e-04) (hash(x)=24085450) +2369 train 7.264379 (lr=2.0000e-04) (hash(x)=25136495) +2370 train 7.702646 (lr=2.0000e-04) (hash(x)=26073986) +2371 train 7.664124 (lr=2.0000e-04) (hash(x)=28911272) +2372 train 7.430444 (lr=2.0000e-04) (hash(x)=26667356) +2373 train 7.231468 (lr=2.0000e-04) (hash(x)=25225894) +2374 train 7.288568 (lr=2.0000e-04) (hash(x)=24404081) +2375 train 7.359582 (lr=2.0000e-04) (hash(x)=25584945) +2376 train 7.237565 (lr=2.0000e-04) (hash(x)=23831571) +2377 train 7.182524 (lr=2.0000e-04) (hash(x)=23521916) +2378 train 7.193892 (lr=2.0000e-04) (hash(x)=25318634) +2379 train 7.133063 (lr=2.0000e-04) (hash(x)=21847287) +2380 train 7.470943 (lr=2.0000e-04) (hash(x)=23877060) +2381 train 7.239652 (lr=2.0000e-04) (hash(x)=24069020) +2382 train 7.070686 (lr=2.0000e-04) (hash(x)=21724290) +2383 train 7.275668 (lr=2.0000e-04) (hash(x)=25198897) +2384 train 7.138134 (lr=2.0000e-04) (hash(x)=24109958) +2385 train 7.030502 (lr=2.0000e-04) (hash(x)=20122390) +2386 train 7.282573 (lr=2.0000e-04) (hash(x)=24062305) +2387 train 7.051663 (lr=2.0000e-04) (hash(x)=22436833) 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(hash(x)=33795307) +2405 train 8.130418 (lr=2.0000e-04) (hash(x)=34450341) +2406 train 7.335622 (lr=2.0000e-04) (hash(x)=25834183) +2407 train 7.512199 (lr=2.0000e-04) (hash(x)=25629584) +2408 train 7.263443 (lr=2.0000e-04) (hash(x)=25080123) +2409 train 7.169095 (lr=2.0000e-04) (hash(x)=21975628) +2410 train 7.729833 (lr=2.0000e-04) (hash(x)=27430197) +2411 train 7.854407 (lr=2.0000e-04) (hash(x)=29285135) +2412 train 7.517467 (lr=2.0000e-04) (hash(x)=24640105) +2413 train 7.744752 (lr=2.0000e-04) (hash(x)=29628864) +2414 train 7.949708 (lr=2.0000e-04) (hash(x)=30096444) +2415 train 7.738455 (lr=2.0000e-04) (hash(x)=29797280) +2416 train 7.114805 (lr=2.0000e-04) (hash(x)=22686143) +2417 train 7.700120 (lr=2.0000e-04) (hash(x)=28346842) +2418 train 7.587370 (lr=2.0000e-04) (hash(x)=28167937) +2419 train 7.835593 (lr=2.0000e-04) (hash(x)=33122326) +2420 train 7.867502 (lr=2.0000e-04) (hash(x)=33044913) +2421 train 7.652646 (lr=2.0000e-04) (hash(x)=31250981) +2422 train 7.948565 (lr=2.0000e-04) (hash(x)=29827111) +2423 train 7.868642 (lr=2.0000e-04) (hash(x)=30026394) +2424 train 7.956925 (lr=2.0000e-04) (hash(x)=26998238) +2425 train 7.922748 (lr=2.0000e-04) (hash(x)=24850684) +2426 train 8.134612 (lr=2.0000e-04) (hash(x)=36659853) +2427 train 8.051447 (lr=2.0000e-04) (hash(x)=34353164) +2428 train 7.439923 (lr=2.0000e-04) (hash(x)=23630644) +2429 train 7.391799 (lr=2.0000e-04) (hash(x)=24528186) +2430 train 7.241168 (lr=2.0000e-04) (hash(x)=22665222) +2431 train 7.339934 (lr=2.0000e-04) (hash(x)=26594177) +2432 train 7.714769 (lr=2.0000e-04) (hash(x)=29300546) +2433 train 7.136324 (lr=2.0000e-04) (hash(x)=21331715) +2434 train 7.456710 (lr=2.0000e-04) (hash(x)=26290885) +2435 train 7.354131 (lr=2.0000e-04) (hash(x)=25554738) +2436 train 7.601691 (lr=2.0000e-04) (hash(x)=26744311) +2437 train 7.486866 (lr=2.0000e-04) (hash(x)=26872344) +2438 train 7.574040 (lr=2.0000e-04) (hash(x)=27636081) +2439 train 7.353817 (lr=2.0000e-04) (hash(x)=23766256) +2440 train 7.485775 (lr=2.0000e-04) (hash(x)=24434438) +2441 train 7.326048 (lr=2.0000e-04) (hash(x)=22992618) +2442 train 7.168753 (lr=2.0000e-04) (hash(x)=22393467) +2443 train 7.417859 (lr=2.0000e-04) (hash(x)=26853444) +2444 train 7.392916 (lr=2.0000e-04) (hash(x)=25101020) +2445 train 7.279531 (lr=2.0000e-04) (hash(x)=24705456) +2446 train 7.559025 (lr=2.0000e-04) (hash(x)=26798611) +2447 train 7.225720 (lr=2.0000e-04) (hash(x)=24250150) +2448 train 7.283725 (lr=2.0000e-04) (hash(x)=24494331) +2449 train 7.290360 (lr=2.0000e-04) (hash(x)=27579257) +2450 val loss 7.3421 +2450 val perplexity 1543.9932 +2450 train 7.076885 (lr=2.0000e-04) (hash(x)=22377407) +2451 train 7.366300 (lr=2.0000e-04) (hash(x)=26289588) +2452 train 7.284997 (lr=2.0000e-04) (hash(x)=25871900) +2453 train 7.165236 (lr=2.0000e-04) (hash(x)=23437197) +2454 train 7.423074 (lr=2.0000e-04) (hash(x)=23557786) +2455 train 7.357180 (lr=2.0000e-04) (hash(x)=26108817) +2456 train 7.272301 (lr=2.0000e-04) (hash(x)=26440482) +2457 train 7.266794 (lr=2.0000e-04) (hash(x)=24583191) +2458 train 7.248900 (lr=2.0000e-04) (hash(x)=23756440) +2459 train 7.153611 (lr=2.0000e-04) (hash(x)=23814987) +2460 train 7.504370 (lr=2.0000e-04) (hash(x)=28508433) +2461 train 7.184654 (lr=2.0000e-04) (hash(x)=25692442) +2462 train 7.164096 (lr=2.0000e-04) (hash(x)=24699197) +2463 train 6.897831 (lr=2.0000e-04) (hash(x)=18582688) +2464 train 7.186397 (lr=2.0000e-04) (hash(x)=23266625) +2465 train 7.461137 (lr=2.0000e-04) (hash(x)=26565489) +2466 train 7.002879 (lr=2.0000e-04) (hash(x)=21686599) +2467 train 7.320154 (lr=2.0000e-04) (hash(x)=25558792) +2468 train 7.071015 (lr=2.0000e-04) (hash(x)=25110035) +2469 train 7.408843 (lr=2.0000e-04) (hash(x)=26263661) +2470 train 7.173187 (lr=2.0000e-04) (hash(x)=22282189) +2471 train 7.164275 (lr=2.0000e-04) (hash(x)=23272705) +2472 train 7.217803 (lr=2.0000e-04) (hash(x)=25300067) +2473 train 7.417375 (lr=2.0000e-04) (hash(x)=26802369) +2474 train 7.145187 (lr=2.0000e-04) (hash(x)=24646471) +2475 train 7.077393 (lr=2.0000e-04) (hash(x)=24709241) +2476 train 7.156653 (lr=2.0000e-04) (hash(x)=26747197) +2477 train 7.210270 (lr=2.0000e-04) (hash(x)=25201108) +2478 train 7.342922 (lr=2.0000e-04) (hash(x)=24962427) +2479 train 7.200050 (lr=2.0000e-04) (hash(x)=24793412) +2480 train 7.201207 (lr=2.0000e-04) (hash(x)=24452301) +2481 train 7.201112 (lr=2.0000e-04) (hash(x)=25177251) +2482 train 7.210478 (lr=2.0000e-04) (hash(x)=25801499) +2483 train 7.328772 (lr=2.0000e-04) (hash(x)=27256707) +2484 train 7.557175 (lr=2.0000e-04) (hash(x)=25303237) +2485 train 7.125958 (lr=2.0000e-04) (hash(x)=21641481) +2486 train 7.158560 (lr=2.0000e-04) (hash(x)=23818831) +2487 train 6.935586 (lr=2.0000e-04) (hash(x)=19280989) +2488 train 7.303968 (lr=2.0000e-04) (hash(x)=24075167) +2489 train 7.312170 (lr=2.0000e-04) (hash(x)=26651546) +2490 train 7.226467 (lr=2.0000e-04) (hash(x)=25367186) +2491 train 7.189853 (lr=2.0000e-04) (hash(x)=26508642) +2492 train 7.263584 (lr=2.0000e-04) (hash(x)=25294182) +2493 train 7.196571 (lr=2.0000e-04) (hash(x)=23916886) +2494 train 7.035594 (lr=2.0000e-04) (hash(x)=21189910) +2495 train 7.144866 (lr=2.0000e-04) (hash(x)=22751150) +2496 train 7.550844 (lr=2.0000e-04) (hash(x)=26608502) +2497 train 7.969745 (lr=2.0000e-04) (hash(x)=25372010) +2498 train 7.201302 (lr=2.0000e-04) (hash(x)=22006251) +2499 train 7.154321 (lr=2.0000e-04) (hash(x)=23880160) +2500 val loss 7.2828 +2500 val perplexity 1454.9922 +2500 train 7.126624 (lr=2.0000e-04) (hash(x)=23225337) +2501 train 7.288841 (lr=2.0000e-04) (hash(x)=24932950) +2502 train 7.024471 (lr=2.0000e-04) (hash(x)=20022340) +2503 train 7.360908 (lr=2.0000e-04) (hash(x)=23537942) +2504 train 7.258489 (lr=2.0000e-04) (hash(x)=24884288) +2505 train 6.913350 (lr=2.0000e-04) (hash(x)=21296580) +2506 train 7.150337 (lr=2.0000e-04) (hash(x)=23001455) +2507 train 7.453589 (lr=2.0000e-04) (hash(x)=26975313) +2508 train 7.452925 (lr=2.0000e-04) (hash(x)=26029962) +2509 train 7.146572 (lr=2.0000e-04) (hash(x)=24302204) +2510 train 6.877798 (lr=2.0000e-04) (hash(x)=22997203) +2511 train 7.002966 (lr=2.0000e-04) (hash(x)=23748375) +2512 train 7.230854 (lr=2.0000e-04) (hash(x)=24453191) +2513 train 6.942342 (lr=2.0000e-04) (hash(x)=22026776) +2514 train 7.065866 (lr=2.0000e-04) (hash(x)=19934168) +2515 train 7.363587 (lr=2.0000e-04) (hash(x)=25541754) +2516 train 7.703338 (lr=2.0000e-04) (hash(x)=26604471) +2517 train 7.716285 (lr=2.0000e-04) (hash(x)=27900386) +2518 train 7.621788 (lr=2.0000e-04) (hash(x)=26403431) +2519 train 7.617690 (lr=2.0000e-04) (hash(x)=27413825) +2520 train 7.708332 (lr=2.0000e-04) (hash(x)=28332637) +2521 train 7.491441 (lr=2.0000e-04) (hash(x)=27223027) +2522 train 7.485474 (lr=2.0000e-04) (hash(x)=23843387) +2523 train 7.525946 (lr=2.0000e-04) (hash(x)=27075951) +2524 train 7.720306 (lr=2.0000e-04) (hash(x)=29300154) +2525 train 7.332706 (lr=2.0000e-04) (hash(x)=28100582) +2526 train 7.428207 (lr=2.0000e-04) (hash(x)=28051084) +2527 train 7.172570 (lr=2.0000e-04) (hash(x)=21682445) +2528 train 7.354634 (lr=2.0000e-04) (hash(x)=24062589) +2529 train 7.555027 (lr=2.0000e-04) (hash(x)=29616079) +2530 train 7.513089 (lr=2.0000e-04) (hash(x)=25170523) +2531 train 7.097889 (lr=2.0000e-04) (hash(x)=23361504) +2532 train 7.329183 (lr=2.0000e-04) (hash(x)=24444462) +2533 train 7.342163 (lr=2.0000e-04) (hash(x)=24035993) +2534 train 7.289961 (lr=2.0000e-04) (hash(x)=24696651) +2535 train 7.261798 (lr=2.0000e-04) (hash(x)=22040184) +2536 train 7.187033 (lr=2.0000e-04) (hash(x)=27400103) +2537 train 7.501474 (lr=2.0000e-04) (hash(x)=27383080) +2538 train 7.329393 (lr=2.0000e-04) (hash(x)=24212212) +2539 train 7.246068 (lr=2.0000e-04) (hash(x)=23727731) +2540 train 7.377510 (lr=2.0000e-04) (hash(x)=24149487) +2541 train 7.174923 (lr=2.0000e-04) (hash(x)=23794649) +2542 train 7.338487 (lr=2.0000e-04) (hash(x)=26147774) +2543 train 7.454381 (lr=2.0000e-04) (hash(x)=24463229) +2544 train 7.485256 (lr=2.0000e-04) (hash(x)=26361238) +2545 train 7.166683 (lr=2.0000e-04) (hash(x)=18891545) +2546 train 7.616498 (lr=2.0000e-04) (hash(x)=30380438) +2547 train 7.831146 (lr=2.0000e-04) (hash(x)=32663792) +2548 train 7.270155 (lr=2.0000e-04) (hash(x)=25175499) +2549 train 7.459995 (lr=2.0000e-04) (hash(x)=26702407) +2550 val loss 7.3412 +2550 val perplexity 1542.6302 +2550 train 7.253828 (lr=2.0000e-04) (hash(x)=24578061) +2551 train 7.261555 (lr=2.0000e-04) (hash(x)=24091954) +2552 train 7.324251 (lr=2.0000e-04) (hash(x)=23041778) +2553 train 7.142391 (lr=2.0000e-04) (hash(x)=23686239) +2554 train 7.237354 (lr=2.0000e-04) (hash(x)=22745355) +2555 train 7.223523 (lr=2.0000e-04) (hash(x)=23599013) +2556 train 7.128723 (lr=2.0000e-04) (hash(x)=26033088) +2557 train 7.174054 (lr=2.0000e-04) (hash(x)=21634218) +2558 train 7.134502 (lr=2.0000e-04) (hash(x)=20985281) +2559 train 7.417362 (lr=2.0000e-04) (hash(x)=26670219) +2560 train 7.203256 (lr=2.0000e-04) (hash(x)=26499936) +2561 train 7.281839 (lr=2.0000e-04) (hash(x)=23547908) +2562 train 7.113037 (lr=2.0000e-04) (hash(x)=22306373) +2563 train 7.217624 (lr=2.0000e-04) (hash(x)=24380893) +2564 train 7.184647 (lr=2.0000e-04) (hash(x)=23726190) +2565 train 7.208969 (lr=2.0000e-04) (hash(x)=26967512) +2566 train 7.318090 (lr=2.0000e-04) (hash(x)=23414576) +2567 train 7.495361 (lr=2.0000e-04) (hash(x)=25558986) +2568 train 7.407598 (lr=2.0000e-04) (hash(x)=27057505) +2569 train 7.372423 (lr=2.0000e-04) (hash(x)=26048135) +2570 train 7.361229 (lr=2.0000e-04) (hash(x)=26991032) +2571 train 7.404084 (lr=2.0000e-04) (hash(x)=25729492) +2572 train 7.003545 (lr=2.0000e-04) (hash(x)=20611723) +2573 train 7.086905 (lr=2.0000e-04) (hash(x)=24563606) +2574 train 7.124260 (lr=2.0000e-04) (hash(x)=23330043) +2575 train 7.278046 (lr=2.0000e-04) (hash(x)=19218943) +2576 train 7.579477 (lr=2.0000e-04) (hash(x)=20985122) +2577 train 7.118044 (lr=2.0000e-04) (hash(x)=24133609) +2578 train 7.473862 (lr=2.0000e-04) (hash(x)=28368610) +2579 train 7.277354 (lr=2.0000e-04) (hash(x)=23952206) +2580 train 7.161303 (lr=2.0000e-04) (hash(x)=23068957) +2581 train 7.258064 (lr=2.0000e-04) (hash(x)=25365277) +2582 train 7.584461 (lr=2.0000e-04) (hash(x)=24721184) +2583 train 7.271975 (lr=2.0000e-04) (hash(x)=24551402) +2584 train 7.004065 (lr=2.0000e-04) (hash(x)=20469327) +2585 train 7.431561 (lr=2.0000e-04) (hash(x)=24966478) +2586 train 7.132260 (lr=2.0000e-04) (hash(x)=18626184) +2587 train 7.173042 (lr=2.0000e-04) (hash(x)=24007642) +2588 train 7.172061 (lr=2.0000e-04) (hash(x)=23521875) +2589 train 7.329004 (lr=2.0000e-04) (hash(x)=25204207) +2590 train 7.157599 (lr=2.0000e-04) (hash(x)=25449801) +2591 train 7.366267 (lr=2.0000e-04) (hash(x)=25229281) +2592 train 7.201650 (lr=2.0000e-04) (hash(x)=23202696) +2593 train 7.093823 (lr=2.0000e-04) (hash(x)=22435944) +2594 train 7.057113 (lr=2.0000e-04) (hash(x)=20787439) +2595 train 6.788438 (lr=2.0000e-04) (hash(x)=18214283) +2596 train 6.910416 (lr=2.0000e-04) (hash(x)=20851477) +2597 train 6.910338 (lr=2.0000e-04) (hash(x)=20609675) +2598 train 7.025318 (lr=2.0000e-04) (hash(x)=20061218) +2599 train 7.058481 (lr=2.0000e-04) (hash(x)=21251127) +2600 val loss 7.3247 +2600 val perplexity 1517.2708 +2600 train 7.526451 (lr=2.0000e-04) (hash(x)=30948038) +2601 train 7.786864 (lr=2.0000e-04) (hash(x)=32279160) +2602 train 7.452336 (lr=2.0000e-04) (hash(x)=26607151) +2603 train 7.304542 (lr=2.0000e-04) (hash(x)=25097619) +2604 train 6.887105 (lr=2.0000e-04) (hash(x)=20892421) +2605 train 7.104366 (lr=2.0000e-04) (hash(x)=22212821) +2606 train 7.336877 (lr=2.0000e-04) (hash(x)=24720588) +2607 train 7.335033 (lr=2.0000e-04) (hash(x)=25800857) +2608 train 7.240878 (lr=2.0000e-04) (hash(x)=22901279) +2609 train 7.078191 (lr=2.0000e-04) (hash(x)=20921910) +2610 train 7.298790 (lr=2.0000e-04) (hash(x)=24846267) +2611 train 7.188371 (lr=2.0000e-04) (hash(x)=22918428) +2612 train 7.112325 (lr=2.0000e-04) (hash(x)=22805901) +2613 train 7.319742 (lr=2.0000e-04) (hash(x)=24345816) +2614 train 7.117107 (lr=2.0000e-04) (hash(x)=22962012) +2615 train 7.384168 (lr=2.0000e-04) (hash(x)=25836189) +2616 train 7.446988 (lr=2.0000e-04) (hash(x)=27922916) +2617 train 7.201553 (lr=2.0000e-04) (hash(x)=21697866) +2618 train 7.163573 (lr=2.0000e-04) (hash(x)=24283369) +2619 train 7.119262 (lr=2.0000e-04) (hash(x)=24504567) +2620 train 7.188171 (lr=2.0000e-04) (hash(x)=25557725) +2621 train 7.235657 (lr=2.0000e-04) (hash(x)=23135849) +2622 train 7.165936 (lr=2.0000e-04) (hash(x)=22888908) +2623 train 7.346147 (lr=2.0000e-04) (hash(x)=25999255) +2624 train 7.201897 (lr=2.0000e-04) (hash(x)=24446851) +2625 train 6.949047 (lr=2.0000e-04) (hash(x)=21137520) +2626 train 7.292308 (lr=2.0000e-04) (hash(x)=26245754) +2627 train 7.561121 (lr=2.0000e-04) (hash(x)=27308968) +2628 train 7.298753 (lr=2.0000e-04) (hash(x)=23961169) +2629 train 7.265312 (lr=2.0000e-04) (hash(x)=25924731) +2630 train 7.376958 (lr=2.0000e-04) (hash(x)=25782315) +2631 train 7.470068 (lr=2.0000e-04) (hash(x)=20149394) +2632 train 7.481342 (lr=2.0000e-04) (hash(x)=23801981) +2633 train 7.292606 (lr=2.0000e-04) (hash(x)=23830286) +2634 train 7.211847 (lr=2.0000e-04) (hash(x)=25325236) +2635 train 7.200025 (lr=2.0000e-04) (hash(x)=24498556) +2636 train 7.166536 (lr=2.0000e-04) (hash(x)=23693078) +2637 train 7.327122 (lr=2.0000e-04) (hash(x)=25484922) +2638 train 7.072297 (lr=2.0000e-04) (hash(x)=22645025) +2639 train 7.000609 (lr=2.0000e-04) (hash(x)=21999338) +2640 train 7.206798 (lr=2.0000e-04) (hash(x)=21758019) +2641 train 7.152921 (lr=2.0000e-04) (hash(x)=24064168) +2642 train 7.211761 (lr=2.0000e-04) (hash(x)=26847292) +2643 train 7.027322 (lr=2.0000e-04) (hash(x)=23280568) +2644 train 7.100723 (lr=2.0000e-04) (hash(x)=21749161) +2645 train 7.680167 (lr=2.0000e-04) (hash(x)=30082352) +2646 train 7.547681 (lr=2.0000e-04) (hash(x)=28334297) +2647 train 7.643965 (lr=2.0000e-04) (hash(x)=27611302) +2648 train 7.990535 (lr=2.0000e-04) (hash(x)=31007436) +2649 train 7.118412 (lr=2.0000e-04) (hash(x)=22356183) +2650 val loss 7.3625 +2650 val perplexity 1575.8075 +2650 train 7.138275 (lr=2.0000e-04) (hash(x)=23071731) +2651 train 7.149052 (lr=2.0000e-04) (hash(x)=23982308) +2652 train 7.444664 (lr=2.0000e-04) (hash(x)=25673823) +2653 train 7.263428 (lr=2.0000e-04) (hash(x)=22973788) +2654 train 7.382614 (lr=2.0000e-04) (hash(x)=25386647) +2655 train 7.153966 (lr=2.0000e-04) (hash(x)=22778356) +2656 train 7.295613 (lr=2.0000e-04) (hash(x)=26669130) +2657 train 7.028716 (lr=2.0000e-04) (hash(x)=23542930) +2658 train 7.179434 (lr=2.0000e-04) (hash(x)=23307871) +2659 train 7.152245 (lr=2.0000e-04) (hash(x)=23467046) +2660 train 7.277184 (lr=2.0000e-04) (hash(x)=24728872) +2661 train 7.939242 (lr=2.0000e-04) (hash(x)=29719902) +2662 train 7.198595 (lr=2.0000e-04) (hash(x)=25114165) +2663 train 7.116121 (lr=2.0000e-04) (hash(x)=24195959) +2664 train 7.358346 (lr=2.0000e-04) (hash(x)=26938509) +2665 train 7.442580 (lr=2.0000e-04) (hash(x)=27168434) +2666 train 7.588743 (lr=2.0000e-04) (hash(x)=27488221) +2667 train 8.295552 (lr=2.0000e-04) (hash(x)=32710438) +2668 train 7.478246 (lr=2.0000e-04) (hash(x)=25073185) +2669 train 7.483495 (lr=2.0000e-04) (hash(x)=26951664) +2670 train 7.620831 (lr=2.0000e-04) (hash(x)=24886228) +2671 train 7.212498 (lr=2.0000e-04) (hash(x)=19127465) +2672 train 7.375986 (lr=2.0000e-04) (hash(x)=27134917) +2673 train 7.283209 (lr=2.0000e-04) (hash(x)=25673955) +2674 train 7.814054 (lr=2.0000e-04) (hash(x)=27111776) +2675 train 7.692002 (lr=2.0000e-04) (hash(x)=28962580) +2676 train 7.275159 (lr=2.0000e-04) (hash(x)=25593381) +2677 train 7.337073 (lr=2.0000e-04) (hash(x)=25238916) +2678 train 7.248554 (lr=2.0000e-04) (hash(x)=27453574) +2679 train 7.199306 (lr=2.0000e-04) (hash(x)=22426274) +2680 train 7.222459 (lr=2.0000e-04) (hash(x)=22974780) +2681 train 7.244797 (lr=2.0000e-04) (hash(x)=24668644) +2682 train 7.237894 (lr=2.0000e-04) (hash(x)=26182084) +2683 train 7.417656 (lr=2.0000e-04) (hash(x)=25606512) +2684 train 7.252989 (lr=2.0000e-04) (hash(x)=24885252) +2685 train 7.068031 (lr=2.0000e-04) (hash(x)=21290254) +2686 train 6.991455 (lr=2.0000e-04) (hash(x)=21367078) +2687 train 7.199189 (lr=2.0000e-04) (hash(x)=23785205) +2688 train 7.119291 (lr=2.0000e-04) (hash(x)=24640056) +2689 train 7.522228 (lr=2.0000e-04) (hash(x)=27083886) +2690 train 7.205577 (lr=2.0000e-04) (hash(x)=23603571) +2691 train 7.288701 (lr=2.0000e-04) (hash(x)=24779414) +2692 train 7.014050 (lr=2.0000e-04) (hash(x)=22200693) +2693 train 7.404216 (lr=2.0000e-04) (hash(x)=26907868) +2694 train 7.671017 (lr=2.0000e-04) (hash(x)=32034827) +2695 train 7.532805 (lr=2.0000e-04) (hash(x)=28505676) +2696 train 7.115583 (lr=2.0000e-04) (hash(x)=23805750) +2697 train 7.427880 (lr=2.0000e-04) (hash(x)=29804750) +2698 train 7.691707 (lr=2.0000e-04) (hash(x)=28443583) +2699 train 7.620454 (lr=2.0000e-04) (hash(x)=29156288) +2700 val loss 7.3015 +2700 val perplexity 1482.5776 +2700 train 7.384080 (lr=2.0000e-04) (hash(x)=25895743) +2701 train 6.934870 (lr=2.0000e-04) (hash(x)=21173795) +2702 train 6.825042 (lr=2.0000e-04) (hash(x)=20790866) +2703 train 7.401485 (lr=2.0000e-04) (hash(x)=27706477) +2704 train 7.605699 (lr=2.0000e-04) (hash(x)=30358985) +2705 train 7.171857 (lr=2.0000e-04) (hash(x)=23548492) +2706 train 7.310796 (lr=2.0000e-04) (hash(x)=25879696) +2707 train 7.142272 (lr=2.0000e-04) (hash(x)=23711800) +2708 train 7.699878 (lr=2.0000e-04) (hash(x)=28763123) +2709 train 7.279889 (lr=2.0000e-04) (hash(x)=23327642) +2710 train 7.354151 (lr=2.0000e-04) (hash(x)=25634166) +2711 train 7.267771 (lr=2.0000e-04) (hash(x)=28684175) +2712 train 7.371089 (lr=2.0000e-04) (hash(x)=23996278) +2713 train 6.998651 (lr=2.0000e-04) (hash(x)=21795980) +2714 train 7.318963 (lr=2.0000e-04) (hash(x)=24840769) +2715 train 7.268691 (lr=2.0000e-04) (hash(x)=25225466) +2716 train 7.536597 (lr=2.0000e-04) (hash(x)=27500471) +2717 train 7.264347 (lr=2.0000e-04) (hash(x)=24703036) +2718 train 7.364372 (lr=2.0000e-04) (hash(x)=24294293) +2719 train 7.313551 (lr=2.0000e-04) (hash(x)=28003600) +2720 train 7.067038 (lr=2.0000e-04) (hash(x)=22822962) +2721 train 7.012300 (lr=2.0000e-04) (hash(x)=24189246) +2722 train 7.096055 (lr=2.0000e-04) (hash(x)=22608951) +2723 train 7.842371 (lr=2.0000e-04) (hash(x)=27989890) +2724 train 7.438549 (lr=2.0000e-04) (hash(x)=24175838) +2725 train 7.265100 (lr=2.0000e-04) (hash(x)=24781792) +2726 train 7.116763 (lr=2.0000e-04) (hash(x)=23413276) +2727 train 7.556532 (lr=2.0000e-04) (hash(x)=27586845) +2728 train 7.347927 (lr=2.0000e-04) (hash(x)=27336264) +2729 train 7.419450 (lr=2.0000e-04) (hash(x)=26808464) +2730 train 7.181264 (lr=2.0000e-04) (hash(x)=22312009) +2731 train 7.294212 (lr=2.0000e-04) (hash(x)=22373927) +2732 train 7.200687 (lr=2.0000e-04) (hash(x)=23428834) +2733 train 7.210988 (lr=2.0000e-04) (hash(x)=25304441) +2734 train 7.214079 (lr=2.0000e-04) (hash(x)=24798164) +2735 train 7.018395 (lr=2.0000e-04) (hash(x)=21176405) +2736 train 7.110126 (lr=2.0000e-04) (hash(x)=22343075) +2737 train 7.195271 (lr=2.0000e-04) (hash(x)=23825332) +2738 train 7.221452 (lr=2.0000e-04) (hash(x)=24191865) +2739 train 7.040610 (lr=2.0000e-04) (hash(x)=23806052) +2740 train 7.086702 (lr=2.0000e-04) (hash(x)=21764591) +2741 train 7.233318 (lr=2.0000e-04) (hash(x)=25548695) +2742 train 7.455134 (lr=2.0000e-04) (hash(x)=26847535) +2743 train 7.161790 (lr=2.0000e-04) (hash(x)=25888433) +2744 train 7.133586 (lr=2.0000e-04) (hash(x)=24327454) +2745 train 7.046318 (lr=2.0000e-04) (hash(x)=22543301) +2746 train 7.481361 (lr=2.0000e-04) (hash(x)=24593022) +2747 train 8.035683 (lr=2.0000e-04) (hash(x)=27797727) +2748 train 7.498477 (lr=2.0000e-04) (hash(x)=28067682) +2749 train 7.163757 (lr=2.0000e-04) (hash(x)=25278538) +2750 val loss 7.2998 +2750 val perplexity 1480.0461 +2750 train 7.085913 (lr=2.0000e-04) (hash(x)=23875731) +2751 train 7.269084 (lr=2.0000e-04) (hash(x)=27916982) +2752 train 7.249668 (lr=2.0000e-04) (hash(x)=25726799) +2753 train 7.094198 (lr=2.0000e-04) (hash(x)=25227141) +2754 train 7.372544 (lr=2.0000e-04) (hash(x)=27679212) +2755 train 6.975667 (lr=2.0000e-04) (hash(x)=24621793) +2756 train 6.969255 (lr=2.0000e-04) (hash(x)=21962296) +2757 train 7.310913 (lr=2.0000e-04) (hash(x)=24899679) +2758 train 7.036595 (lr=2.0000e-04) (hash(x)=21452158) +2759 train 7.120223 (lr=2.0000e-04) (hash(x)=24334708) +2760 train 7.358632 (lr=2.0000e-04) (hash(x)=25523041) +2761 train 7.458749 (lr=2.0000e-04) (hash(x)=30389813) +2762 train 7.058458 (lr=2.0000e-04) (hash(x)=22426014) +2763 train 7.163072 (lr=2.0000e-04) (hash(x)=24419143) +2764 train 7.231205 (lr=2.0000e-04) (hash(x)=24850536) +2765 train 7.293863 (lr=2.0000e-04) (hash(x)=24181393) +2766 train 6.851687 (lr=2.0000e-04) (hash(x)=18882503) +2767 train 7.282637 (lr=2.0000e-04) (hash(x)=25617709) +2768 train 7.224690 (lr=2.0000e-04) (hash(x)=24076662) +2769 train 7.135215 (lr=2.0000e-04) (hash(x)=21656802) +2770 train 7.094361 (lr=2.0000e-04) (hash(x)=21014265) +2771 train 7.228020 (lr=2.0000e-04) (hash(x)=24556034) +2772 train 7.051691 (lr=2.0000e-04) (hash(x)=22046665) +2773 train 7.305231 (lr=2.0000e-04) (hash(x)=26761579) +2774 train 8.789321 (lr=2.0000e-04) (hash(x)=41414315) +2775 train 7.190563 (lr=2.0000e-04) (hash(x)=25152362) +2776 train 7.379361 (lr=2.0000e-04) (hash(x)=25567641) +2777 train 7.260490 (lr=2.0000e-04) (hash(x)=25427935) +2778 train 7.382587 (lr=2.0000e-04) (hash(x)=25824457) +2779 train 7.287637 (lr=2.0000e-04) (hash(x)=24326376) +2780 train 7.301308 (lr=2.0000e-04) (hash(x)=27447230) +2781 train 7.146601 (lr=2.0000e-04) (hash(x)=24003710) +2782 train 7.052142 (lr=2.0000e-04) (hash(x)=24157390) +2783 train 7.181906 (lr=2.0000e-04) (hash(x)=24276512) +2784 train 6.993516 (lr=2.0000e-04) (hash(x)=21503752) +2785 train 6.882564 (lr=2.0000e-04) (hash(x)=20031488) +2786 train 6.983485 (lr=2.0000e-04) (hash(x)=21788715) +2787 train 7.133649 (lr=2.0000e-04) (hash(x)=24344695) +2788 train 7.240347 (lr=2.0000e-04) (hash(x)=22927763) +2789 train 7.109254 (lr=2.0000e-04) (hash(x)=23710755) +2790 train 7.318158 (lr=2.0000e-04) (hash(x)=26924620) +2791 train 7.627759 (lr=2.0000e-04) (hash(x)=26776133) +2792 train 7.085561 (lr=2.0000e-04) (hash(x)=19936770) +2793 train 7.255436 (lr=2.0000e-04) (hash(x)=25440959) +2794 train 7.243839 (lr=2.0000e-04) (hash(x)=25146097) +2795 train 7.056570 (lr=2.0000e-04) (hash(x)=21847282) +2796 train 7.268888 (lr=2.0000e-04) (hash(x)=25639784) +2797 train 7.069101 (lr=2.0000e-04) (hash(x)=21199921) +2798 train 7.223857 (lr=2.0000e-04) (hash(x)=22360806) +2799 train 6.716404 (lr=2.0000e-04) (hash(x)=20254159) +2800 val loss 7.3283 +2800 val perplexity 1522.7661 +2800 train 6.849973 (lr=2.0000e-04) (hash(x)=23348345) +2801 train 7.415503 (lr=2.0000e-04) (hash(x)=24908033) +2802 train 7.162971 (lr=2.0000e-04) (hash(x)=23350309) +2803 train 7.256458 (lr=2.0000e-04) (hash(x)=25044762) +2804 train 7.131299 (lr=2.0000e-04) (hash(x)=24071026) +2805 train 6.930749 (lr=2.0000e-04) (hash(x)=22169363) +2806 train 7.179259 (lr=2.0000e-04) (hash(x)=23757564) +2807 train 7.627027 (lr=2.0000e-04) (hash(x)=27873855) +2808 train 7.386634 (lr=2.0000e-04) (hash(x)=26577893) +2809 train 7.439241 (lr=2.0000e-04) (hash(x)=27001634) +2810 train 7.187665 (lr=2.0000e-04) (hash(x)=24796541) +2811 train 7.095950 (lr=2.0000e-04) (hash(x)=22575615) +2812 train 7.172246 (lr=2.0000e-04) (hash(x)=25876475) +2813 train 7.227587 (lr=2.0000e-04) (hash(x)=24765155) +2814 train 7.194106 (lr=2.0000e-04) (hash(x)=25785699) +2815 train 7.382526 (lr=2.0000e-04) (hash(x)=25113614) +2816 train 7.191338 (lr=2.0000e-04) (hash(x)=24415748) +2817 train 7.317721 (lr=2.0000e-04) (hash(x)=25140622) +2818 train 7.202964 (lr=2.0000e-04) (hash(x)=24845866) +2819 train 7.666570 (lr=2.0000e-04) (hash(x)=28062905) +2820 train 7.210566 (lr=2.0000e-04) (hash(x)=22041086) +2821 train 7.297251 (lr=2.0000e-04) (hash(x)=24957184) +2822 train 7.183986 (lr=2.0000e-04) (hash(x)=24360380) +2823 train 7.335645 (lr=2.0000e-04) (hash(x)=26192886) +2824 train 7.223492 (lr=2.0000e-04) (hash(x)=25001858) +2825 train 7.214605 (lr=2.0000e-04) (hash(x)=24721193) +2826 train 7.292708 (lr=2.0000e-04) (hash(x)=26186227) +2827 train 7.226590 (lr=2.0000e-04) (hash(x)=25770338) +2828 train 7.303395 (lr=2.0000e-04) (hash(x)=25920767) +2829 train 7.234056 (lr=2.0000e-04) (hash(x)=25060684) +2830 train 6.937293 (lr=2.0000e-04) (hash(x)=22933946) +2831 train 7.109163 (lr=2.0000e-04) (hash(x)=24614912) +2832 train 6.876350 (lr=2.0000e-04) (hash(x)=19955522) +2833 train 6.933496 (lr=2.0000e-04) (hash(x)=21111215) +2834 train 7.717926 (lr=2.0000e-04) (hash(x)=28817924) +2835 train 7.274604 (lr=2.0000e-04) (hash(x)=26934071) +2836 train 7.212846 (lr=2.0000e-04) (hash(x)=24768851) +2837 train 7.188508 (lr=2.0000e-04) (hash(x)=25706447) +2838 train 7.002294 (lr=2.0000e-04) (hash(x)=19579834) +2839 train 7.240383 (lr=2.0000e-04) (hash(x)=25397093) +2840 train 7.639177 (lr=2.0000e-04) (hash(x)=27902141) +2841 train 7.290851 (lr=2.0000e-04) (hash(x)=25383069) +2842 train 7.079341 (lr=2.0000e-04) (hash(x)=22007373) +2843 train 7.175412 (lr=2.0000e-04) (hash(x)=25925963) +2844 train 7.205170 (lr=2.0000e-04) (hash(x)=25711128) +2845 train 7.004117 (lr=2.0000e-04) (hash(x)=21881216) +2846 train 7.097823 (lr=2.0000e-04) (hash(x)=20277075) +2847 train 7.124231 (lr=2.0000e-04) (hash(x)=19811802) +2848 train 7.092168 (lr=2.0000e-04) (hash(x)=23878906) +2849 train 7.350553 (lr=2.0000e-04) (hash(x)=25034966) +2850 val loss 7.2872 +2850 val perplexity 1461.5216 +2850 train 7.364855 (lr=2.0000e-04) (hash(x)=24359507) +2851 train 7.115983 (lr=2.0000e-04) (hash(x)=23248423) +2852 train 7.104689 (lr=2.0000e-04) (hash(x)=21782773) +2853 train 7.225252 (lr=2.0000e-04) (hash(x)=23804418) +2854 train 7.286876 (lr=2.0000e-04) (hash(x)=22525078) +2855 train 7.264839 (lr=2.0000e-04) (hash(x)=25579655) +2856 train 7.351592 (lr=2.0000e-04) (hash(x)=27048876) +2857 train 7.496197 (lr=2.0000e-04) (hash(x)=26468479) +2858 train 7.186015 (lr=2.0000e-04) (hash(x)=23854933) +2859 train 7.510968 (lr=2.0000e-04) (hash(x)=25537603) +2860 train 6.954980 (lr=2.0000e-04) (hash(x)=20979252) +2861 train 7.515438 (lr=2.0000e-04) (hash(x)=26504374) +2862 train 7.319561 (lr=2.0000e-04) (hash(x)=27561842) +2863 train 7.310013 (lr=2.0000e-04) (hash(x)=26096514) +2864 train 7.334775 (lr=2.0000e-04) (hash(x)=25926899) +2865 train 7.375734 (lr=2.0000e-04) (hash(x)=26058348) +2866 train 7.390757 (lr=2.0000e-04) (hash(x)=29802259) +2867 train 7.297661 (lr=2.0000e-04) (hash(x)=24132888) +2868 train 6.990552 (lr=2.0000e-04) (hash(x)=23369410) +2869 train 7.198834 (lr=2.0000e-04) (hash(x)=25387506) +2870 train 7.407739 (lr=2.0000e-04) (hash(x)=27375344) +2871 train 7.127755 (lr=2.0000e-04) (hash(x)=22589633) +2872 train 7.278317 (lr=2.0000e-04) (hash(x)=23250237) +2873 train 7.221443 (lr=2.0000e-04) (hash(x)=25511322) +2874 train 6.808307 (lr=2.0000e-04) (hash(x)=18356418) +2875 train 7.279662 (lr=2.0000e-04) (hash(x)=27781566) +2876 train 7.133516 (lr=2.0000e-04) (hash(x)=24878173) +2877 train 7.550821 (lr=2.0000e-04) (hash(x)=30018637) +2878 train 7.422620 (lr=2.0000e-04) (hash(x)=27168416) +2879 train 7.431900 (lr=2.0000e-04) (hash(x)=26757147) +2880 train 7.464105 (lr=2.0000e-04) (hash(x)=26637081) +2881 train 7.329652 (lr=2.0000e-04) (hash(x)=24795024) +2882 train 7.521744 (lr=2.0000e-04) (hash(x)=29787745) +2883 train 7.380916 (lr=2.0000e-04) (hash(x)=26649864) +2884 train 7.246526 (lr=2.0000e-04) (hash(x)=27306612) +2885 train 7.341550 (lr=2.0000e-04) (hash(x)=27568311) +2886 train 7.401281 (lr=2.0000e-04) (hash(x)=27440150) +2887 train 7.096971 (lr=2.0000e-04) (hash(x)=24963730) +2888 train 7.130001 (lr=2.0000e-04) (hash(x)=23619807) +2889 train 7.620036 (lr=2.0000e-04) (hash(x)=29447356) +2890 train 7.170563 (lr=2.0000e-04) (hash(x)=25144675) +2891 train 7.083300 (lr=2.0000e-04) (hash(x)=25249959) +2892 train 7.075231 (lr=2.0000e-04) (hash(x)=26608712) +2893 train 7.107670 (lr=2.0000e-04) (hash(x)=26333258) +2894 train 6.913184 (lr=2.0000e-04) (hash(x)=20682182) +2895 train 7.331609 (lr=2.0000e-04) (hash(x)=27703124) +2896 train 7.164211 (lr=2.0000e-04) (hash(x)=23228180) +2897 train 7.067755 (lr=2.0000e-04) (hash(x)=25252411) +2898 train 7.031429 (lr=2.0000e-04) (hash(x)=22879178) +2899 train 7.294662 (lr=2.0000e-04) (hash(x)=26459082) +2900 val loss 7.2773 +2900 val perplexity 1447.0444 +2900 train 7.114202 (lr=2.0000e-04) (hash(x)=24569501) +2901 train 6.880341 (lr=2.0000e-04) (hash(x)=19803884) +2902 train 6.959146 (lr=2.0000e-04) (hash(x)=18799747) +2903 train 7.226007 (lr=2.0000e-04) (hash(x)=24781713) +2904 train 7.353137 (lr=2.0000e-04) (hash(x)=25016590) +2905 train 7.579628 (lr=2.0000e-04) (hash(x)=29006906) +2906 train 7.320928 (lr=2.0000e-04) (hash(x)=24069959) +2907 train 7.480203 (lr=2.0000e-04) (hash(x)=26597693) +2908 train 7.068643 (lr=2.0000e-04) (hash(x)=25014146) +2909 train 7.288305 (lr=2.0000e-04) (hash(x)=24943747) +2910 train 7.210179 (lr=2.0000e-04) (hash(x)=27847542) +2911 train 7.161088 (lr=2.0000e-04) (hash(x)=24720476) +2912 train 7.058792 (lr=2.0000e-04) (hash(x)=24388804) +2913 train 7.165398 (lr=2.0000e-04) (hash(x)=23567535) +2914 train 7.459160 (lr=2.0000e-04) (hash(x)=29673625) +2915 train 7.218687 (lr=2.0000e-04) (hash(x)=23691295) +2916 train 7.596881 (lr=2.0000e-04) (hash(x)=26572819) +2917 train 7.245789 (lr=2.0000e-04) (hash(x)=23237812) +2918 train 7.458663 (lr=2.0000e-04) (hash(x)=26531016) +2919 train 7.025937 (lr=2.0000e-04) (hash(x)=23481301) +2920 train 7.272996 (lr=2.0000e-04) (hash(x)=24839184) +2921 train 7.101587 (lr=2.0000e-04) (hash(x)=23327755) +2922 train 7.340825 (lr=2.0000e-04) (hash(x)=26347114) +2923 train 7.027116 (lr=2.0000e-04) (hash(x)=23295676) +2924 train 7.102486 (lr=2.0000e-04) (hash(x)=24557178) +2925 train 7.166692 (lr=2.0000e-04) (hash(x)=26067788) +2926 train 7.128864 (lr=2.0000e-04) (hash(x)=25694982) +2927 train 7.198032 (lr=2.0000e-04) (hash(x)=25641033) +2928 train 7.261949 (lr=2.0000e-04) (hash(x)=24906422) +2929 train 7.448257 (lr=2.0000e-04) (hash(x)=27803515) +2930 train 7.388127 (lr=2.0000e-04) (hash(x)=26208803) +2931 train 6.897560 (lr=2.0000e-04) (hash(x)=22441379) +2932 train 7.147199 (lr=2.0000e-04) (hash(x)=24741626) +2933 train 7.015594 (lr=2.0000e-04) (hash(x)=24595257) +2934 train 7.069977 (lr=2.0000e-04) (hash(x)=23939167) +2935 train 7.347534 (lr=2.0000e-04) (hash(x)=27369437) +2936 train 7.002254 (lr=2.0000e-04) (hash(x)=21409783) +2937 train 7.282248 (lr=2.0000e-04) (hash(x)=25923735) +2938 train 7.267355 (lr=2.0000e-04) (hash(x)=29559511) +2939 train 7.150731 (lr=2.0000e-04) (hash(x)=24482272) +2940 train 7.121828 (lr=2.0000e-04) (hash(x)=24767658) +2941 train 7.327152 (lr=2.0000e-04) (hash(x)=26425020) +2942 train 7.645206 (lr=2.0000e-04) (hash(x)=27444868) +2943 train 7.174085 (lr=2.0000e-04) (hash(x)=24760900) +2944 train 7.269329 (lr=2.0000e-04) (hash(x)=25605407) +2945 train 7.046843 (lr=2.0000e-04) (hash(x)=22886951) +2946 train 7.371934 (lr=2.0000e-04) (hash(x)=26112205) +2947 train 7.194036 (lr=2.0000e-04) (hash(x)=23919156) +2948 train 7.155522 (lr=2.0000e-04) (hash(x)=23729312) +2949 train 7.482081 (lr=2.0000e-04) (hash(x)=30440878) +2950 val loss 7.2653 +2950 val perplexity 1429.7515 +2950 train 6.878001 (lr=2.0000e-04) (hash(x)=20004041) +2951 train 6.861076 (lr=2.0000e-04) (hash(x)=21692546) +2952 train 6.928784 (lr=2.0000e-04) (hash(x)=23021681) +2953 train 7.300385 (lr=2.0000e-04) (hash(x)=26663597) +2954 train 7.157234 (lr=2.0000e-04) (hash(x)=23727385) +2955 train 7.163060 (lr=2.0000e-04) (hash(x)=27692087) +2956 train 7.181973 (lr=2.0000e-04) (hash(x)=24003378) +2957 train 7.807416 (lr=2.0000e-04) (hash(x)=29534673) +2958 train 7.085582 (lr=2.0000e-04) (hash(x)=22875068) +2959 train 7.088469 (lr=2.0000e-04) (hash(x)=22720391) +2960 train 6.893813 (lr=2.0000e-04) (hash(x)=17997400) +2961 train 7.067777 (lr=2.0000e-04) (hash(x)=22853822) +2962 train 7.146484 (lr=2.0000e-04) (hash(x)=25238004) +2963 train 7.237926 (lr=2.0000e-04) (hash(x)=26146560) +2964 train 7.333618 (lr=2.0000e-04) (hash(x)=21894867) +2965 train 7.330148 (lr=2.0000e-04) (hash(x)=23001150) +2966 train 7.070648 (lr=2.0000e-04) (hash(x)=23392923) +2967 train 7.136757 (lr=2.0000e-04) (hash(x)=24376979) +2968 train 7.087459 (lr=2.0000e-04) (hash(x)=23781449) +2969 train 7.265989 (lr=2.0000e-04) (hash(x)=25315495) +2970 train 7.381879 (lr=2.0000e-04) (hash(x)=27165470) +2971 train 7.179351 (lr=2.0000e-04) (hash(x)=22917712) +2972 train 7.523113 (lr=2.0000e-04) (hash(x)=27928456) +2973 train 7.062791 (lr=2.0000e-04) (hash(x)=19890855) +2974 train 6.965890 (lr=2.0000e-04) (hash(x)=21318134) +2975 train 7.041730 (lr=2.0000e-04) (hash(x)=22244509) +2976 train 6.928201 (lr=2.0000e-04) (hash(x)=21293137) +2977 train 7.091238 (lr=2.0000e-04) (hash(x)=23465789) +2978 train 7.024667 (lr=2.0000e-04) (hash(x)=21169753) +2979 train 7.426157 (lr=2.0000e-04) (hash(x)=25243385) +2980 train 7.454919 (lr=2.0000e-04) (hash(x)=27465812) +2981 train 7.173201 (lr=2.0000e-04) (hash(x)=24615492) +2982 train 7.106901 (lr=2.0000e-04) (hash(x)=23081307) +2983 train 6.883436 (lr=2.0000e-04) (hash(x)=21831960) +2984 train 7.009193 (lr=2.0000e-04) (hash(x)=23242850) +2985 train 7.129908 (lr=2.0000e-04) (hash(x)=24308188) +2986 train 7.299957 (lr=2.0000e-04) (hash(x)=28541601) +2987 train 7.195760 (lr=2.0000e-04) (hash(x)=24842373) +2988 train 6.920972 (lr=2.0000e-04) (hash(x)=21967126) +2989 train 7.110793 (lr=2.0000e-04) (hash(x)=22951616) +2990 train 7.204457 (lr=2.0000e-04) (hash(x)=24325714) +2991 train 7.040999 (lr=2.0000e-04) (hash(x)=24921535) +2992 train 7.246124 (lr=2.0000e-04) (hash(x)=25937112) +2993 train 6.948382 (lr=2.0000e-04) (hash(x)=20716218) +2994 train 7.208214 (lr=2.0000e-04) (hash(x)=25450724) +2995 train 7.146178 (lr=2.0000e-04) (hash(x)=24344615) +2996 train 6.899628 (lr=2.0000e-04) (hash(x)=20299058) +2997 train 7.149094 (lr=2.0000e-04) (hash(x)=23859426) +2998 train 7.143414 (lr=2.0000e-04) (hash(x)=23094397) +2999 train 7.402086 (lr=2.0000e-04) (hash(x)=25381251) +3000 val loss 7.2589 +3000 val perplexity 1420.7318 +3000 train 7.142190 (lr=2.0000e-04) (hash(x)=23586527) +3001 train 7.036164 (lr=2.0000e-04) (hash(x)=24220410) +3002 train 6.919427 (lr=2.0000e-04) (hash(x)=20597347) +3003 train 7.047784 (lr=2.0000e-04) (hash(x)=22887303) +3004 train 7.316344 (lr=2.0000e-04) (hash(x)=25869462) +3005 train 7.091587 (lr=2.0000e-04) (hash(x)=22098530) +3006 train 7.349056 (lr=2.0000e-04) (hash(x)=26246291) +3007 train 7.280885 (lr=2.0000e-04) (hash(x)=25687352) +3008 train 7.015497 (lr=2.0000e-04) (hash(x)=25425646) +3009 train 7.219841 (lr=2.0000e-04) (hash(x)=26021124) +3010 train 7.236169 (lr=2.0000e-04) (hash(x)=25392057) +3011 train 7.350626 (lr=2.0000e-04) (hash(x)=27791412) +3012 train 7.166966 (lr=2.0000e-04) (hash(x)=23181098) +3013 train 7.198421 (lr=2.0000e-04) (hash(x)=25521889) +3014 train 7.016490 (lr=2.0000e-04) (hash(x)=21685795) +3015 train 7.099297 (lr=2.0000e-04) (hash(x)=25221654) +3016 train 7.336721 (lr=2.0000e-04) (hash(x)=24888744) +3017 train 7.252205 (lr=2.0000e-04) (hash(x)=24200150) +3018 train 7.193266 (lr=2.0000e-04) (hash(x)=26943942) +3019 train 7.186416 (lr=2.0000e-04) (hash(x)=23243731) +3020 train 7.066551 (lr=2.0000e-04) (hash(x)=21068284) +3021 train 7.253819 (lr=2.0000e-04) (hash(x)=23876902) +3022 train 7.425865 (lr=2.0000e-04) (hash(x)=25337639) +3023 train 7.357563 (lr=2.0000e-04) (hash(x)=24469863) +3024 train 7.754997 (lr=2.0000e-04) (hash(x)=27850876) +3025 train 7.624130 (lr=2.0000e-04) (hash(x)=20515778) +3026 train 7.450575 (lr=2.0000e-04) (hash(x)=29019173) +3027 train 7.125395 (lr=2.0000e-04) (hash(x)=22484936) +3028 train 7.202132 (lr=2.0000e-04) (hash(x)=24639400) +3029 train 7.412933 (lr=2.0000e-04) (hash(x)=26835174) +3030 train 7.459728 (lr=2.0000e-04) (hash(x)=29843763) +3031 train 7.190992 (lr=2.0000e-04) (hash(x)=25291413) +3032 train 7.095150 (lr=2.0000e-04) (hash(x)=24590244) +3033 train 7.304948 (lr=2.0000e-04) (hash(x)=28880142) +3034 train 7.085359 (lr=2.0000e-04) (hash(x)=23372199) +3035 train 7.055953 (lr=2.0000e-04) (hash(x)=23952225) +3036 train 7.187643 (lr=2.0000e-04) (hash(x)=24589186) +3037 train 7.159467 (lr=2.0000e-04) (hash(x)=23260323) +3038 train 7.324172 (lr=2.0000e-04) (hash(x)=25824498) +3039 train 7.216144 (lr=2.0000e-04) (hash(x)=25744274) +3040 train 7.218311 (lr=2.0000e-04) (hash(x)=21610247) +3041 train 7.331879 (lr=2.0000e-04) (hash(x)=25079786) +3042 train 6.970592 (lr=2.0000e-04) (hash(x)=23219195) +3043 train 6.918028 (lr=2.0000e-04) (hash(x)=22616739) +3044 train 7.195766 (lr=2.0000e-04) (hash(x)=24908480) +3045 train 7.031136 (lr=2.0000e-04) (hash(x)=22293489) +3046 train 7.068892 (lr=2.0000e-04) (hash(x)=23557651) +3047 train 7.133237 (lr=2.0000e-04) (hash(x)=24246963) +3048 train 7.240901 (lr=2.0000e-04) (hash(x)=24490083) +3049 train 7.238147 (lr=2.0000e-04) (hash(x)=22372895) +3050 val loss 7.2759 +3050 val perplexity 1445.1096 +3050 train 6.938078 (lr=2.0000e-04) (hash(x)=21759470) +3051 train 6.845883 (lr=2.0000e-04) (hash(x)=19407094) +3052 train 7.198335 (lr=2.0000e-04) (hash(x)=23957047) +3053 train 7.320705 (lr=2.0000e-04) (hash(x)=24719318) +3054 train 7.129595 (lr=2.0000e-04) (hash(x)=20719314) +3055 train 7.031188 (lr=2.0000e-04) (hash(x)=19724058) +3056 train 6.914934 (lr=2.0000e-04) (hash(x)=14407266) +3057 train 6.785384 (lr=2.0000e-04) (hash(x)=12468292) +3058 train 7.072618 (lr=2.0000e-04) (hash(x)=16098279) +3059 train 7.146223 (lr=2.0000e-04) (hash(x)=18836491) +3060 train 6.954835 (lr=2.0000e-04) (hash(x)=19132277) +3061 train 7.115196 (lr=2.0000e-04) (hash(x)=22814208) +3062 train 7.174024 (lr=2.0000e-04) (hash(x)=24838508) +3063 train 7.047928 (lr=2.0000e-04) (hash(x)=20705649) +3064 train 8.017850 (lr=2.0000e-04) (hash(x)=29416914) +3065 train 7.459505 (lr=2.0000e-04) (hash(x)=25972430) +3066 train 6.900693 (lr=2.0000e-04) (hash(x)=23705805) +3067 train 6.972793 (lr=2.0000e-04) (hash(x)=21325875) +3068 train 7.189217 (lr=2.0000e-04) (hash(x)=23526506) +3069 train 7.642537 (lr=2.0000e-04) (hash(x)=27282337) +3070 train 7.474155 (lr=2.0000e-04) (hash(x)=27968043) +3071 train 7.304639 (lr=2.0000e-04) (hash(x)=24938685) +3072 train 7.485350 (lr=2.0000e-04) (hash(x)=26942737) +3073 train 7.395425 (lr=2.0000e-04) (hash(x)=23506879) +3074 train 7.130759 (lr=2.0000e-04) (hash(x)=23589913) +3075 train 7.275503 (lr=2.0000e-04) (hash(x)=25152403) +3076 train 7.395721 (lr=2.0000e-04) (hash(x)=23425868) +3077 train 7.486378 (lr=2.0000e-04) (hash(x)=23966181) +3078 train 7.594234 (lr=2.0000e-04) (hash(x)=27312570) +3079 train 7.276742 (lr=2.0000e-04) (hash(x)=21707000) +3080 train 7.202240 (lr=2.0000e-04) (hash(x)=25600427) +3081 train 7.345314 (lr=2.0000e-04) (hash(x)=24270631) +3082 train 7.417072 (lr=2.0000e-04) (hash(x)=25199537) +3083 train 6.767049 (lr=2.0000e-04) (hash(x)=17952018) +3084 train 6.839363 (lr=2.0000e-04) (hash(x)=18733143) +3085 train 7.390518 (lr=2.0000e-04) (hash(x)=26946100) +3086 train 7.218615 (lr=2.0000e-04) (hash(x)=25547515) +3087 train 7.190524 (lr=2.0000e-04) (hash(x)=24948980) +3088 train 8.322632 (lr=2.0000e-04) (hash(x)=35461645) +3089 train 7.425476 (lr=2.0000e-04) (hash(x)=28330877) +3090 train 7.358028 (lr=2.0000e-04) (hash(x)=27687861) +3091 train 7.464849 (lr=2.0000e-04) (hash(x)=28012110) +3092 train 7.308548 (lr=2.0000e-04) (hash(x)=24684480) +3093 train 7.293149 (lr=2.0000e-04) (hash(x)=26225786) +3094 train 7.033725 (lr=2.0000e-04) (hash(x)=23098156) +3095 train 7.577497 (lr=2.0000e-04) (hash(x)=30773958) +3096 train 7.869672 (lr=2.0000e-04) (hash(x)=28640406) +3097 train 7.781396 (lr=2.0000e-04) (hash(x)=28201086) +3098 train 8.123596 (lr=2.0000e-04) (hash(x)=35002344) +3099 train 7.598971 (lr=2.0000e-04) (hash(x)=29481068) +3100 val loss 7.3157 +3100 val perplexity 1503.7399 +3100 train 7.225638 (lr=2.0000e-04) (hash(x)=26374528) +3101 train 7.194749 (lr=2.0000e-04) (hash(x)=24153602) +3102 train 7.240216 (lr=2.0000e-04) (hash(x)=25478746) +3103 train 7.497517 (lr=2.0000e-04) (hash(x)=26769046) +3104 train 7.176332 (lr=2.0000e-04) (hash(x)=21841970) +3105 train 7.432369 (lr=2.0000e-04) (hash(x)=27693052) +3106 train 6.941319 (lr=2.0000e-04) (hash(x)=20689448) +3107 train 7.327638 (lr=2.0000e-04) (hash(x)=26755048) +3108 train 7.265733 (lr=2.0000e-04) (hash(x)=24431904) +3109 train 7.160276 (lr=2.0000e-04) (hash(x)=21009792) +3110 train 7.222289 (lr=2.0000e-04) (hash(x)=21909003) +3111 train 7.247503 (lr=2.0000e-04) (hash(x)=18849656) +3112 train 7.408176 (lr=2.0000e-04) (hash(x)=22223376) +3113 train 7.649639 (lr=2.0000e-04) (hash(x)=25652491) +3114 train 7.590120 (lr=2.0000e-04) (hash(x)=23521434) +3115 train 7.638109 (lr=2.0000e-04) (hash(x)=25449800) +3116 train 7.993235 (lr=2.0000e-04) (hash(x)=27655847) +3117 train 8.073761 (lr=2.0000e-04) (hash(x)=29878248) +3118 train 8.090278 (lr=2.0000e-04) (hash(x)=30444094) +3119 train 7.735002 (lr=2.0000e-04) (hash(x)=24624950) +3120 train 7.050551 (lr=2.0000e-04) (hash(x)=20798511) +3121 train 7.427407 (lr=2.0000e-04) (hash(x)=26581679) +3122 train 7.356810 (lr=2.0000e-04) (hash(x)=25333422) +3123 train 7.402345 (lr=2.0000e-04) (hash(x)=26174069) +3124 train 7.437506 (lr=2.0000e-04) (hash(x)=25219475) +3125 train 7.331175 (lr=2.0000e-04) (hash(x)=20919061) +3126 train 7.273654 (lr=2.0000e-04) (hash(x)=23828688) +3127 train 7.769354 (lr=2.0000e-04) (hash(x)=27299605) +3128 train 7.135263 (lr=2.0000e-04) (hash(x)=23797514) +3129 train 7.358205 (lr=2.0000e-04) (hash(x)=23601883) +3130 train 7.588034 (lr=2.0000e-04) (hash(x)=31003964) +3131 train 7.299193 (lr=2.0000e-04) (hash(x)=24777273) +3132 train 7.182302 (lr=2.0000e-04) (hash(x)=25403249) +3133 train 7.412746 (lr=2.0000e-04) (hash(x)=28913150) +3134 train 7.360747 (lr=2.0000e-04) (hash(x)=26541508) +3135 train 7.329568 (lr=2.0000e-04) (hash(x)=24113445) +3136 train 7.094072 (lr=2.0000e-04) (hash(x)=25464565) +3137 train 7.375854 (lr=2.0000e-04) (hash(x)=26581432) +3138 train 7.230392 (lr=2.0000e-04) (hash(x)=23074513) +3139 train 7.129155 (lr=2.0000e-04) (hash(x)=23970384) +3140 train 7.304569 (lr=2.0000e-04) (hash(x)=26694495) +3141 train 7.258140 (lr=2.0000e-04) (hash(x)=26883445) +3142 train 7.432716 (lr=2.0000e-04) (hash(x)=28632211) +3143 train 7.871112 (lr=2.0000e-04) (hash(x)=32644465) +3144 train 7.598171 (lr=2.0000e-04) (hash(x)=27490443) +3145 train 7.156612 (lr=2.0000e-04) (hash(x)=23814853) +3146 train 7.594213 (lr=2.0000e-04) (hash(x)=29664236) +3147 train 7.906829 (lr=2.0000e-04) (hash(x)=29951548) +3148 train 7.582136 (lr=2.0000e-04) (hash(x)=28426503) +3149 train 7.041016 (lr=2.0000e-04) (hash(x)=23727657) +3150 val loss 7.3147 +3150 val perplexity 1502.2865 +3150 train 7.189366 (lr=2.0000e-04) (hash(x)=21430659) +3151 train 7.260941 (lr=2.0000e-04) (hash(x)=25829219) +3152 train 7.417865 (lr=2.0000e-04) (hash(x)=29735208) +3153 train 7.446007 (lr=2.0000e-04) (hash(x)=28173447) +3154 train 7.151788 (lr=2.0000e-04) (hash(x)=22909641) +3155 train 7.319673 (lr=2.0000e-04) (hash(x)=20556094) +3156 train 7.086898 (lr=2.0000e-04) (hash(x)=24013769) +3157 train 7.066196 (lr=2.0000e-04) (hash(x)=22525971) +3158 train 7.126230 (lr=2.0000e-04) (hash(x)=25492728) +3159 train 7.223402 (lr=2.0000e-04) (hash(x)=25194550) +3160 train 7.332523 (lr=2.0000e-04) (hash(x)=25610603) +3161 train 7.325821 (lr=2.0000e-04) (hash(x)=23848640) +3162 train 7.119394 (lr=2.0000e-04) (hash(x)=24082226) +3163 train 7.508701 (lr=2.0000e-04) (hash(x)=28482186) +3164 train 7.403571 (lr=2.0000e-04) (hash(x)=27542978) +3165 train 7.152388 (lr=2.0000e-04) (hash(x)=22540954) +3166 train 7.251147 (lr=2.0000e-04) (hash(x)=26103641) +3167 train 7.238977 (lr=2.0000e-04) (hash(x)=25941804) +3168 train 7.272292 (lr=2.0000e-04) (hash(x)=25965921) +3169 train 7.467918 (lr=2.0000e-04) (hash(x)=25631269) +3170 train 7.081023 (lr=2.0000e-04) (hash(x)=23471525) +3171 train 7.294040 (lr=2.0000e-04) (hash(x)=27049208) +3172 train 7.277436 (lr=2.0000e-04) (hash(x)=27074992) +3173 train 7.252573 (lr=2.0000e-04) (hash(x)=25712617) +3174 train 7.229537 (lr=2.0000e-04) (hash(x)=25884917) +3175 train 7.233789 (lr=2.0000e-04) (hash(x)=24075727) +3176 train 7.113509 (lr=2.0000e-04) (hash(x)=23681759) +3177 train 7.389067 (lr=2.0000e-04) (hash(x)=25786577) +3178 train 7.390701 (lr=2.0000e-04) (hash(x)=27307614) +3179 train 7.423700 (lr=2.0000e-04) (hash(x)=25082806) +3180 train 7.357945 (lr=2.0000e-04) (hash(x)=26098308) +3181 train 7.211620 (lr=2.0000e-04) (hash(x)=24080140) +3182 train 7.372241 (lr=2.0000e-04) (hash(x)=26399395) +3183 train 7.452995 (lr=2.0000e-04) (hash(x)=23104539) +3184 train 7.107343 (lr=2.0000e-04) (hash(x)=23356930) +3185 train 7.326013 (lr=2.0000e-04) (hash(x)=27972420) +3186 train 7.024641 (lr=2.0000e-04) (hash(x)=21338924) +3187 train 7.394989 (lr=2.0000e-04) (hash(x)=25351113) +3188 train 7.379768 (lr=2.0000e-04) (hash(x)=26019439) +3189 train 7.403530 (lr=2.0000e-04) (hash(x)=30149312) +3190 train 7.122678 (lr=2.0000e-04) (hash(x)=23028152) +3191 train 7.497513 (lr=2.0000e-04) (hash(x)=23018983) +3192 train 7.116211 (lr=2.0000e-04) (hash(x)=23190787) +3193 train 7.540347 (lr=2.0000e-04) (hash(x)=27798543) +3194 train 7.311685 (lr=2.0000e-04) (hash(x)=25193663) +3195 train 7.134918 (lr=2.0000e-04) (hash(x)=25302106) +3196 train 7.308662 (lr=2.0000e-04) (hash(x)=24325364) +3197 train 7.308363 (lr=2.0000e-04) (hash(x)=25399101) +3198 train 7.149164 (lr=2.0000e-04) (hash(x)=23606439) +3199 train 7.204749 (lr=2.0000e-04) (hash(x)=24422929) +3200 val loss 7.3055 +3200 val perplexity 1488.4456 +3200 train 7.342558 (lr=2.0000e-04) (hash(x)=24760381) +3201 train 6.969295 (lr=2.0000e-04) (hash(x)=23278576) +3202 train 7.245255 (lr=2.0000e-04) (hash(x)=24897511) +3203 train 7.561744 (lr=2.0000e-04) (hash(x)=29052117) +3204 train 7.281090 (lr=2.0000e-04) (hash(x)=25772923) +3205 train 7.467613 (lr=2.0000e-04) (hash(x)=25885977) +3206 train 7.198095 (lr=2.0000e-04) (hash(x)=21985272) +3207 train 7.126568 (lr=2.0000e-04) (hash(x)=23389696) +3208 train 7.008678 (lr=2.0000e-04) (hash(x)=25299042) +3209 train 7.312863 (lr=2.0000e-04) (hash(x)=23703987) +3210 train 7.204340 (lr=2.0000e-04) (hash(x)=23362342) +3211 train 7.269728 (lr=2.0000e-04) (hash(x)=23962503) +3212 train 7.176755 (lr=2.0000e-04) (hash(x)=21216023) +3213 train 7.258514 (lr=2.0000e-04) (hash(x)=25841931) +3214 train 7.186700 (lr=2.0000e-04) (hash(x)=23631428) +3215 train 7.515213 (lr=2.0000e-04) (hash(x)=29102969) +3216 train 7.329703 (lr=2.0000e-04) (hash(x)=25782766) +3217 train 7.535368 (lr=2.0000e-04) (hash(x)=28825867) +3218 train 7.477943 (lr=2.0000e-04) (hash(x)=24609499) +3219 train 7.408283 (lr=2.0000e-04) (hash(x)=24948166) +3220 train 7.436385 (lr=2.0000e-04) (hash(x)=26919841) +3221 train 7.312755 (lr=2.0000e-04) (hash(x)=27236198) +3222 train 7.104703 (lr=2.0000e-04) (hash(x)=24029305) +3223 train 7.650420 (lr=2.0000e-04) (hash(x)=28359859) +3224 train 7.428962 (lr=2.0000e-04) (hash(x)=24886008) +3225 train 7.285758 (lr=2.0000e-04) (hash(x)=27159867) +3226 train 7.497780 (lr=2.0000e-04) (hash(x)=20672023) +3227 train 7.184613 (lr=2.0000e-04) (hash(x)=22360298) +3228 train 7.591719 (lr=2.0000e-04) (hash(x)=27478658) +3229 train 7.390199 (lr=2.0000e-04) (hash(x)=26575886) +3230 train 7.573238 (lr=2.0000e-04) (hash(x)=26890615) +3231 train 7.204080 (lr=2.0000e-04) (hash(x)=24630955) +3232 train 7.470012 (lr=2.0000e-04) (hash(x)=27016054) +3233 train 7.695128 (lr=2.0000e-04) (hash(x)=28444407) +3234 train 7.107822 (lr=2.0000e-04) (hash(x)=24053336) +3235 train 7.428941 (lr=2.0000e-04) (hash(x)=26897402) +3236 train 7.599855 (lr=2.0000e-04) (hash(x)=29451214) +3237 train 7.325599 (lr=2.0000e-04) (hash(x)=27268677) +3238 train 7.478796 (lr=2.0000e-04) (hash(x)=27494000) +3239 train 7.115257 (lr=2.0000e-04) (hash(x)=22969113) +3240 train 7.110456 (lr=2.0000e-04) (hash(x)=21944576) +3241 train 7.356636 (lr=2.0000e-04) (hash(x)=21671079) +3242 train 7.211784 (lr=2.0000e-04) (hash(x)=23912980) +3243 train 7.164576 (lr=2.0000e-04) (hash(x)=25205781) +3244 train 7.158118 (lr=2.0000e-04) (hash(x)=25654244) +3245 train 7.089509 (lr=2.0000e-04) (hash(x)=23335929) +3246 train 7.464241 (lr=2.0000e-04) (hash(x)=27953926) +3247 train 7.237178 (lr=2.0000e-04) (hash(x)=27004415) +3248 train 6.937871 (lr=2.0000e-04) (hash(x)=20471566) +3249 train 7.170986 (lr=2.0000e-04) (hash(x)=25797941) +3250 val loss 7.2743 +3250 val perplexity 1442.7782 +3250 train 7.086975 (lr=2.0000e-04) (hash(x)=21787064) +3251 train 7.049076 (lr=2.0000e-04) (hash(x)=22974875) +3252 train 7.356056 (lr=2.0000e-04) (hash(x)=28431267) +3253 train 7.206161 (lr=2.0000e-04) (hash(x)=25584910) +3254 train 6.986600 (lr=2.0000e-04) (hash(x)=23888922) +3255 train 7.224327 (lr=2.0000e-04) (hash(x)=22265063) +3256 train 6.871626 (lr=2.0000e-04) (hash(x)=21926624) +3257 train 7.149539 (lr=2.0000e-04) (hash(x)=23073191) +3258 train 7.172987 (lr=2.0000e-04) (hash(x)=24409183) +3259 train 7.219749 (lr=2.0000e-04) (hash(x)=23312114) +3260 train 7.073596 (lr=2.0000e-04) (hash(x)=21001289) +3261 train 7.293530 (lr=2.0000e-04) (hash(x)=25514824) +3262 train 7.061152 (lr=2.0000e-04) (hash(x)=22526800) +3263 train 7.489915 (lr=2.0000e-04) (hash(x)=26905990) +3264 train 7.149207 (lr=2.0000e-04) (hash(x)=24469631) +3265 train 7.036815 (lr=2.0000e-04) (hash(x)=21149081) +3266 train 7.229608 (lr=2.0000e-04) (hash(x)=24696215) +3267 train 7.565946 (lr=2.0000e-04) (hash(x)=27089280) +3268 train 7.046018 (lr=2.0000e-04) (hash(x)=23100446) +3269 train 7.334804 (lr=2.0000e-04) (hash(x)=25061229) +3270 train 7.198482 (lr=2.0000e-04) (hash(x)=24337543) +3271 train 7.298069 (lr=2.0000e-04) (hash(x)=24047679) +3272 train 7.306022 (lr=2.0000e-04) (hash(x)=27616773) +3273 train 7.220993 (lr=2.0000e-04) (hash(x)=25315110) +3274 train 7.320253 (lr=2.0000e-04) (hash(x)=28354645) +3275 train 7.182392 (lr=2.0000e-04) (hash(x)=25034684) +3276 train 7.190670 (lr=2.0000e-04) (hash(x)=23550342) +3277 train 7.833761 (lr=2.0000e-04) (hash(x)=28661487) +3278 train 7.423963 (lr=2.0000e-04) (hash(x)=24724622) +3279 train 7.362386 (lr=2.0000e-04) (hash(x)=26905582) +3280 train 7.457851 (lr=2.0000e-04) (hash(x)=26838818) +3281 train 7.175690 (lr=2.0000e-04) (hash(x)=23949017) +3282 train 6.695366 (lr=2.0000e-04) (hash(x)=18846300) +3283 train 7.034181 (lr=2.0000e-04) (hash(x)=21406950) +3284 train 6.913304 (lr=2.0000e-04) (hash(x)=21157696) +3285 train 6.986488 (lr=2.0000e-04) (hash(x)=21440152) +3286 train 7.171467 (lr=2.0000e-04) (hash(x)=26749182) +3287 train 7.381984 (lr=2.0000e-04) (hash(x)=29018970) +3288 train 7.325174 (lr=2.0000e-04) (hash(x)=27577517) +3289 train 6.980011 (lr=2.0000e-04) (hash(x)=19190537) +3290 train 6.961073 (lr=2.0000e-04) (hash(x)=21957991) +3291 train 7.015259 (lr=2.0000e-04) (hash(x)=20853530) +3292 train 6.937923 (lr=2.0000e-04) (hash(x)=22291731) +3293 train 7.093967 (lr=2.0000e-04) (hash(x)=23786853) +3294 train 7.274059 (lr=2.0000e-04) (hash(x)=25740147) +3295 train 7.413680 (lr=2.0000e-04) (hash(x)=24503315) +3296 train 7.118328 (lr=2.0000e-04) (hash(x)=22541728) +3297 train 7.413415 (lr=2.0000e-04) (hash(x)=27067328) +3298 train 7.081586 (lr=2.0000e-04) (hash(x)=22600715) +3299 train 7.132805 (lr=2.0000e-04) (hash(x)=23080074) +3300 val loss 7.2667 +3300 val perplexity 1431.8098 +3300 train 6.908288 (lr=2.0000e-04) (hash(x)=22097758) +3301 train 7.095354 (lr=2.0000e-04) (hash(x)=24105430) +3302 train 6.951344 (lr=2.0000e-04) (hash(x)=23343775) +3303 train 7.173796 (lr=2.0000e-04) (hash(x)=22607537) +3304 train 7.244662 (lr=2.0000e-04) (hash(x)=26501182) +3305 train 7.522429 (lr=2.0000e-04) (hash(x)=26063650) +3306 train 7.114470 (lr=2.0000e-04) (hash(x)=23486602) +3307 train 8.150999 (lr=2.0000e-04) (hash(x)=32179773) +3308 train 11.461233 (lr=2.0000e-04) (hash(x)=66155855) +3309 train 8.571963 (lr=2.0000e-04) (hash(x)=37724427) +3310 train 7.646994 (lr=2.0000e-04) (hash(x)=28861610) +3311 train 7.639562 (lr=2.0000e-04) (hash(x)=26690225) +3312 train 7.272176 (lr=2.0000e-04) (hash(x)=24136450) +3313 train 7.481690 (lr=2.0000e-04) (hash(x)=23702010) +3314 train 7.726889 (lr=2.0000e-04) (hash(x)=28761762) +3315 train 7.081837 (lr=2.0000e-04) (hash(x)=22109609) +3316 train 7.477177 (lr=2.0000e-04) (hash(x)=25168631) +3317 train 7.385976 (lr=2.0000e-04) (hash(x)=24503786) +3318 train 7.440390 (lr=2.0000e-04) (hash(x)=23698606) +3319 train 7.456569 (lr=2.0000e-04) (hash(x)=24226255) +3320 train 8.110186 (lr=2.0000e-04) (hash(x)=31110577) +3321 train 7.419687 (lr=2.0000e-04) (hash(x)=24752754) +3322 train 7.239404 (lr=2.0000e-04) (hash(x)=21135610) +3323 train 7.177650 (lr=2.0000e-04) (hash(x)=23013573) +3324 train 6.937128 (lr=2.0000e-04) (hash(x)=20289715) +3325 train 7.175160 (lr=2.0000e-04) (hash(x)=22700287) +3326 train 7.217714 (lr=2.0000e-04) (hash(x)=21320362) +3327 train 7.362744 (lr=2.0000e-04) (hash(x)=23622702) +3328 train 7.647011 (lr=2.0000e-04) (hash(x)=27435461) +3329 train 7.440942 (lr=2.0000e-04) (hash(x)=25435452) +3330 train 7.372501 (lr=2.0000e-04) (hash(x)=27952557) +3331 train 7.082827 (lr=2.0000e-04) (hash(x)=21517429) +3332 train 7.201099 (lr=2.0000e-04) (hash(x)=24288985) +3333 train 7.329883 (lr=2.0000e-04) (hash(x)=23374788) +3334 train 7.149612 (lr=2.0000e-04) (hash(x)=22042499) +3335 train 7.456885 (lr=2.0000e-04) (hash(x)=23910425) +3336 train 7.793077 (lr=2.0000e-04) (hash(x)=28118508) +3337 train 7.537993 (lr=2.0000e-04) (hash(x)=26737440) +3338 train 7.269573 (lr=2.0000e-04) (hash(x)=24472271) +3339 train 7.246275 (lr=2.0000e-04) (hash(x)=24407484) +3340 train 7.771984 (lr=2.0000e-04) (hash(x)=27908937) +3341 train 7.881054 (lr=2.0000e-04) (hash(x)=29038937) +3342 train 7.684935 (lr=2.0000e-04) (hash(x)=24802580) +3343 train 7.599662 (lr=2.0000e-04) (hash(x)=27213318) +3344 train 7.579998 (lr=2.0000e-04) (hash(x)=28693458) +3345 train 6.966841 (lr=2.0000e-04) (hash(x)=20332324) +3346 train 7.298548 (lr=2.0000e-04) (hash(x)=26726007) +3347 train 7.237844 (lr=2.0000e-04) (hash(x)=25524191) +3348 train 7.313503 (lr=2.0000e-04) (hash(x)=25553293) +3349 train 7.244220 (lr=2.0000e-04) (hash(x)=25614848) +3350 val loss 7.2964 +3350 val perplexity 1475.0311 +3350 train 7.312505 (lr=2.0000e-04) (hash(x)=25747903) +3351 train 7.271574 (lr=2.0000e-04) (hash(x)=26701577) +3352 train 7.037019 (lr=2.0000e-04) (hash(x)=21964135) +3353 train 7.158666 (lr=2.0000e-04) (hash(x)=24461007) +3354 train 7.188446 (lr=2.0000e-04) (hash(x)=25818495) +3355 train 7.020635 (lr=2.0000e-04) (hash(x)=22091266) +3356 train 7.064678 (lr=2.0000e-04) (hash(x)=24476213) +3357 train 7.387882 (lr=2.0000e-04) (hash(x)=24500423) +3358 train 7.113376 (lr=2.0000e-04) (hash(x)=21754841) +3359 train 7.469305 (lr=2.0000e-04) (hash(x)=26216794) +3360 train 6.990230 (lr=2.0000e-04) (hash(x)=24267249) +3361 train 7.257694 (lr=2.0000e-04) (hash(x)=23143515) +3362 train 7.179071 (lr=2.0000e-04) (hash(x)=24120302) +3363 train 7.312438 (lr=2.0000e-04) (hash(x)=20817340) +3364 train 7.274845 (lr=2.0000e-04) (hash(x)=22285847) +3365 train 7.586062 (lr=2.0000e-04) (hash(x)=28151597) +3366 train 8.045450 (lr=2.0000e-04) (hash(x)=31593285) +3367 train 7.635854 (lr=2.0000e-04) (hash(x)=27579623) +3368 train 7.279951 (lr=2.0000e-04) (hash(x)=24995988) +3369 train 6.933675 (lr=2.0000e-04) (hash(x)=22166810) +3370 train 7.133186 (lr=2.0000e-04) (hash(x)=23948298) +3371 train 7.014616 (lr=2.0000e-04) (hash(x)=21532187) +3372 train 7.103311 (lr=2.0000e-04) (hash(x)=23571652) +3373 train 7.513096 (lr=2.0000e-04) (hash(x)=26911513) +3374 train 7.399579 (lr=2.0000e-04) (hash(x)=24011329) +3375 train 7.611122 (lr=2.0000e-04) (hash(x)=26086198) +3376 train 7.203233 (lr=2.0000e-04) (hash(x)=22844402) +3377 train 7.145291 (lr=2.0000e-04) (hash(x)=21817762) +3378 train 7.253303 (lr=2.0000e-04) (hash(x)=23903232) +3379 train 7.196419 (lr=2.0000e-04) (hash(x)=23911729) +3380 train 7.184838 (lr=2.0000e-04) (hash(x)=24485288) +3381 train 7.369560 (lr=2.0000e-04) (hash(x)=27955492) +3382 train 7.107828 (lr=2.0000e-04) (hash(x)=25884586) +3383 train 7.275955 (lr=2.0000e-04) (hash(x)=24863441) +3384 train 7.534255 (lr=2.0000e-04) (hash(x)=22045992) +3385 train 7.688870 (lr=2.0000e-04) (hash(x)=29174796) +3386 train 7.982416 (lr=2.0000e-04) (hash(x)=32589942) +3387 train 7.606103 (lr=2.0000e-04) (hash(x)=28856978) +3388 train 7.062352 (lr=2.0000e-04) (hash(x)=21667904) +3389 train 7.057412 (lr=2.0000e-04) (hash(x)=23431801) +3390 train 6.918949 (lr=2.0000e-04) (hash(x)=20877285) +3391 train 7.139705 (lr=2.0000e-04) (hash(x)=25236385) +3392 train 7.342332 (lr=2.0000e-04) (hash(x)=25373071) +3393 train 7.498674 (lr=2.0000e-04) (hash(x)=25713464) +3394 train 7.467366 (lr=2.0000e-04) (hash(x)=25713475) +3395 train 7.352136 (lr=2.0000e-04) (hash(x)=24278687) +3396 train 7.490694 (lr=2.0000e-04) (hash(x)=27491349) +3397 train 7.376972 (lr=2.0000e-04) (hash(x)=24513692) +3398 train 7.461980 (lr=2.0000e-04) (hash(x)=26853415) +3399 train 7.551273 (lr=2.0000e-04) (hash(x)=25330803) +3400 val loss 7.2991 +3400 val perplexity 1478.9653 +3400 train 7.501262 (lr=2.0000e-04) (hash(x)=26578066) +3401 train 7.535278 (lr=2.0000e-04) (hash(x)=26811522) +3402 train 7.227225 (lr=2.0000e-04) (hash(x)=25611092) +3403 train 7.064828 (lr=2.0000e-04) (hash(x)=21568545) +3404 train 7.052272 (lr=2.0000e-04) (hash(x)=22756484) +3405 train 7.289105 (lr=2.0000e-04) (hash(x)=27927608) +3406 train 7.342453 (lr=2.0000e-04) (hash(x)=27497018) +3407 train 7.149440 (lr=2.0000e-04) (hash(x)=22508532) +3408 train 7.593261 (lr=2.0000e-04) (hash(x)=26673287) +3409 train 7.218138 (lr=2.0000e-04) (hash(x)=23675869) +3410 train 7.239691 (lr=2.0000e-04) (hash(x)=25496948) +3411 train 7.168199 (lr=2.0000e-04) (hash(x)=24850662) +3412 train 7.425046 (lr=2.0000e-04) (hash(x)=29790167) +3413 train 7.081043 (lr=2.0000e-04) (hash(x)=24193434) +3414 train 7.457555 (lr=2.0000e-04) (hash(x)=25310919) +3415 train 7.149022 (lr=2.0000e-04) (hash(x)=21799261) +3416 train 7.409644 (lr=2.0000e-04) (hash(x)=26620074) +3417 train 7.341449 (lr=2.0000e-04) (hash(x)=26719309) +3418 train 7.666556 (lr=2.0000e-04) (hash(x)=23190530) +3419 train 7.327847 (lr=2.0000e-04) (hash(x)=24884891) +3420 train 7.292693 (lr=2.0000e-04) (hash(x)=25545849) +3421 train 7.288234 (lr=2.0000e-04) (hash(x)=26021405) +3422 train 7.190689 (lr=2.0000e-04) (hash(x)=23887343) +3423 train 7.250582 (lr=2.0000e-04) (hash(x)=26311168) +3424 train 6.963925 (lr=2.0000e-04) (hash(x)=21051541) +3425 train 7.346210 (lr=2.0000e-04) (hash(x)=23553179) +3426 train 7.245482 (lr=2.0000e-04) (hash(x)=24345540) +3427 train 7.672237 (lr=2.0000e-04) (hash(x)=27549895) +3428 train 7.018861 (lr=2.0000e-04) (hash(x)=22559753) +3429 train 6.975955 (lr=2.0000e-04) (hash(x)=21647642) +3430 train 6.867128 (lr=2.0000e-04) (hash(x)=20130901) +3431 train 7.014310 (lr=2.0000e-04) (hash(x)=20977430) +3432 train 7.028284 (lr=2.0000e-04) (hash(x)=21356429) +3433 train 7.025075 (lr=2.0000e-04) (hash(x)=23494380) +3434 train 7.263940 (lr=2.0000e-04) (hash(x)=23805501) +3435 train 7.213916 (lr=2.0000e-04) (hash(x)=23448855) +3436 train 7.611940 (lr=2.0000e-04) (hash(x)=26000319) +3437 train 7.066229 (lr=2.0000e-04) (hash(x)=21760032) +3438 train 7.216408 (lr=2.0000e-04) (hash(x)=24424886) +3439 train 7.557105 (lr=2.0000e-04) (hash(x)=26941617) +3440 train 7.540479 (lr=2.0000e-04) (hash(x)=26798528) +3441 train 7.553514 (lr=2.0000e-04) (hash(x)=27464193) +3442 train 7.453826 (lr=2.0000e-04) (hash(x)=25649118) +3443 train 7.536279 (lr=2.0000e-04) (hash(x)=26953192) +3444 train 7.372324 (lr=2.0000e-04) (hash(x)=22224958) +3445 train 7.221689 (lr=2.0000e-04) (hash(x)=24044587) +3446 train 7.636624 (lr=2.0000e-04) (hash(x)=29584466) +3447 train 7.998372 (lr=2.0000e-04) (hash(x)=30008957) +3448 train 7.915708 (lr=2.0000e-04) (hash(x)=26059290) +3449 train 7.016183 (lr=2.0000e-04) (hash(x)=19733965) +3450 val loss 7.4155 +3450 val perplexity 1661.5369 +3450 train 7.471250 (lr=2.0000e-04) (hash(x)=23960200) +3451 train 7.607315 (lr=2.0000e-04) (hash(x)=27069893) +3452 train 7.223393 (lr=2.0000e-04) (hash(x)=23947772) +3453 train 7.255397 (lr=2.0000e-04) (hash(x)=22707406) +3454 train 7.402402 (lr=2.0000e-04) (hash(x)=27832550) +3455 train 7.272354 (lr=2.0000e-04) (hash(x)=27125962) +3456 train 7.143270 (lr=2.0000e-04) (hash(x)=24510254) +3457 train 6.976711 (lr=2.0000e-04) (hash(x)=23545652) +3458 train 7.049227 (lr=2.0000e-04) (hash(x)=23554751) +3459 train 7.160088 (lr=2.0000e-04) (hash(x)=23341415) +3460 train 7.311887 (lr=2.0000e-04) (hash(x)=21784583) +3461 train 7.118496 (lr=2.0000e-04) (hash(x)=22214769) +3462 train 7.200466 (lr=2.0000e-04) (hash(x)=24206922) +3463 train 7.341207 (lr=2.0000e-04) (hash(x)=25888358) +3464 train 7.161398 (lr=2.0000e-04) (hash(x)=22689666) +3465 train 7.282406 (lr=2.0000e-04) (hash(x)=24918697) +3466 train 7.585057 (lr=2.0000e-04) (hash(x)=28237214) +3467 train 7.645004 (lr=2.0000e-04) (hash(x)=26761645) +3468 train 7.390045 (lr=2.0000e-04) (hash(x)=26979307) +3469 train 7.262634 (lr=2.0000e-04) (hash(x)=23553754) +3470 train 7.415921 (lr=2.0000e-04) (hash(x)=25256849) +3471 train 7.323700 (lr=2.0000e-04) (hash(x)=21725719) +3472 train 7.359681 (lr=2.0000e-04) (hash(x)=24897801) +3473 train 7.249424 (lr=2.0000e-04) (hash(x)=26175307) +3474 train 7.034084 (lr=2.0000e-04) (hash(x)=23309218) +3475 train 7.102312 (lr=2.0000e-04) (hash(x)=25746493) +3476 train 7.411121 (lr=2.0000e-04) (hash(x)=27169613) +3477 train 7.090190 (lr=2.0000e-04) (hash(x)=22937341) +3478 train 7.195575 (lr=2.0000e-04) (hash(x)=24250636) +3479 train 7.086370 (lr=2.0000e-04) (hash(x)=21669704) +3480 train 7.062285 (lr=2.0000e-04) (hash(x)=24431839) +3481 train 7.102632 (lr=2.0000e-04) (hash(x)=22763387) +3482 train 7.100568 (lr=2.0000e-04) (hash(x)=20489446) +3483 train 7.054277 (lr=2.0000e-04) (hash(x)=21167493) +3484 train 7.047190 (lr=2.0000e-04) (hash(x)=23465087) +3485 train 7.347137 (lr=2.0000e-04) (hash(x)=26175023) +3486 train 7.443341 (lr=2.0000e-04) (hash(x)=24986207) +3487 train 6.985837 (lr=2.0000e-04) (hash(x)=23166993) +3488 train 7.273070 (lr=2.0000e-04) (hash(x)=25281216) +3489 train 7.032111 (lr=2.0000e-04) (hash(x)=21824285) +3490 train 7.081190 (lr=2.0000e-04) (hash(x)=22352750) +3491 train 7.346389 (lr=2.0000e-04) (hash(x)=23947208) +3492 train 7.373628 (lr=2.0000e-04) (hash(x)=26257363) +3493 train 7.215641 (lr=2.0000e-04) (hash(x)=25103214) +3494 train 7.284003 (lr=2.0000e-04) (hash(x)=25267583) +3495 train 7.354683 (lr=2.0000e-04) (hash(x)=26235974) +3496 train 7.582602 (lr=2.0000e-04) (hash(x)=26430769) +3497 train 7.978731 (lr=2.0000e-04) (hash(x)=28282027) +3498 train 7.818898 (lr=2.0000e-04) (hash(x)=28386462) +3499 train 7.421536 (lr=2.0000e-04) (hash(x)=29822604) +3500 val loss 7.3029 +3500 val perplexity 1484.5868 +3500 train 7.332205 (lr=2.0000e-04) (hash(x)=29225386) +3501 train 7.230241 (lr=2.0000e-04) (hash(x)=25249294) +3502 train 6.986397 (lr=2.0000e-04) (hash(x)=20020741) +3503 train 7.171426 (lr=2.0000e-04) (hash(x)=25426430) +3504 train 7.138334 (lr=2.0000e-04) (hash(x)=25720411) +3505 train 7.132987 (lr=2.0000e-04) (hash(x)=25602639) +3506 train 7.255690 (lr=2.0000e-04) (hash(x)=26724388) +3507 train 7.186426 (lr=2.0000e-04) (hash(x)=26043735) +3508 train 7.139737 (lr=2.0000e-04) (hash(x)=24955163) +3509 train 7.083644 (lr=2.0000e-04) (hash(x)=20936107) +3510 train 7.066624 (lr=2.0000e-04) (hash(x)=20317378) +3511 train 7.103421 (lr=2.0000e-04) (hash(x)=22966314) +3512 train 7.483382 (lr=2.0000e-04) (hash(x)=25870930) +3513 train 7.268777 (lr=2.0000e-04) (hash(x)=24656635) +3514 train 7.505273 (lr=2.0000e-04) (hash(x)=28576810) +3515 train 7.419290 (lr=2.0000e-04) (hash(x)=27944619) +3516 train 7.285680 (lr=2.0000e-04) (hash(x)=27421509) +3517 train 7.011960 (lr=2.0000e-04) (hash(x)=20844620) +3518 train 7.192682 (lr=2.0000e-04) (hash(x)=28569406) +3519 train 7.108693 (lr=2.0000e-04) (hash(x)=23448505) +3520 train 7.257941 (lr=2.0000e-04) (hash(x)=24852577) +3521 train 7.145372 (lr=2.0000e-04) (hash(x)=23963103) +3522 train 7.061394 (lr=2.0000e-04) (hash(x)=24816516) +3523 train 7.217155 (lr=2.0000e-04) (hash(x)=24205942) +3524 train 6.819408 (lr=2.0000e-04) (hash(x)=20988660) +3525 train 6.902564 (lr=2.0000e-04) (hash(x)=21631366) +3526 train 7.127011 (lr=2.0000e-04) (hash(x)=23499370) +3527 train 7.229846 (lr=2.0000e-04) (hash(x)=26330693) +3528 train 6.915398 (lr=2.0000e-04) (hash(x)=23937176) +3529 train 7.169263 (lr=2.0000e-04) (hash(x)=27345885) +3530 train 6.906549 (lr=2.0000e-04) (hash(x)=21104610) +3531 train 7.259618 (lr=2.0000e-04) (hash(x)=24844466) +3532 train 6.665222 (lr=2.0000e-04) (hash(x)=21055483) +3533 train 6.965311 (lr=2.0000e-04) (hash(x)=23229414) +3534 train 7.267696 (lr=2.0000e-04) (hash(x)=26676920) +3535 train 7.208677 (lr=2.0000e-04) (hash(x)=29550596) +3536 train 7.014359 (lr=2.0000e-04) (hash(x)=22231942) +3537 train 7.153135 (lr=2.0000e-04) (hash(x)=25843852) +3538 train 7.314074 (lr=2.0000e-04) (hash(x)=27110533) +3539 train 6.875400 (lr=2.0000e-04) (hash(x)=20506540) +3540 train 6.989554 (lr=2.0000e-04) (hash(x)=21599346) +3541 train 7.191484 (lr=2.0000e-04) (hash(x)=26395519) +3542 train 7.133795 (lr=2.0000e-04) (hash(x)=25892512) +3543 train 7.190660 (lr=2.0000e-04) (hash(x)=22124892) +3544 train 7.070940 (lr=2.0000e-04) (hash(x)=21882567) +3545 train 7.178807 (lr=2.0000e-04) (hash(x)=24316212) +3546 train 7.086700 (lr=2.0000e-04) (hash(x)=24296310) +3547 train 7.172956 (lr=2.0000e-04) (hash(x)=24867036) +3548 train 7.181133 (lr=2.0000e-04) (hash(x)=23351896) +3549 train 7.136253 (lr=2.0000e-04) (hash(x)=21576408) +3550 val loss 7.2475 +3550 val perplexity 1404.6586 +3550 train 7.232880 (lr=2.0000e-04) (hash(x)=26377338) +3551 train 7.087827 (lr=2.0000e-04) (hash(x)=25607640) +3552 train 7.401323 (lr=2.0000e-04) (hash(x)=27619776) +3553 train 6.937709 (lr=2.0000e-04) (hash(x)=23454533) +3554 train 7.114034 (lr=2.0000e-04) (hash(x)=22542519) +3555 train 7.195285 (lr=2.0000e-04) (hash(x)=26176930) +3556 train 6.921205 (lr=2.0000e-04) (hash(x)=22815181) +3557 train 6.898255 (lr=2.0000e-04) (hash(x)=21821757) +3558 train 6.935745 (lr=2.0000e-04) (hash(x)=23988293) +3559 train 6.856316 (lr=2.0000e-04) (hash(x)=23795894) +3560 train 6.788162 (lr=2.0000e-04) (hash(x)=22898969) +3561 train 6.805042 (lr=2.0000e-04) (hash(x)=21510825) +3562 train 6.737828 (lr=2.0000e-04) (hash(x)=22499317) +3563 train 6.734735 (lr=2.0000e-04) (hash(x)=23756298) +3564 train 6.784081 (lr=2.0000e-04) (hash(x)=23964512) +3565 train 6.985200 (lr=2.0000e-04) (hash(x)=23262803) +3566 train 7.174112 (lr=2.0000e-04) (hash(x)=23347279) +3567 train 7.093347 (lr=2.0000e-04) (hash(x)=24165449) +3568 train 7.216156 (lr=2.0000e-04) (hash(x)=25503946) +3569 train 7.178870 (lr=2.0000e-04) (hash(x)=26532839) +3570 train 6.849065 (lr=2.0000e-04) (hash(x)=21889816) +3571 train 7.112148 (lr=2.0000e-04) (hash(x)=26643739) +3572 train 7.279452 (lr=2.0000e-04) (hash(x)=26826130) +3573 train 7.305766 (lr=2.0000e-04) (hash(x)=25810624) +3574 train 7.173048 (lr=2.0000e-04) (hash(x)=23080331) +3575 train 7.334270 (lr=2.0000e-04) (hash(x)=24697756) +3576 train 7.182824 (lr=2.0000e-04) (hash(x)=25158900) +3577 train 7.313129 (lr=2.0000e-04) (hash(x)=25793633) +3578 train 6.900217 (lr=2.0000e-04) (hash(x)=21468493) +3579 train 7.212607 (lr=2.0000e-04) (hash(x)=24431101) +3580 train 7.061275 (lr=2.0000e-04) (hash(x)=27314357) +3581 train 7.259506 (lr=2.0000e-04) (hash(x)=26286249) +3582 train 7.523892 (lr=2.0000e-04) (hash(x)=25954856) +3583 train 7.410799 (lr=2.0000e-04) (hash(x)=27218899) +3584 train 7.203465 (lr=2.0000e-04) (hash(x)=24249114) +3585 train 7.068489 (lr=2.0000e-04) (hash(x)=23659934) +3586 train 7.099646 (lr=2.0000e-04) (hash(x)=25995600) +3587 train 7.016140 (lr=2.0000e-04) (hash(x)=29462219) +3588 train 7.187956 (lr=2.0000e-04) (hash(x)=23346714) +3589 train 7.247556 (lr=2.0000e-04) (hash(x)=27168432) +3590 train 7.101515 (lr=2.0000e-04) (hash(x)=23954240) +3591 train 7.056555 (lr=2.0000e-04) (hash(x)=24748522) +3592 train 7.274127 (lr=2.0000e-04) (hash(x)=24887007) +3593 train 6.992767 (lr=2.0000e-04) (hash(x)=25539383) +3594 train 6.920878 (lr=2.0000e-04) (hash(x)=20104613) +3595 train 7.449631 (lr=2.0000e-04) (hash(x)=24843486) +3596 train 7.453879 (lr=2.0000e-04) (hash(x)=24357864) +3597 train 7.157716 (lr=2.0000e-04) (hash(x)=23873745) +3598 train 7.294254 (lr=2.0000e-04) (hash(x)=25142829) +3599 train 7.363303 (lr=2.0000e-04) (hash(x)=24965317) +3600 val loss 7.2439 +3600 val perplexity 1399.4899 +3600 train 6.851663 (lr=2.0000e-04) (hash(x)=18505205) +3601 train 6.862584 (lr=2.0000e-04) (hash(x)=23632877) +3602 train 7.137421 (lr=2.0000e-04) (hash(x)=23704554) +3603 train 7.285025 (lr=2.0000e-04) (hash(x)=26584754) +3604 train 6.955410 (lr=2.0000e-04) (hash(x)=20667709) +3605 train 6.792347 (lr=2.0000e-04) (hash(x)=20573248) +3606 train 6.895373 (lr=2.0000e-04) (hash(x)=23998997) +3607 train 7.104506 (lr=2.0000e-04) (hash(x)=22031210) +3608 train 7.135173 (lr=2.0000e-04) (hash(x)=24124536) +3609 train 7.039626 (lr=2.0000e-04) (hash(x)=22650144) +3610 train 7.203385 (lr=2.0000e-04) (hash(x)=23796998) +3611 train 7.212108 (lr=2.0000e-04) (hash(x)=24860582) +3612 train 6.730565 (lr=2.0000e-04) (hash(x)=20591300) +3613 train 7.187154 (lr=2.0000e-04) (hash(x)=23447130) +3614 train 7.155551 (lr=2.0000e-04) (hash(x)=26237963) +3615 train 7.272913 (lr=2.0000e-04) (hash(x)=25877990) +3616 train 7.025357 (lr=2.0000e-04) (hash(x)=24808003) +3617 train 7.233270 (lr=2.0000e-04) (hash(x)=24103543) +3618 train 7.123734 (lr=2.0000e-04) (hash(x)=24877184) +3619 train 7.240482 (lr=2.0000e-04) (hash(x)=24970646) +3620 train 7.162312 (lr=2.0000e-04) (hash(x)=25764524) +3621 train 7.323329 (lr=2.0000e-04) (hash(x)=25313591) +3622 train 7.186359 (lr=2.0000e-04) (hash(x)=23260940) +3623 train 7.117196 (lr=2.0000e-04) (hash(x)=24382381) +3624 train 7.068047 (lr=2.0000e-04) (hash(x)=24618902) +3625 train 7.260943 (lr=2.0000e-04) (hash(x)=25074871) +3626 train 6.998808 (lr=2.0000e-04) (hash(x)=24472251) +3627 train 7.143253 (lr=2.0000e-04) (hash(x)=25221746) +3628 train 7.242595 (lr=2.0000e-04) (hash(x)=27448790) +3629 train 7.189812 (lr=2.0000e-04) (hash(x)=25221431) +3630 train 6.768539 (lr=2.0000e-04) (hash(x)=22034366) +3631 train 7.347038 (lr=2.0000e-04) (hash(x)=24551999) +3632 train 7.025102 (lr=2.0000e-04) (hash(x)=24330217) +3633 train 7.126820 (lr=2.0000e-04) (hash(x)=22792380) +3634 train 6.981317 (lr=2.0000e-04) (hash(x)=22393767) +3635 train 7.316419 (lr=2.0000e-04) (hash(x)=28151378) +3636 train 7.285841 (lr=2.0000e-04) (hash(x)=26999341) +3637 train 7.297710 (lr=2.0000e-04) (hash(x)=27251870) +3638 train 7.243033 (lr=2.0000e-04) (hash(x)=23439462) +3639 train 7.302522 (lr=2.0000e-04) (hash(x)=25765516) +3640 train 7.194768 (lr=2.0000e-04) (hash(x)=24720171) +3641 train 7.383903 (lr=2.0000e-04) (hash(x)=23927187) +3642 train 7.144893 (lr=2.0000e-04) (hash(x)=23879561) +3643 train 7.246334 (lr=2.0000e-04) (hash(x)=25630696) +3644 train 6.862602 (lr=2.0000e-04) (hash(x)=22030016) +3645 train 7.327616 (lr=2.0000e-04) (hash(x)=28781600) +3646 train 7.271702 (lr=2.0000e-04) (hash(x)=26668019) +3647 train 7.342995 (lr=2.0000e-04) (hash(x)=25204247) +3648 train 7.631043 (lr=2.0000e-04) (hash(x)=31261394) +3649 train 7.363267 (lr=2.0000e-04) (hash(x)=26193103) +3650 val loss 7.2524 +3650 val perplexity 1411.4318 +3650 train 7.163306 (lr=2.0000e-04) (hash(x)=23872456) +3651 train 7.069108 (lr=2.0000e-04) (hash(x)=26326447) +3652 train 7.066588 (lr=2.0000e-04) (hash(x)=26449631) +3653 train 7.354506 (lr=2.0000e-04) (hash(x)=26373461) +3654 train 7.210530 (lr=2.0000e-04) (hash(x)=24882768) +3655 train 7.284799 (lr=2.0000e-04) (hash(x)=26321813) +3656 train 7.303930 (lr=2.0000e-04) (hash(x)=27056428) +3657 train 7.283138 (lr=2.0000e-04) (hash(x)=24583976) +3658 train 6.999641 (lr=2.0000e-04) (hash(x)=22259624) +3659 train 7.110475 (lr=2.0000e-04) (hash(x)=25400396) +3660 train 6.969689 (lr=2.0000e-04) (hash(x)=21095507) +3661 train 7.230269 (lr=2.0000e-04) (hash(x)=27231042) +3662 train 7.025617 (lr=2.0000e-04) (hash(x)=27292771) +3663 train 7.459828 (lr=2.0000e-04) (hash(x)=25528323) +3664 train 7.216794 (lr=2.0000e-04) (hash(x)=24374502) +3665 train 7.030313 (lr=2.0000e-04) (hash(x)=22463800) +3666 train 7.279353 (lr=2.0000e-04) (hash(x)=25413960) +3667 train 7.209376 (lr=2.0000e-04) (hash(x)=24035353) +3668 train 7.167154 (lr=2.0000e-04) (hash(x)=24815852) +3669 train 7.050458 (lr=2.0000e-04) (hash(x)=22995856) +3670 train 7.292696 (lr=2.0000e-04) (hash(x)=28128238) +3671 train 7.305080 (lr=2.0000e-04) (hash(x)=25114729) +3672 train 7.007336 (lr=2.0000e-04) (hash(x)=19337726) +3673 train 7.453318 (lr=2.0000e-04) (hash(x)=26674420) +3674 train 6.956802 (lr=2.0000e-04) (hash(x)=22553270) +3675 train 6.867532 (lr=2.0000e-04) (hash(x)=21634962) +3676 train 7.018123 (lr=2.0000e-04) (hash(x)=23362669) +3677 train 7.180809 (lr=2.0000e-04) (hash(x)=24781824) +3678 train 6.665564 (lr=2.0000e-04) (hash(x)=17909688) +3679 train 7.904960 (lr=2.0000e-04) (hash(x)=31341964) +3680 train 7.441102 (lr=2.0000e-04) (hash(x)=29071335) +3681 train 6.839331 (lr=2.0000e-04) (hash(x)=19486640) +3682 train 7.001888 (lr=2.0000e-04) (hash(x)=24301133) +3683 train 7.224231 (lr=2.0000e-04) (hash(x)=29172813) +3684 train 7.753076 (lr=2.0000e-04) (hash(x)=31501337) +3685 train 7.349809 (lr=2.0000e-04) (hash(x)=27377840) +3686 train 7.137189 (lr=2.0000e-04) (hash(x)=24499761) +3687 train 7.149893 (lr=2.0000e-04) (hash(x)=26326024) +3688 train 7.175569 (lr=2.0000e-04) (hash(x)=23179996) +3689 train 6.817071 (lr=2.0000e-04) (hash(x)=20963675) +3690 train 7.103612 (lr=2.0000e-04) (hash(x)=26650521) +3691 train 6.871775 (lr=2.0000e-04) (hash(x)=20140071) +3692 train 6.826791 (lr=2.0000e-04) (hash(x)=21734340) +3693 train 7.077031 (lr=2.0000e-04) (hash(x)=23848422) +3694 train 7.155414 (lr=2.0000e-04) (hash(x)=27499953) +3695 train 7.410358 (lr=2.0000e-04) (hash(x)=27273311) +3696 train 7.330341 (lr=2.0000e-04) (hash(x)=25741091) +3697 train 7.032254 (lr=2.0000e-04) (hash(x)=22010794) +3698 train 7.153986 (lr=2.0000e-04) (hash(x)=24616138) +3699 train 7.495941 (lr=2.0000e-04) (hash(x)=31276487) +3700 val loss 7.2418 +3700 val perplexity 1396.5847 +3700 train 7.177883 (lr=2.0000e-04) (hash(x)=24042922) +3701 train 6.968872 (lr=2.0000e-04) (hash(x)=21985431) +3702 train 6.862524 (lr=2.0000e-04) (hash(x)=21336316) +3703 train 6.702615 (lr=2.0000e-04) (hash(x)=17819313) +3704 train 7.318387 (lr=2.0000e-04) (hash(x)=27033851) +3705 train 7.306306 (lr=2.0000e-04) (hash(x)=27260043) +3706 train 7.409870 (lr=2.0000e-04) (hash(x)=26847649) +3707 train 7.327584 (lr=2.0000e-04) (hash(x)=25843618) +3708 train 7.303110 (lr=2.0000e-04) (hash(x)=25828009) +3709 train 7.301826 (lr=2.0000e-04) (hash(x)=24960960) +3710 train 7.464833 (lr=2.0000e-04) (hash(x)=24852741) +3711 train 6.910581 (lr=2.0000e-04) (hash(x)=23769243) +3712 train 7.098905 (lr=2.0000e-04) (hash(x)=27110690) +3713 train 7.117946 (lr=2.0000e-04) (hash(x)=22817285) +3714 train 6.829829 (lr=2.0000e-04) (hash(x)=19618355) +3715 train 7.389524 (lr=2.0000e-04) (hash(x)=28731298) +3716 train 7.138059 (lr=2.0000e-04) (hash(x)=23091196) +3717 train 7.692092 (lr=2.0000e-04) (hash(x)=28825233) +3718 train 7.194889 (lr=2.0000e-04) (hash(x)=25778506) +3719 train 7.126745 (lr=2.0000e-04) (hash(x)=23788738) +3720 train 6.564330 (lr=2.0000e-04) (hash(x)=16684794) +3721 train 7.031119 (lr=2.0000e-04) (hash(x)=24755102) +3722 train 7.331295 (lr=2.0000e-04) (hash(x)=26839238) +3723 train 7.343663 (lr=2.0000e-04) (hash(x)=26599031) +3724 train 7.270422 (lr=2.0000e-04) (hash(x)=25945650) +3725 train 7.377032 (lr=2.0000e-04) (hash(x)=27434751) +3726 train 7.157924 (lr=2.0000e-04) (hash(x)=24814591) +3727 train 7.043789 (lr=2.0000e-04) (hash(x)=24818744) +3728 train 7.140184 (lr=2.0000e-04) (hash(x)=25649817) +3729 train 7.069705 (lr=2.0000e-04) (hash(x)=24987021) +3730 train 7.031371 (lr=2.0000e-04) (hash(x)=24667779) +3731 train 6.983629 (lr=2.0000e-04) (hash(x)=23053871) +3732 train 6.672474 (lr=2.0000e-04) (hash(x)=19264856) +3733 train 7.279125 (lr=2.0000e-04) (hash(x)=23718117) +3734 train 6.973916 (lr=2.0000e-04) (hash(x)=21904779) +3735 train 7.198422 (lr=2.0000e-04) (hash(x)=23472795) +3736 train 7.497527 (lr=2.0000e-04) (hash(x)=24650440) +3737 train 7.488815 (lr=2.0000e-04) (hash(x)=25243911) +3738 train 7.849460 (lr=2.0000e-04) (hash(x)=30423616) +3739 train 7.817709 (lr=2.0000e-04) (hash(x)=29748225) +3740 train 7.261651 (lr=2.0000e-04) (hash(x)=25180684) +3741 train 7.300079 (lr=2.0000e-04) (hash(x)=25619065) +3742 train 7.673050 (lr=2.0000e-04) (hash(x)=31847002) +3743 train 7.273596 (lr=2.0000e-04) (hash(x)=24991832) +3744 train 7.190824 (lr=2.0000e-04) (hash(x)=23836263) +3745 train 7.044048 (lr=2.0000e-04) (hash(x)=24651902) +3746 train 7.540390 (lr=2.0000e-04) (hash(x)=22936538) +3747 train 7.505824 (lr=2.0000e-04) (hash(x)=23681545) +3748 train 6.966735 (lr=2.0000e-04) (hash(x)=21140825) +3749 train 7.107409 (lr=2.0000e-04) (hash(x)=24932453) +3750 val loss 7.2191 +3750 val perplexity 1365.2969 +3750 train 7.302629 (lr=2.0000e-04) (hash(x)=25919062) +3751 train 7.103395 (lr=2.0000e-04) (hash(x)=22424066) +3752 train 7.132396 (lr=2.0000e-04) (hash(x)=23542210) +3753 train 6.999547 (lr=2.0000e-04) (hash(x)=22113561) +3754 train 6.929640 (lr=2.0000e-04) (hash(x)=24892794) +3755 train 7.425716 (lr=2.0000e-04) (hash(x)=25262748) +3756 train 7.154082 (lr=2.0000e-04) (hash(x)=24477975) +3757 train 6.973852 (lr=2.0000e-04) (hash(x)=24681189) +3758 train 7.009877 (lr=2.0000e-04) (hash(x)=24052603) +3759 train 7.205981 (lr=2.0000e-04) (hash(x)=26474878) +3760 train 7.717836 (lr=2.0000e-04) (hash(x)=28228836) +3761 train 7.281459 (lr=2.0000e-04) (hash(x)=23832522) +3762 train 7.290352 (lr=2.0000e-04) (hash(x)=24416789) +3763 train 7.029832 (lr=2.0000e-04) (hash(x)=23930593) +3764 train 7.107002 (lr=2.0000e-04) (hash(x)=23895092) +3765 train 7.038316 (lr=2.0000e-04) (hash(x)=26865287) +3766 train 7.051362 (lr=2.0000e-04) (hash(x)=21330722) +3767 train 7.144988 (lr=2.0000e-04) (hash(x)=22704349) +3768 train 7.248241 (lr=2.0000e-04) (hash(x)=27740886) +3769 train 7.215436 (lr=2.0000e-04) (hash(x)=24935936) +3770 train 7.068481 (lr=2.0000e-04) (hash(x)=23497487) +3771 train 7.293706 (lr=2.0000e-04) (hash(x)=24801048) +3772 train 7.063148 (lr=2.0000e-04) (hash(x)=25490486) +3773 train 7.072348 (lr=2.0000e-04) (hash(x)=21166466) +3774 train 7.280773 (lr=2.0000e-04) (hash(x)=23225244) +3775 train 7.070552 (lr=2.0000e-04) (hash(x)=22293673) +3776 train 7.356050 (lr=2.0000e-04) (hash(x)=25700016) +3777 train 6.884449 (lr=2.0000e-04) (hash(x)=22370207) +3778 train 7.239919 (lr=2.0000e-04) (hash(x)=25224849) +3779 train 7.135297 (lr=2.0000e-04) (hash(x)=23311934) +3780 train 6.874322 (lr=2.0000e-04) (hash(x)=19627124) +3781 train 7.475072 (lr=2.0000e-04) (hash(x)=27132838) +3782 train 7.337434 (lr=2.0000e-04) (hash(x)=27242104) +3783 train 6.846207 (lr=2.0000e-04) (hash(x)=21785487) +3784 train 7.163043 (lr=2.0000e-04) (hash(x)=25798262) +3785 train 7.071485 (lr=2.0000e-04) (hash(x)=24806937) +3786 train 6.912174 (lr=2.0000e-04) (hash(x)=24098756) +3787 train 6.879352 (lr=2.0000e-04) (hash(x)=22981456) +3788 train 7.367720 (lr=2.0000e-04) (hash(x)=22441908) +3789 train 7.238960 (lr=2.0000e-04) (hash(x)=25867804) +3790 train 7.157453 (lr=2.0000e-04) (hash(x)=22835586) +3791 train 7.350391 (lr=2.0000e-04) (hash(x)=25251063) +3792 train 7.172880 (lr=2.0000e-04) (hash(x)=27059729) +3793 train 7.158607 (lr=2.0000e-04) (hash(x)=23819311) +3794 train 6.887157 (lr=2.0000e-04) (hash(x)=21345757) +3795 train 7.107151 (lr=2.0000e-04) (hash(x)=25796422) +3796 train 6.852016 (lr=2.0000e-04) (hash(x)=21414971) +3797 train 7.088748 (lr=2.0000e-04) (hash(x)=26120920) +3798 train 7.026915 (lr=2.0000e-04) (hash(x)=22008247) +3799 train 7.124671 (lr=2.0000e-04) (hash(x)=22722211) +3800 val loss 7.2068 +3800 val perplexity 1348.6176 +3800 train 6.841732 (lr=2.0000e-04) (hash(x)=24484513) +3801 train 7.210357 (lr=2.0000e-04) (hash(x)=24463866) +3802 train 7.202791 (lr=2.0000e-04) (hash(x)=26470775) +3803 train 7.208261 (lr=2.0000e-04) (hash(x)=24296755) +3804 train 7.202560 (lr=2.0000e-04) (hash(x)=24381309) +3805 train 7.427705 (lr=2.0000e-04) (hash(x)=26781262) +3806 train 6.913610 (lr=2.0000e-04) (hash(x)=23563137) +3807 train 7.125073 (lr=2.0000e-04) (hash(x)=24522269) +3808 train 6.987339 (lr=2.0000e-04) (hash(x)=22871995) +3809 train 7.298383 (lr=2.0000e-04) (hash(x)=24751946) +3810 train 7.129781 (lr=2.0000e-04) (hash(x)=19879741) +3811 train 7.184036 (lr=2.0000e-04) (hash(x)=25617184) +3812 train 6.882085 (lr=2.0000e-04) (hash(x)=21776722) +3813 train 6.952499 (lr=2.0000e-04) (hash(x)=22663402) +3814 train 7.304973 (lr=2.0000e-04) (hash(x)=26072046) +3815 train 7.002897 (lr=2.0000e-04) (hash(x)=23329475) +3816 train 7.095146 (lr=2.0000e-04) (hash(x)=25519031) +3817 train 7.051441 (lr=2.0000e-04) (hash(x)=22846270) +3818 train 7.062145 (lr=2.0000e-04) (hash(x)=20299429) +3819 train 7.564145 (lr=2.0000e-04) (hash(x)=30652062) +3820 train 6.826210 (lr=2.0000e-04) (hash(x)=19824665) +3821 train 7.437824 (lr=2.0000e-04) (hash(x)=26698904) +3822 train 7.246906 (lr=2.0000e-04) (hash(x)=27612163) +3823 train 7.082443 (lr=2.0000e-04) (hash(x)=24735165) +3824 train 6.772129 (lr=2.0000e-04) (hash(x)=19965890) +3825 train 6.922394 (lr=2.0000e-04) (hash(x)=23518594) +3826 train 6.914898 (lr=2.0000e-04) (hash(x)=22388460) +3827 train 6.965683 (lr=2.0000e-04) (hash(x)=23795686) +3828 train 6.880324 (lr=2.0000e-04) (hash(x)=24470150) +3829 train 6.528306 (lr=2.0000e-04) (hash(x)=19483392) +3830 train 6.981037 (lr=2.0000e-04) (hash(x)=23304516) +3831 train 7.337022 (lr=2.0000e-04) (hash(x)=27002892) +3832 train 7.071228 (lr=2.0000e-04) (hash(x)=22114813) +3833 train 7.251805 (lr=2.0000e-04) (hash(x)=26221916) +3834 train 6.837728 (lr=2.0000e-04) (hash(x)=27261960) +3835 train 7.079865 (lr=2.0000e-04) (hash(x)=21189101) +3836 train 6.791342 (lr=2.0000e-04) (hash(x)=20638173) +3837 train 7.182939 (lr=2.0000e-04) (hash(x)=25497439) +3838 train 6.716049 (lr=2.0000e-04) (hash(x)=20460499) +3839 train 7.154076 (lr=2.0000e-04) (hash(x)=23499349) +3840 train 7.947225 (lr=2.0000e-04) (hash(x)=22671939) +3841 train 7.983748 (lr=2.0000e-04) (hash(x)=26809295) +3842 train 7.221959 (lr=2.0000e-04) (hash(x)=28094504) +3843 train 7.184712 (lr=2.0000e-04) (hash(x)=26807896) +3844 train 7.302535 (lr=2.0000e-04) (hash(x)=24749334) +3845 train 7.194149 (lr=2.0000e-04) (hash(x)=25031330) +3846 train 7.120758 (lr=2.0000e-04) (hash(x)=23008126) +3847 train 7.036876 (lr=2.0000e-04) (hash(x)=22461589) +3848 train 7.429325 (lr=2.0000e-04) (hash(x)=24959391) +3849 train 7.246751 (lr=2.0000e-04) (hash(x)=24239512) +3850 val loss 7.2694 +3850 val perplexity 1435.6315 +3850 train 7.072794 (lr=2.0000e-04) (hash(x)=24760422) +3851 train 7.554447 (lr=2.0000e-04) (hash(x)=26904123) +3852 train 6.724026 (lr=2.0000e-04) (hash(x)=17986444) +3853 train 7.087068 (lr=2.0000e-04) (hash(x)=21618533) +3854 train 7.102127 (lr=2.0000e-04) (hash(x)=27107027) +3855 train 7.361379 (lr=2.0000e-04) (hash(x)=26415040) +3856 train 7.886761 (lr=2.0000e-04) (hash(x)=28682703) +3857 train 7.083351 (lr=2.0000e-04) (hash(x)=22824767) +3858 train 7.222173 (lr=2.0000e-04) (hash(x)=24540450) +3859 train 7.194912 (lr=2.0000e-04) (hash(x)=24463181) +3860 train 7.123745 (lr=2.0000e-04) (hash(x)=22832558) +3861 train 7.326952 (lr=2.0000e-04) (hash(x)=26582384) +3862 train 7.905853 (lr=2.0000e-04) (hash(x)=32327364) +3863 train 7.308800 (lr=2.0000e-04) (hash(x)=26349465) +3864 train 7.038743 (lr=2.0000e-04) (hash(x)=23079414) +3865 train 7.089672 (lr=2.0000e-04) (hash(x)=23464639) +3866 train 6.944788 (lr=2.0000e-04) (hash(x)=21406620) +3867 train 6.809345 (lr=2.0000e-04) (hash(x)=21205988) +3868 train 6.853180 (lr=2.0000e-04) (hash(x)=22742634) +3869 train 6.925681 (lr=2.0000e-04) (hash(x)=24868938) +3870 train 7.291321 (lr=2.0000e-04) (hash(x)=28095283) +3871 train 6.959025 (lr=2.0000e-04) (hash(x)=21596677) +3872 train 7.203887 (lr=2.0000e-04) (hash(x)=26884381) +3873 train 7.261064 (lr=2.0000e-04) (hash(x)=26410272) +3874 train 7.036977 (lr=2.0000e-04) (hash(x)=22915785) +3875 train 7.038435 (lr=2.0000e-04) (hash(x)=23575666) +3876 train 7.058499 (lr=2.0000e-04) (hash(x)=25313223) +3877 train 6.554531 (lr=2.0000e-04) (hash(x)=16319719) +3878 train 7.130139 (lr=2.0000e-04) (hash(x)=23227579) +3879 train 7.084776 (lr=2.0000e-04) (hash(x)=24117012) +3880 train 7.165535 (lr=2.0000e-04) (hash(x)=24681517) +3881 train 7.066225 (lr=2.0000e-04) (hash(x)=23186527) +3882 train 7.067497 (lr=2.0000e-04) (hash(x)=23472784) +3883 train 7.088178 (lr=2.0000e-04) (hash(x)=26013014) +3884 train 7.281064 (lr=2.0000e-04) (hash(x)=25952206) +3885 train 7.438579 (lr=2.0000e-04) (hash(x)=23897834) +3886 train 7.135564 (lr=2.0000e-04) (hash(x)=26350364) +3887 train 7.189581 (lr=2.0000e-04) (hash(x)=24105761) +3888 train 7.246836 (lr=2.0000e-04) (hash(x)=22801707) +3889 train 7.104326 (lr=2.0000e-04) (hash(x)=21821937) +3890 train 7.043455 (lr=2.0000e-04) (hash(x)=24264640) +3891 train 6.991100 (lr=2.0000e-04) (hash(x)=20369133) +3892 train 6.986496 (lr=2.0000e-04) (hash(x)=24313506) +3893 train 6.972486 (lr=2.0000e-04) (hash(x)=22104086) +3894 train 7.218047 (lr=2.0000e-04) (hash(x)=25312602) +3895 train 7.268806 (lr=2.0000e-04) (hash(x)=25725049) +3896 train 7.078021 (lr=2.0000e-04) (hash(x)=22981231) +3897 train 6.923832 (lr=2.0000e-04) (hash(x)=18021467) +3898 train 6.889072 (lr=2.0000e-04) (hash(x)=17960254) +3899 train 7.040654 (lr=2.0000e-04) (hash(x)=19808118) +3900 val loss 7.2733 +3900 val perplexity 1441.3115 +3900 train 6.820708 (lr=2.0000e-04) (hash(x)=21022829) +3901 train 7.021492 (lr=2.0000e-04) (hash(x)=22434663) +3902 train 6.791904 (lr=2.0000e-04) (hash(x)=20208091) +3903 train 6.912588 (lr=2.0000e-04) (hash(x)=22892776) +3904 train 7.019428 (lr=2.0000e-04) (hash(x)=21554367) +3905 train 7.145958 (lr=2.0000e-04) (hash(x)=23704875) +3906 train 7.102568 (lr=2.0000e-04) (hash(x)=21690340) +3907 train 7.055980 (lr=2.0000e-04) (hash(x)=23736780) +3908 train 6.922639 (lr=2.0000e-04) (hash(x)=21060920) +3909 train 6.852644 (lr=2.0000e-04) (hash(x)=20091559) +3910 train 7.127855 (lr=2.0000e-04) (hash(x)=22147974) +3911 train 7.072188 (lr=2.0000e-04) (hash(x)=21630383) +3912 train 7.332802 (lr=2.0000e-04) (hash(x)=28339385) +3913 train 7.185712 (lr=2.0000e-04) (hash(x)=25355505) +3914 train 7.082035 (lr=2.0000e-04) (hash(x)=20843914) +3915 train 7.596951 (lr=2.0000e-04) (hash(x)=25397467) +3916 train 7.275499 (lr=2.0000e-04) (hash(x)=23587501) +3917 train 6.876408 (lr=2.0000e-04) (hash(x)=19036533) +3918 train 7.116612 (lr=2.0000e-04) (hash(x)=29749389) 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(hash(x)=25101923) +3937 train 7.130051 (lr=2.0000e-04) (hash(x)=25945975) +3938 train 7.241289 (lr=2.0000e-04) (hash(x)=25382013) +3939 train 6.798004 (lr=2.0000e-04) (hash(x)=19930900) +3940 train 6.917406 (lr=2.0000e-04) (hash(x)=22202373) +3941 train 7.080505 (lr=2.0000e-04) (hash(x)=24592992) +3942 train 6.998086 (lr=2.0000e-04) (hash(x)=25002271) +3943 train 6.854737 (lr=2.0000e-04) (hash(x)=20654136) +3944 train 6.943021 (lr=2.0000e-04) (hash(x)=20061590) +3945 train 6.899322 (lr=2.0000e-04) (hash(x)=21441361) +3946 train 7.086250 (lr=2.0000e-04) (hash(x)=20055468) +3947 train 7.841995 (lr=2.0000e-04) (hash(x)=28495621) +3948 train 7.274907 (lr=2.0000e-04) (hash(x)=25959236) +3949 train 7.547510 (lr=2.0000e-04) (hash(x)=26750193) +3950 val loss 7.2810 +3950 val perplexity 1452.3879 +3950 train 7.378731 (lr=2.0000e-04) (hash(x)=25882605) +3951 train 7.418799 (lr=2.0000e-04) (hash(x)=26776000) +3952 train 7.048386 (lr=2.0000e-04) (hash(x)=24155107) +3953 train 7.129232 (lr=2.0000e-04) (hash(x)=23441845) +3954 train 7.044198 (lr=2.0000e-04) (hash(x)=22860915) +3955 train 6.879553 (lr=2.0000e-04) (hash(x)=21584429) +3956 train 6.486786 (lr=2.0000e-04) (hash(x)=16535556) +3957 train 6.568491 (lr=2.0000e-04) (hash(x)=17946180) +3958 train 7.092229 (lr=2.0000e-04) (hash(x)=25367610) +3959 train 6.991901 (lr=2.0000e-04) (hash(x)=22560658) +3960 train 7.228685 (lr=2.0000e-04) (hash(x)=23809585) +3961 train 7.481230 (lr=2.0000e-04) (hash(x)=20438213) +3962 train 7.849787 (lr=2.0000e-04) (hash(x)=30520037) +3963 train 7.498390 (lr=2.0000e-04) (hash(x)=25276565) +3964 train 7.179006 (lr=2.0000e-04) (hash(x)=26796532) +3965 train 6.959672 (lr=2.0000e-04) (hash(x)=22850475) +3966 train 7.465974 (lr=2.0000e-04) (hash(x)=25983698) +3967 train 7.348724 (lr=2.0000e-04) (hash(x)=25995933) +3968 train 7.546921 (lr=2.0000e-04) (hash(x)=25319339) +3969 train 7.173433 (lr=2.0000e-04) (hash(x)=25066892) +3970 train 7.344009 (lr=2.0000e-04) (hash(x)=26931819) +3971 train 7.296910 (lr=2.0000e-04) (hash(x)=24163910) +3972 train 7.225334 (lr=2.0000e-04) (hash(x)=25359634) +3973 train 7.092282 (lr=2.0000e-04) (hash(x)=24323444) +3974 train 7.256195 (lr=2.0000e-04) (hash(x)=26529231) +3975 train 7.275028 (lr=2.0000e-04) (hash(x)=24635394) +3976 train 7.530019 (lr=2.0000e-04) (hash(x)=24783093) +3977 train 7.648245 (lr=2.0000e-04) (hash(x)=26710509) +3978 train 7.112186 (lr=2.0000e-04) (hash(x)=25396630) +3979 train 7.024730 (lr=2.0000e-04) (hash(x)=22556381) +3980 train 7.320218 (lr=2.0000e-04) (hash(x)=26912161) +3981 train 6.894156 (lr=2.0000e-04) (hash(x)=22268078) +3982 train 7.982775 (lr=2.0000e-04) (hash(x)=30430328) +3983 train 7.504721 (lr=2.0000e-04) (hash(x)=27537228) +3984 train 6.960472 (lr=2.0000e-04) (hash(x)=24468603) +3985 train 7.301219 (lr=2.0000e-04) (hash(x)=27006663) +3986 train 7.497178 (lr=2.0000e-04) (hash(x)=27014728) +3987 train 6.917634 (lr=2.0000e-04) (hash(x)=20883633) +3988 train 7.087723 (lr=2.0000e-04) (hash(x)=23361791) +3989 train 7.178459 (lr=2.0000e-04) (hash(x)=26775925) +3990 train 7.688240 (lr=2.0000e-04) (hash(x)=30648934) +3991 train 7.286584 (lr=2.0000e-04) (hash(x)=26496730) +3992 train 7.040843 (lr=2.0000e-04) (hash(x)=25942897) +3993 train 7.062376 (lr=2.0000e-04) (hash(x)=24887111) +3994 train 6.953846 (lr=2.0000e-04) (hash(x)=22908550) +3995 train 6.713268 (lr=2.0000e-04) (hash(x)=20342150) +3996 train 6.982368 (lr=2.0000e-04) (hash(x)=22261760) +3997 train 7.051598 (lr=2.0000e-04) (hash(x)=22731641) +3998 train 6.926569 (lr=2.0000e-04) (hash(x)=20669749) +3999 train 6.875034 (lr=2.0000e-04) (hash(x)=16533310) +4000 val loss 7.2310 +4000 val perplexity 1381.6296 +4000 train 7.048483 (lr=2.0000e-04) (hash(x)=23661341) +4001 train 7.068260 (lr=2.0000e-04) (hash(x)=24644301) +4002 train 6.896942 (lr=2.0000e-04) (hash(x)=22938438) +4003 train 7.016015 (lr=2.0000e-04) (hash(x)=24315862) +4004 train 7.216716 (lr=2.0000e-04) (hash(x)=25169315) +4005 train 7.165558 (lr=2.0000e-04) (hash(x)=24752796) +4006 train 7.119168 (lr=2.0000e-04) (hash(x)=23103706) +4007 train 7.238074 (lr=2.0000e-04) (hash(x)=24881176) +4008 train 7.142940 (lr=2.0000e-04) (hash(x)=23971947) +4009 train 7.390368 (lr=2.0000e-04) (hash(x)=27741054) +4010 train 7.754523 (lr=2.0000e-04) (hash(x)=30956251) +4011 train 7.217937 (lr=2.0000e-04) (hash(x)=23649686) +4012 train 7.054570 (lr=2.0000e-04) (hash(x)=23344798) +4013 train 7.649890 (lr=2.0000e-04) (hash(x)=29529498) +4014 train 7.231819 (lr=2.0000e-04) (hash(x)=24688359) +4015 train 7.211000 (lr=2.0000e-04) (hash(x)=25593613) +4016 train 7.293884 (lr=2.0000e-04) (hash(x)=25674488) +4017 train 6.783365 (lr=2.0000e-04) (hash(x)=21345346) +4018 train 7.049118 (lr=2.0000e-04) (hash(x)=21978324) +4019 train 7.099143 (lr=2.0000e-04) (hash(x)=23669244) +4020 train 6.964017 (lr=2.0000e-04) (hash(x)=22479613) +4021 train 6.963192 (lr=2.0000e-04) (hash(x)=22855256) +4022 train 7.316101 (lr=2.0000e-04) (hash(x)=19759826) +4023 train 7.251232 (lr=2.0000e-04) (hash(x)=22886646) +4024 train 7.260019 (lr=2.0000e-04) (hash(x)=25553008) +4025 train 7.132504 (lr=2.0000e-04) (hash(x)=25487028) +4026 train 7.678230 (lr=2.0000e-04) (hash(x)=26799246) +4027 train 7.943688 (lr=2.0000e-04) (hash(x)=30728540) +4028 train 7.369000 (lr=2.0000e-04) (hash(x)=23966676) +4029 train 7.031372 (lr=2.0000e-04) (hash(x)=22118783) +4030 train 7.204832 (lr=2.0000e-04) (hash(x)=24744703) +4031 train 7.207194 (lr=2.0000e-04) (hash(x)=21407676) +4032 train 7.135733 (lr=2.0000e-04) (hash(x)=20623349) +4033 train 6.944436 (lr=2.0000e-04) (hash(x)=24723788) +4034 train 7.231630 (lr=2.0000e-04) (hash(x)=25030709) +4035 train 7.268734 (lr=2.0000e-04) (hash(x)=26326164) +4036 train 7.105071 (lr=2.0000e-04) (hash(x)=23754475) +4037 train 7.746251 (lr=2.0000e-04) (hash(x)=30112933) +4038 train 7.486061 (lr=2.0000e-04) (hash(x)=27474299) +4039 train 6.932454 (lr=2.0000e-04) (hash(x)=21720304) +4040 train 7.358815 (lr=2.0000e-04) (hash(x)=25142674) +4041 train 7.584450 (lr=2.0000e-04) (hash(x)=25284552) +4042 train 7.478069 (lr=2.0000e-04) (hash(x)=24554942) +4043 train 7.241090 (lr=2.0000e-04) (hash(x)=23773870) +4044 train 7.031312 (lr=2.0000e-04) (hash(x)=23896338) +4045 train 7.831800 (lr=2.0000e-04) (hash(x)=34984911) +4046 train 7.126943 (lr=2.0000e-04) (hash(x)=23854263) +4047 train 7.377525 (lr=2.0000e-04) (hash(x)=27263416) +4048 train 7.062048 (lr=2.0000e-04) (hash(x)=24989642) +4049 train 7.082335 (lr=2.0000e-04) (hash(x)=24492055) +4050 val loss 7.2323 +4050 val perplexity 1383.3477 +4050 train 6.947406 (lr=2.0000e-04) (hash(x)=21579916) +4051 train 7.236111 (lr=2.0000e-04) (hash(x)=25274710) +4052 train 7.099323 (lr=2.0000e-04) (hash(x)=24701947) +4053 train 7.082512 (lr=2.0000e-04) (hash(x)=25477340) +4054 train 6.986799 (lr=2.0000e-04) (hash(x)=23774195) +4055 train 7.289080 (lr=2.0000e-04) (hash(x)=25840801) +4056 train 7.492376 (lr=2.0000e-04) (hash(x)=27972529) +4057 train 7.236101 (lr=2.0000e-04) (hash(x)=26952458) +4058 train 6.725413 (lr=2.0000e-04) (hash(x)=22683653) +4059 train 6.826659 (lr=2.0000e-04) (hash(x)=20984129) +4060 train 6.988716 (lr=2.0000e-04) (hash(x)=22816482) +4061 train 7.233160 (lr=2.0000e-04) (hash(x)=24285302) +4062 train 7.671713 (lr=2.0000e-04) (hash(x)=31517950) +4063 train 7.880759 (lr=2.0000e-04) (hash(x)=31424568) +4064 train 7.575569 (lr=2.0000e-04) (hash(x)=29497876) +4065 train 7.446196 (lr=2.0000e-04) (hash(x)=27277376) +4066 train 7.215833 (lr=2.0000e-04) (hash(x)=26832588) +4067 train 7.056525 (lr=2.0000e-04) (hash(x)=25149712) +4068 train 7.056734 (lr=2.0000e-04) (hash(x)=23728457) +4069 train 6.978271 (lr=2.0000e-04) (hash(x)=25265136) +4070 train 7.492972 (lr=2.0000e-04) (hash(x)=25241681) +4071 train 7.164726 (lr=2.0000e-04) (hash(x)=23403065) +4072 train 7.096645 (lr=2.0000e-04) (hash(x)=25808207) +4073 train 7.065607 (lr=2.0000e-04) (hash(x)=23904844) +4074 train 6.735509 (lr=2.0000e-04) (hash(x)=18865309) +4075 train 7.142476 (lr=2.0000e-04) (hash(x)=23531744) +4076 train 7.203837 (lr=2.0000e-04) (hash(x)=25784275) +4077 train 6.969718 (lr=2.0000e-04) (hash(x)=22417529) +4078 train 6.975430 (lr=2.0000e-04) (hash(x)=23095491) +4079 train 7.075411 (lr=2.0000e-04) (hash(x)=22656033) +4080 train 7.098854 (lr=2.0000e-04) (hash(x)=25865435) +4081 train 7.207613 (lr=2.0000e-04) (hash(x)=25699377) +4082 train 7.215686 (lr=2.0000e-04) (hash(x)=20854084) +4083 train 6.767015 (lr=2.0000e-04) (hash(x)=18950799) +4084 train 6.998702 (lr=2.0000e-04) (hash(x)=22633739) +4085 train 7.793312 (lr=2.0000e-04) (hash(x)=34054446) +4086 train 7.436714 (lr=2.0000e-04) (hash(x)=27599387) +4087 train 7.274112 (lr=2.0000e-04) (hash(x)=26869295) +4088 train 7.227997 (lr=2.0000e-04) (hash(x)=24075139) +4089 train 7.603799 (lr=2.0000e-04) (hash(x)=29784110) +4090 train 7.915198 (lr=2.0000e-04) (hash(x)=34273918) +4091 train 8.335823 (lr=2.0000e-04) (hash(x)=34472685) +4092 train 7.713582 (lr=2.0000e-04) (hash(x)=30113791) +4093 train 6.952873 (lr=2.0000e-04) (hash(x)=22366381) +4094 train 7.190701 (lr=2.0000e-04) (hash(x)=24922935) +4095 train 7.359155 (lr=2.0000e-04) (hash(x)=25504151) +4096 train 7.296907 (lr=2.0000e-04) (hash(x)=24517375) +4097 train 8.064359 (lr=2.0000e-04) (hash(x)=25871651) +4098 train 7.108041 (lr=2.0000e-04) (hash(x)=23480225) +4099 train 6.953294 (lr=2.0000e-04) (hash(x)=22559978) +4100 val loss 7.2594 +4100 val perplexity 1421.4230 +4100 train 7.336416 (lr=2.0000e-04) (hash(x)=25795272) +4101 train 7.300412 (lr=2.0000e-04) (hash(x)=25440399) +4102 train 7.012256 (lr=2.0000e-04) (hash(x)=21581806) +4103 train 7.063434 (lr=2.0000e-04) (hash(x)=25781518) +4104 train 7.123899 (lr=2.0000e-04) (hash(x)=24682372) +4105 train 6.974609 (lr=2.0000e-04) (hash(x)=22440094) +4106 train 7.110496 (lr=2.0000e-04) (hash(x)=23661032) +4107 train 7.375510 (lr=2.0000e-04) (hash(x)=26966012) +4108 train 7.389749 (lr=2.0000e-04) (hash(x)=26232227) +4109 train 7.036020 (lr=2.0000e-04) (hash(x)=24110656) +4110 train 7.334432 (lr=2.0000e-04) (hash(x)=25938621) +4111 train 7.158762 (lr=2.0000e-04) (hash(x)=26432850) +4112 train 7.156937 (lr=2.0000e-04) (hash(x)=25387672) +4113 train 6.946680 (lr=2.0000e-04) (hash(x)=22740017) +4114 train 7.334466 (lr=2.0000e-04) (hash(x)=26384190) +4115 train 7.043118 (lr=2.0000e-04) (hash(x)=24725583) +4116 train 7.193176 (lr=2.0000e-04) (hash(x)=23986700) +4117 train 7.146307 (lr=2.0000e-04) (hash(x)=18529900) +4118 train 7.202220 (lr=2.0000e-04) (hash(x)=22236257) +4119 train 6.810914 (lr=2.0000e-04) (hash(x)=20155894) +4120 train 6.623488 (lr=2.0000e-04) (hash(x)=17423813) +4121 train 6.535393 (lr=2.0000e-04) (hash(x)=18905183) +4122 train 6.892844 (lr=2.0000e-04) (hash(x)=22534398) +4123 train 7.538479 (lr=2.0000e-04) (hash(x)=25247868) +4124 train 7.139066 (lr=2.0000e-04) (hash(x)=23994188) +4125 train 6.982874 (lr=2.0000e-04) (hash(x)=22929754) +4126 train 6.857337 (lr=2.0000e-04) (hash(x)=22485897) +4127 train 6.938985 (lr=2.0000e-04) (hash(x)=22270169) 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(hash(x)=26473900) +4146 train 7.263107 (lr=2.0000e-04) (hash(x)=26785092) +4147 train 7.507068 (lr=2.0000e-04) (hash(x)=30188532) +4148 train 7.032543 (lr=2.0000e-04) (hash(x)=25010649) +4149 train 7.035938 (lr=2.0000e-04) (hash(x)=22409016) +4150 val loss 7.2166 +4150 val perplexity 1361.8735 +4150 train 7.766978 (lr=2.0000e-04) (hash(x)=31675024) +4151 train 7.064495 (lr=2.0000e-04) (hash(x)=25086604) +4152 train 7.072948 (lr=2.0000e-04) (hash(x)=24429343) +4153 train 7.231829 (lr=2.0000e-04) (hash(x)=25014232) +4154 train 7.156606 (lr=2.0000e-04) (hash(x)=25366275) +4155 train 7.662065 (lr=2.0000e-04) (hash(x)=24031473) +4156 train 7.194159 (lr=2.0000e-04) (hash(x)=26651059) +4157 train 7.248021 (lr=2.0000e-04) (hash(x)=26069721) +4158 train 7.396022 (lr=2.0000e-04) (hash(x)=28114382) +4159 train 7.391550 (lr=2.0000e-04) (hash(x)=26983186) +4160 train 6.776147 (lr=2.0000e-04) (hash(x)=21944670) +4161 train 7.522161 (lr=2.0000e-04) (hash(x)=28155702) +4162 train 6.946630 (lr=2.0000e-04) (hash(x)=24765002) +4163 train 7.188805 (lr=2.0000e-04) (hash(x)=26492636) +4164 train 7.177837 (lr=2.0000e-04) (hash(x)=24063705) +4165 train 7.478719 (lr=2.0000e-04) (hash(x)=27079573) +4166 train 7.076152 (lr=2.0000e-04) (hash(x)=24912201) +4167 train 7.218775 (lr=2.0000e-04) (hash(x)=27208507) +4168 train 7.107811 (lr=2.0000e-04) (hash(x)=25824320) +4169 train 7.706254 (lr=2.0000e-04) (hash(x)=29641677) +4170 train 7.369482 (lr=2.0000e-04) (hash(x)=26275614) +4171 train 7.206985 (lr=2.0000e-04) (hash(x)=25227725) +4172 train 7.260809 (lr=2.0000e-04) (hash(x)=27417375) +4173 train 7.456107 (lr=2.0000e-04) (hash(x)=25581973) +4174 train 7.810937 (lr=2.0000e-04) (hash(x)=30360417) +4175 train 7.035959 (lr=2.0000e-04) (hash(x)=23862845) +4176 train 7.082022 (lr=2.0000e-04) (hash(x)=25415130) +4177 train 7.066926 (lr=2.0000e-04) (hash(x)=23111123) +4178 train 7.029775 (lr=2.0000e-04) (hash(x)=24022804) +4179 train 7.115653 (lr=2.0000e-04) (hash(x)=25148490) +4180 train 7.232556 (lr=2.0000e-04) (hash(x)=22792092) +4181 train 7.334848 (lr=2.0000e-04) (hash(x)=24779698) +4182 train 7.278342 (lr=2.0000e-04) (hash(x)=24870844) +4183 train 6.969514 (lr=2.0000e-04) (hash(x)=22664494) +4184 train 7.041461 (lr=2.0000e-04) (hash(x)=22599729) +4185 train 7.195606 (lr=2.0000e-04) (hash(x)=24707078) +4186 train 6.991730 (lr=2.0000e-04) (hash(x)=23823945) +4187 train 6.747180 (lr=2.0000e-04) (hash(x)=22219856) +4188 train 7.440990 (lr=2.0000e-04) (hash(x)=27061401) +4189 train 7.174635 (lr=2.0000e-04) (hash(x)=23398766) +4190 train 7.249739 (lr=2.0000e-04) (hash(x)=27916730) +4191 train 7.146172 (lr=2.0000e-04) (hash(x)=24092927) +4192 train 7.190527 (lr=2.0000e-04) (hash(x)=24723657) +4193 train 7.184611 (lr=2.0000e-04) (hash(x)=24676155) +4194 train 7.096349 (lr=2.0000e-04) (hash(x)=23455369) +4195 train 7.051513 (lr=2.0000e-04) (hash(x)=21999890) +4196 train 7.006895 (lr=2.0000e-04) (hash(x)=23385567) +4197 train 7.181044 (lr=2.0000e-04) (hash(x)=25120814) 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(hash(x)=26082318) +4215 train 6.952911 (lr=2.0000e-04) (hash(x)=23025790) +4216 train 6.961662 (lr=2.0000e-04) (hash(x)=21146597) +4217 train 7.354468 (lr=2.0000e-04) (hash(x)=27470230) +4218 train 7.083850 (lr=2.0000e-04) (hash(x)=22691005) +4219 train 6.881828 (lr=2.0000e-04) (hash(x)=21550313) +4220 train 6.967234 (lr=2.0000e-04) (hash(x)=20618443) +4221 train 7.108234 (lr=2.0000e-04) (hash(x)=25260787) +4222 train 7.158897 (lr=2.0000e-04) (hash(x)=25249873) +4223 train 6.737667 (lr=2.0000e-04) (hash(x)=20452272) +4224 train 7.077568 (lr=2.0000e-04) (hash(x)=25649764) +4225 train 6.896539 (lr=2.0000e-04) (hash(x)=19589460) +4226 train 7.355915 (lr=2.0000e-04) (hash(x)=26477595) +4227 train 7.609244 (lr=2.0000e-04) (hash(x)=27585442) +4228 train 7.354215 (lr=2.0000e-04) (hash(x)=25821343) +4229 train 7.237655 (lr=2.0000e-04) (hash(x)=24549919) +4230 train 7.186699 (lr=2.0000e-04) (hash(x)=26124522) +4231 train 7.431127 (lr=2.0000e-04) (hash(x)=26473464) +4232 train 7.430029 (lr=2.0000e-04) (hash(x)=28883028) +4233 train 7.400024 (lr=2.0000e-04) (hash(x)=29611296) +4234 train 7.303433 (lr=2.0000e-04) (hash(x)=29059941) +4235 train 7.139496 (lr=2.0000e-04) (hash(x)=26368203) +4236 train 7.181334 (lr=2.0000e-04) (hash(x)=27021360) +4237 train 7.128892 (lr=2.0000e-04) (hash(x)=26135379) +4238 train 6.911514 (lr=2.0000e-04) (hash(x)=25862549) +4239 train 7.301735 (lr=2.0000e-04) (hash(x)=28276603) +4240 train 6.876865 (lr=2.0000e-04) (hash(x)=22170090) +4241 train 7.200283 (lr=2.0000e-04) (hash(x)=22625589) +4242 train 7.221355 (lr=2.0000e-04) (hash(x)=25751475) +4243 train 7.120396 (lr=2.0000e-04) (hash(x)=25836838) +4244 train 7.051109 (lr=2.0000e-04) (hash(x)=23938214) +4245 train 7.004903 (lr=2.0000e-04) (hash(x)=22759365) +4246 train 6.972295 (lr=2.0000e-04) (hash(x)=24964628) +4247 train 6.657259 (lr=2.0000e-04) (hash(x)=21480367) +4248 train 7.277808 (lr=2.0000e-04) (hash(x)=25974694) +4249 train 7.618064 (lr=2.0000e-04) (hash(x)=29830546) +4250 val loss 7.1908 +4250 val perplexity 1327.2268 +4250 train 7.232890 (lr=2.0000e-04) (hash(x)=26283200) +4251 train 7.259365 (lr=2.0000e-04) (hash(x)=25605672) +4252 train 6.898363 (lr=2.0000e-04) (hash(x)=21439107) +4253 train 6.840759 (lr=2.0000e-04) (hash(x)=22626883) +4254 train 7.191855 (lr=2.0000e-04) (hash(x)=25627150) +4255 train 7.349573 (lr=2.0000e-04) (hash(x)=24658642) +4256 train 7.470830 (lr=2.0000e-04) (hash(x)=29755505) +4257 train 7.166487 (lr=2.0000e-04) (hash(x)=22750846) +4258 train 7.077896 (lr=2.0000e-04) (hash(x)=21892651) +4259 train 7.133245 (lr=2.0000e-04) (hash(x)=22487960) +4260 train 7.213097 (lr=2.0000e-04) (hash(x)=24059869) +4261 train 6.964172 (lr=2.0000e-04) (hash(x)=21090180) +4262 train 7.062955 (lr=2.0000e-04) (hash(x)=22716452) +4263 train 7.312689 (lr=2.0000e-04) (hash(x)=26854801) +4264 train 7.128421 (lr=2.0000e-04) (hash(x)=23815428) +4265 train 6.970675 (lr=2.0000e-04) (hash(x)=23368704) +4266 train 7.043959 (lr=2.0000e-04) (hash(x)=24301098) +4267 train 7.251669 (lr=2.0000e-04) (hash(x)=25025039) +4268 train 6.986021 (lr=2.0000e-04) (hash(x)=25425736) +4269 train 7.230251 (lr=2.0000e-04) (hash(x)=27439380) +4270 train 6.755888 (lr=2.0000e-04) (hash(x)=18682756) +4271 train 6.871890 (lr=2.0000e-04) (hash(x)=17862226) +4272 train 7.389905 (lr=2.0000e-04) (hash(x)=29946491) +4273 train 6.654821 (lr=2.0000e-04) (hash(x)=21392062) +4274 train 7.209983 (lr=2.0000e-04) (hash(x)=25195556) +4275 train 7.161184 (lr=2.0000e-04) (hash(x)=26682036) +4276 train 7.099351 (lr=2.0000e-04) (hash(x)=21235260) +4277 train 6.914604 (lr=2.0000e-04) (hash(x)=22118984) +4278 train 6.949330 (lr=2.0000e-04) (hash(x)=24094510) +4279 train 7.469840 (lr=2.0000e-04) (hash(x)=28519182) +4280 train 7.125637 (lr=2.0000e-04) (hash(x)=26652859) +4281 train 7.029366 (lr=2.0000e-04) (hash(x)=24463139) +4282 train 7.015032 (lr=2.0000e-04) (hash(x)=23281870) +4283 train 7.246484 (lr=2.0000e-04) (hash(x)=29181174) +4284 train 6.924406 (lr=2.0000e-04) (hash(x)=24797417) +4285 train 7.250853 (lr=2.0000e-04) (hash(x)=29026537) +4286 train 7.059271 (lr=2.0000e-04) (hash(x)=23045165) +4287 train 6.980714 (lr=2.0000e-04) (hash(x)=25193694) +4288 train 6.988544 (lr=2.0000e-04) (hash(x)=23475407) +4289 train 7.210466 (lr=2.0000e-04) (hash(x)=24875410) +4290 train 7.090689 (lr=2.0000e-04) (hash(x)=26328101) +4291 train 7.348873 (lr=2.0000e-04) (hash(x)=26273661) +4292 train 7.068763 (lr=2.0000e-04) (hash(x)=23271891) +4293 train 7.050791 (lr=2.0000e-04) (hash(x)=23300732) +4294 train 7.111197 (lr=2.0000e-04) (hash(x)=24243693) +4295 train 7.166949 (lr=2.0000e-04) (hash(x)=25642620) +4296 train 7.241764 (lr=2.0000e-04) (hash(x)=27730411) +4297 train 7.023126 (lr=2.0000e-04) (hash(x)=25485335) +4298 train 6.881037 (lr=2.0000e-04) (hash(x)=25268789) +4299 train 7.337140 (lr=2.0000e-04) (hash(x)=28917143) +4300 val loss 7.2068 +4300 val perplexity 1348.5031 +4300 train 7.450029 (lr=2.0000e-04) (hash(x)=28987991) +4301 train 7.171972 (lr=2.0000e-04) (hash(x)=25989151) +4302 train 7.083951 (lr=2.0000e-04) (hash(x)=25658195) +4303 train 7.071312 (lr=2.0000e-04) (hash(x)=25765909) +4304 train 7.107040 (lr=2.0000e-04) (hash(x)=25704261) +4305 train 7.096159 (lr=2.0000e-04) (hash(x)=24438198) +4306 train 6.930822 (lr=2.0000e-04) (hash(x)=22871710) +4307 train 6.790106 (lr=2.0000e-04) (hash(x)=20160896) +4308 train 7.317575 (lr=2.0000e-04) (hash(x)=24218641) +4309 train 6.757144 (lr=2.0000e-04) (hash(x)=22073751) +4310 train 7.063423 (lr=2.0000e-04) (hash(x)=26434959) +4311 train 6.755426 (lr=2.0000e-04) (hash(x)=20750531) +4312 train 6.918645 (lr=2.0000e-04) (hash(x)=22232293) +4313 train 7.209754 (lr=2.0000e-04) (hash(x)=27324521) +4314 train 6.868961 (lr=2.0000e-04) (hash(x)=22217862) +4315 train 7.308095 (lr=2.0000e-04) (hash(x)=25741958) +4316 train 7.048734 (lr=2.0000e-04) (hash(x)=22738456) +4317 train 7.124468 (lr=2.0000e-04) (hash(x)=25387302) +4318 train 7.058095 (lr=2.0000e-04) (hash(x)=24669014) +4319 train 7.191990 (lr=2.0000e-04) (hash(x)=24917098) +4320 train 7.148959 (lr=2.0000e-04) (hash(x)=26698227) +4321 train 6.947179 (lr=2.0000e-04) (hash(x)=23518293) +4322 train 6.893507 (lr=2.0000e-04) (hash(x)=23643971) +4323 train 7.078985 (lr=2.0000e-04) (hash(x)=25659505) +4324 train 6.835891 (lr=2.0000e-04) (hash(x)=22697720) +4325 train 7.402045 (lr=2.0000e-04) (hash(x)=25082178) +4326 train 6.879829 (lr=2.0000e-04) (hash(x)=24166546) +4327 train 7.076068 (lr=2.0000e-04) (hash(x)=24499766) +4328 train 7.238785 (lr=2.0000e-04) (hash(x)=24338607) +4329 train 6.989882 (lr=2.0000e-04) (hash(x)=23225420) +4330 train 7.159953 (lr=2.0000e-04) (hash(x)=25907032) +4331 train 6.934371 (lr=2.0000e-04) (hash(x)=24634979) +4332 train 7.037969 (lr=2.0000e-04) (hash(x)=22161377) +4333 train 7.205077 (lr=2.0000e-04) (hash(x)=22559939) +4334 train 6.955534 (lr=2.0000e-04) (hash(x)=20840022) +4335 train 7.233849 (lr=2.0000e-04) (hash(x)=25067358) +4336 train 6.906647 (lr=2.0000e-04) (hash(x)=23432626) +4337 train 7.074861 (lr=2.0000e-04) (hash(x)=23820385) +4338 train 7.857816 (lr=2.0000e-04) (hash(x)=31594930) +4339 train 7.303757 (lr=2.0000e-04) (hash(x)=27138750) +4340 train 7.467837 (lr=2.0000e-04) (hash(x)=30031341) +4341 train 7.088689 (lr=2.0000e-04) (hash(x)=24602807) +4342 train 6.845078 (lr=2.0000e-04) (hash(x)=21584976) +4343 train 7.252004 (lr=2.0000e-04) (hash(x)=27479796) +4344 train 6.936202 (lr=2.0000e-04) (hash(x)=22746241) +4345 train 7.115795 (lr=2.0000e-04) (hash(x)=19728452) +4346 train 6.907899 (lr=2.0000e-04) (hash(x)=24502020) +4347 train 7.353467 (lr=2.0000e-04) (hash(x)=28225954) +4348 train 6.962747 (lr=2.0000e-04) (hash(x)=23893447) +4349 train 7.298909 (lr=2.0000e-04) (hash(x)=25654586) +4350 val loss 7.1873 +4350 val perplexity 1322.4963 +4350 train 7.117604 (lr=2.0000e-04) (hash(x)=23856469) +4351 train 7.070808 (lr=2.0000e-04) (hash(x)=23136080) +4352 train 7.199024 (lr=2.0000e-04) (hash(x)=26532918) +4353 train 7.134132 (lr=2.0000e-04) (hash(x)=25461947) +4354 train 7.133369 (lr=2.0000e-04) (hash(x)=26590231) +4355 train 6.852572 (lr=2.0000e-04) (hash(x)=21441985) +4356 train 7.137835 (lr=2.0000e-04) (hash(x)=26507941) +4357 train 7.407295 (lr=2.0000e-04) (hash(x)=26245238) +4358 train 7.208653 (lr=2.0000e-04) (hash(x)=24879059) +4359 train 7.465592 (lr=2.0000e-04) (hash(x)=29810074) +4360 train 6.845748 (lr=2.0000e-04) (hash(x)=24258069) +4361 train 7.009512 (lr=2.0000e-04) (hash(x)=25229360) +4362 train 7.220737 (lr=2.0000e-04) (hash(x)=25440206) +4363 train 7.062183 (lr=2.0000e-04) (hash(x)=23222125) +4364 train 6.921352 (lr=2.0000e-04) (hash(x)=23353186) +4365 train 7.105634 (lr=2.0000e-04) (hash(x)=26995240) +4366 train 7.056172 (lr=2.0000e-04) (hash(x)=24135899) +4367 train 7.092595 (lr=2.0000e-04) (hash(x)=24765539) +4368 train 7.151493 (lr=2.0000e-04) (hash(x)=26051004) +4369 train 6.930310 (lr=2.0000e-04) (hash(x)=22559142) +4370 train 6.860300 (lr=2.0000e-04) (hash(x)=20364388) +4371 train 7.266031 (lr=2.0000e-04) (hash(x)=25938817) +4372 train 7.308024 (lr=2.0000e-04) (hash(x)=26060945) +4373 train 7.234469 (lr=2.0000e-04) (hash(x)=27866714) +4374 train 7.160812 (lr=2.0000e-04) (hash(x)=27104972) +4375 train 6.875633 (lr=2.0000e-04) (hash(x)=22216309) +4376 train 6.941795 (lr=2.0000e-04) (hash(x)=20781533) +4377 train 6.861073 (lr=2.0000e-04) (hash(x)=18784350) +4378 train 7.062529 (lr=2.0000e-04) (hash(x)=21102897) +4379 train 7.276654 (lr=2.0000e-04) (hash(x)=25647489) +4380 train 7.056442 (lr=2.0000e-04) (hash(x)=24486462) +4381 train 7.288280 (lr=2.0000e-04) (hash(x)=26539114) +4382 train 6.908405 (lr=2.0000e-04) (hash(x)=20026045) +4383 train 7.182080 (lr=2.0000e-04) (hash(x)=20613861) +4384 train 6.890008 (lr=2.0000e-04) (hash(x)=20676237) +4385 train 7.100204 (lr=2.0000e-04) (hash(x)=24893163) +4386 train 6.623128 (lr=2.0000e-04) (hash(x)=17299395) +4387 train 6.838174 (lr=2.0000e-04) (hash(x)=19580191) +4388 train 7.035986 (lr=2.0000e-04) (hash(x)=25588218) +4389 train 7.190115 (lr=2.0000e-04) (hash(x)=26433063) +4390 train 7.262338 (lr=2.0000e-04) (hash(x)=24917693) +4391 train 6.934908 (lr=2.0000e-04) (hash(x)=23462447) +4392 train 7.175217 (lr=2.0000e-04) (hash(x)=27185416) +4393 train 7.319446 (lr=2.0000e-04) (hash(x)=24109010) +4394 train 7.056999 (lr=2.0000e-04) (hash(x)=21486000) +4395 train 6.939932 (lr=2.0000e-04) (hash(x)=22230006) +4396 train 7.349004 (lr=2.0000e-04) (hash(x)=26092311) +4397 train 7.091667 (lr=2.0000e-04) (hash(x)=24112426) +4398 train 6.932526 (lr=2.0000e-04) (hash(x)=21881373) +4399 train 7.082146 (lr=2.0000e-04) (hash(x)=26739455) +4400 val loss 7.2237 +4400 val perplexity 1371.5741 +4400 train 6.988156 (lr=2.0000e-04) (hash(x)=22873602) +4401 train 7.075116 (lr=2.0000e-04) (hash(x)=26748712) +4402 train 7.197443 (lr=2.0000e-04) (hash(x)=26306618) +4403 train 7.354402 (lr=2.0000e-04) (hash(x)=26898808) +4404 train 7.091142 (lr=2.0000e-04) (hash(x)=25067751) +4405 train 7.112274 (lr=2.0000e-04) (hash(x)=25397145) +4406 train 7.268537 (lr=2.0000e-04) (hash(x)=24796962) +4407 train 7.032279 (lr=2.0000e-04) (hash(x)=23222996) +4408 train 7.048447 (lr=2.0000e-04) (hash(x)=24820189) +4409 train 7.455439 (lr=2.0000e-04) (hash(x)=27669038) +4410 train 7.075666 (lr=2.0000e-04) (hash(x)=24283976) +4411 train 7.263535 (lr=2.0000e-04) (hash(x)=25018789) +4412 train 7.153457 (lr=2.0000e-04) (hash(x)=26247064) +4413 train 7.142514 (lr=2.0000e-04) (hash(x)=22942904) +4414 train 7.037479 (lr=2.0000e-04) (hash(x)=23918746) +4415 train 7.187233 (lr=2.0000e-04) (hash(x)=26489285) +4416 train 6.250809 (lr=2.0000e-04) (hash(x)=14942495) +4417 train 7.014934 (lr=2.0000e-04) (hash(x)=23908505) +4418 train 7.243422 (lr=2.0000e-04) (hash(x)=25854036) +4419 train 7.096708 (lr=2.0000e-04) (hash(x)=27522868) +4420 train 6.995902 (lr=2.0000e-04) (hash(x)=26549205) +4421 train 6.884798 (lr=2.0000e-04) (hash(x)=24565522) +4422 train 7.177619 (lr=2.0000e-04) (hash(x)=23919123) +4423 train 7.064522 (lr=2.0000e-04) (hash(x)=25185942) +4424 train 7.073977 (lr=2.0000e-04) (hash(x)=24818969) +4425 train 7.125352 (lr=2.0000e-04) (hash(x)=26750372) +4426 train 7.163626 (lr=2.0000e-04) (hash(x)=25621536) +4427 train 7.594957 (lr=2.0000e-04) (hash(x)=28037060) +4428 train 7.702600 (lr=2.0000e-04) (hash(x)=30829517) +4429 train 7.242748 (lr=2.0000e-04) (hash(x)=28728766) +4430 train 7.167555 (lr=2.0000e-04) (hash(x)=25936895) +4431 train 7.302449 (lr=2.0000e-04) (hash(x)=27476158) +4432 train 7.038811 (lr=2.0000e-04) (hash(x)=23297921) +4433 train 6.988144 (lr=2.0000e-04) (hash(x)=23201299) +4434 train 6.944374 (lr=2.0000e-04) (hash(x)=22681766) +4435 train 6.916193 (lr=2.0000e-04) (hash(x)=23217512) +4436 train 7.414440 (lr=2.0000e-04) (hash(x)=29322443) +4437 train 6.999895 (lr=2.0000e-04) (hash(x)=23502072) +4438 train 7.098974 (lr=2.0000e-04) (hash(x)=28873527) +4439 train 7.122518 (lr=2.0000e-04) (hash(x)=23653175) +4440 train 6.920753 (lr=2.0000e-04) (hash(x)=21635879) +4441 train 6.945025 (lr=2.0000e-04) (hash(x)=22201854) +4442 train 6.889422 (lr=2.0000e-04) (hash(x)=23101164) +4443 train 7.296809 (lr=2.0000e-04) (hash(x)=25475122) +4444 train 7.048140 (lr=2.0000e-04) (hash(x)=25124825) +4445 train 7.196449 (lr=2.0000e-04) (hash(x)=26883852) +4446 train 6.963756 (lr=2.0000e-04) (hash(x)=24731829) +4447 train 6.934846 (lr=2.0000e-04) (hash(x)=22405076) +4448 train 7.101065 (lr=2.0000e-04) (hash(x)=27633869) +4449 train 7.155969 (lr=2.0000e-04) (hash(x)=25162594) +4450 val loss 7.1814 +4450 val perplexity 1314.8063 +4450 train 7.159893 (lr=2.0000e-04) (hash(x)=26438149) +4451 train 7.166940 (lr=2.0000e-04) (hash(x)=26748800) +4452 train 6.957882 (lr=2.0000e-04) (hash(x)=22971620) +4453 train 7.100736 (lr=2.0000e-04) (hash(x)=25886430) +4454 train 6.868804 (lr=2.0000e-04) (hash(x)=21084137) +4455 train 7.061812 (lr=2.0000e-04) (hash(x)=25673545) +4456 train 7.667881 (lr=2.0000e-04) (hash(x)=29389002) +4457 train 6.799937 (lr=2.0000e-04) (hash(x)=21676076) +4458 train 6.885723 (lr=2.0000e-04) (hash(x)=22616647) +4459 train 7.340083 (lr=2.0000e-04) (hash(x)=22771197) +4460 train 7.200601 (lr=2.0000e-04) (hash(x)=26393514) +4461 train 7.434270 (lr=2.0000e-04) (hash(x)=24996433) +4462 train 7.049810 (lr=2.0000e-04) (hash(x)=19594028) +4463 train 7.194283 (lr=2.0000e-04) (hash(x)=22675428) +4464 train 7.262103 (lr=2.0000e-04) (hash(x)=26566551) +4465 train 7.213085 (lr=2.0000e-04) (hash(x)=22469290) +4466 train 7.692946 (lr=2.0000e-04) (hash(x)=29821654) +4467 train 7.232533 (lr=2.0000e-04) (hash(x)=26305388) +4468 train 7.080234 (lr=2.0000e-04) (hash(x)=21998506) +4469 train 7.465114 (lr=2.0000e-04) (hash(x)=23953315) +4470 train 7.189612 (lr=2.0000e-04) (hash(x)=23985456) +4471 train 7.519275 (lr=2.0000e-04) (hash(x)=28168456) +4472 train 7.204886 (lr=2.0000e-04) (hash(x)=25126411) +4473 train 7.026156 (lr=2.0000e-04) (hash(x)=24619336) +4474 train 7.144954 (lr=2.0000e-04) (hash(x)=24467798) +4475 train 7.941017 (lr=2.0000e-04) (hash(x)=31673254) +4476 train 7.768942 (lr=2.0000e-04) (hash(x)=29929610) +4477 train 7.489345 (lr=2.0000e-04) (hash(x)=29412572) +4478 train 7.644105 (lr=2.0000e-04) (hash(x)=31910006) +4479 train 7.276470 (lr=2.0000e-04) (hash(x)=26072586) +4480 train 7.228682 (lr=2.0000e-04) (hash(x)=25782825) +4481 train 7.042005 (lr=2.0000e-04) (hash(x)=21131363) +4482 train 7.193494 (lr=2.0000e-04) (hash(x)=25071223) +4483 train 7.822475 (lr=2.0000e-04) (hash(x)=32249577) +4484 train 7.064348 (lr=2.0000e-04) (hash(x)=24752808) +4485 train 7.095821 (lr=2.0000e-04) (hash(x)=24970539) +4486 train 6.989179 (lr=2.0000e-04) (hash(x)=24191005) +4487 train 7.246132 (lr=2.0000e-04) (hash(x)=24974331) +4488 train 7.343972 (lr=2.0000e-04) (hash(x)=27043409) +4489 train 7.155124 (lr=2.0000e-04) (hash(x)=11320385) +4490 train 7.136873 (lr=2.0000e-04) (hash(x)=11919565) +4491 train 7.131001 (lr=2.0000e-04) (hash(x)=10404694) +4492 train 7.140642 (lr=2.0000e-04) (hash(x)=12393159) +4493 train 6.967385 (lr=2.0000e-04) (hash(x)=11843609) +4494 train 6.918770 (lr=2.0000e-04) (hash(x)=12632729) +4495 train 7.134993 (lr=2.0000e-04) (hash(x)=21951984) +4496 train 7.970073 (lr=2.0000e-04) (hash(x)=19411544) +4497 train 7.889112 (lr=2.0000e-04) (hash(x)=21000228) +4498 train 7.362929 (lr=2.0000e-04) (hash(x)=26018207) +4499 train 7.403740 (lr=2.0000e-04) (hash(x)=24659058) +4500 val loss 7.2559 +4500 val perplexity 1416.4836 +4500 train 7.541597 (lr=2.0000e-04) (hash(x)=27919597) +4501 train 7.099857 (lr=2.0000e-04) (hash(x)=26232596) +4502 train 7.235416 (lr=2.0000e-04) (hash(x)=26248912) +4503 train 7.132246 (lr=2.0000e-04) (hash(x)=25403751) +4504 train 7.098634 (lr=2.0000e-04) (hash(x)=21096637) +4505 train 7.255745 (lr=2.0000e-04) (hash(x)=26560941) +4506 train 7.248074 (lr=2.0000e-04) (hash(x)=24942406) +4507 train 7.334960 (lr=2.0000e-04) (hash(x)=24405748) +4508 train 7.192729 (lr=2.0000e-04) (hash(x)=22975455) +4509 train 7.145433 (lr=2.0000e-04) (hash(x)=26358820) +4510 train 7.080850 (lr=2.0000e-04) (hash(x)=24211938) +4511 train 7.281983 (lr=2.0000e-04) (hash(x)=26396012) +4512 train 6.934946 (lr=2.0000e-04) (hash(x)=22534410) +4513 train 7.033353 (lr=2.0000e-04) (hash(x)=23855025) +4514 train 6.931914 (lr=2.0000e-04) (hash(x)=22722345) +4515 train 6.933239 (lr=2.0000e-04) (hash(x)=22779251) +4516 train 7.176651 (lr=2.0000e-04) (hash(x)=23973078) +4517 train 7.052715 (lr=2.0000e-04) (hash(x)=19886228) +4518 train 7.140840 (lr=2.0000e-04) (hash(x)=23849694) +4519 train 7.597503 (lr=2.0000e-04) (hash(x)=24827190) +4520 train 7.122907 (lr=2.0000e-04) (hash(x)=25111498) +4521 train 7.994838 (lr=2.0000e-04) (hash(x)=29752556) +4522 train 7.387639 (lr=2.0000e-04) (hash(x)=25606805) +4523 train 7.142737 (lr=2.0000e-04) (hash(x)=22209714) +4524 train 6.916208 (lr=2.0000e-04) (hash(x)=24991834) +4525 train 7.148702 (lr=2.0000e-04) (hash(x)=27808158) +4526 train 7.100557 (lr=2.0000e-04) (hash(x)=23041199) +4527 train 7.142183 (lr=2.0000e-04) (hash(x)=24847458) +4528 train 7.087302 (lr=2.0000e-04) (hash(x)=25091787) +4529 train 8.000768 (lr=2.0000e-04) (hash(x)=29745551) +4530 train 6.884619 (lr=2.0000e-04) (hash(x)=20447167) +4531 train 7.056322 (lr=2.0000e-04) (hash(x)=20720911) +4532 train 7.183783 (lr=2.0000e-04) (hash(x)=24803353) +4533 train 7.192342 (lr=2.0000e-04) (hash(x)=23780724) +4534 train 7.182874 (lr=2.0000e-04) (hash(x)=23423120) +4535 train 6.925249 (lr=2.0000e-04) (hash(x)=22159088) +4536 train 7.106004 (lr=2.0000e-04) (hash(x)=25820304) +4537 train 6.900122 (lr=2.0000e-04) (hash(x)=22813612) +4538 train 7.259618 (lr=2.0000e-04) (hash(x)=27827979) +4539 train 7.228287 (lr=2.0000e-04) (hash(x)=25737179) +4540 train 7.459764 (lr=2.0000e-04) (hash(x)=23401504) +4541 train 7.110251 (lr=2.0000e-04) (hash(x)=25071988) +4542 train 7.160918 (lr=2.0000e-04) (hash(x)=22844541) +4543 train 6.871469 (lr=2.0000e-04) (hash(x)=22140034) +4544 train 7.149021 (lr=2.0000e-04) (hash(x)=26522091) +4545 train 7.172948 (lr=2.0000e-04) (hash(x)=24099725) +4546 train 6.715743 (lr=2.0000e-04) (hash(x)=19127182) +4547 train 6.824442 (lr=2.0000e-04) (hash(x)=18992693) +4548 train 7.877897 (lr=2.0000e-04) (hash(x)=26723015) +4549 train 7.663185 (lr=2.0000e-04) (hash(x)=30389969) +4550 val loss 7.2023 +4550 val perplexity 1342.5432 +4550 train 7.034776 (lr=2.0000e-04) (hash(x)=24065654) +4551 train 6.875856 (lr=2.0000e-04) (hash(x)=19044797) +4552 train 7.239331 (lr=2.0000e-04) (hash(x)=24919665) +4553 train 7.272008 (lr=2.0000e-04) (hash(x)=22780968) +4554 train 7.038182 (lr=2.0000e-04) (hash(x)=24549699) +4555 train 6.948461 (lr=2.0000e-04) (hash(x)=21374811) +4556 train 7.037707 (lr=2.0000e-04) (hash(x)=25225950) +4557 train 7.171472 (lr=2.0000e-04) (hash(x)=25691882) +4558 train 7.065894 (lr=2.0000e-04) (hash(x)=24685235) +4559 train 6.934844 (lr=2.0000e-04) (hash(x)=23932794) +4560 train 7.500096 (lr=2.0000e-04) (hash(x)=28152043) +4561 train 6.998209 (lr=2.0000e-04) (hash(x)=23417051) +4562 train 7.054265 (lr=2.0000e-04) (hash(x)=26250211) +4563 train 7.273983 (lr=2.0000e-04) (hash(x)=25428813) +4564 train 7.364821 (lr=2.0000e-04) (hash(x)=27477379) +4565 train 7.184185 (lr=2.0000e-04) (hash(x)=23015212) +4566 train 6.955837 (lr=2.0000e-04) (hash(x)=22837608) +4567 train 7.061414 (lr=2.0000e-04) (hash(x)=25256890) +4568 train 6.971233 (lr=2.0000e-04) (hash(x)=22742827) +4569 train 7.326777 (lr=2.0000e-04) (hash(x)=30167922) +4570 train 7.062917 (lr=2.0000e-04) (hash(x)=24540265) +4571 train 7.347604 (lr=2.0000e-04) (hash(x)=26752941) +4572 train 7.169122 (lr=2.0000e-04) (hash(x)=25094026) +4573 train 7.871661 (lr=2.0000e-04) (hash(x)=28508785) +4574 train 7.252440 (lr=2.0000e-04) (hash(x)=26501871) +4575 train 7.041800 (lr=2.0000e-04) (hash(x)=24161711) +4576 train 6.938056 (lr=2.0000e-04) (hash(x)=24313695) +4577 train 7.381364 (lr=2.0000e-04) (hash(x)=28248933) +4578 train 7.567539 (lr=2.0000e-04) (hash(x)=28445722) +4579 train 7.151081 (lr=2.0000e-04) (hash(x)=24589015) +4580 train 7.316389 (lr=2.0000e-04) (hash(x)=26192193) +4581 train 6.991484 (lr=2.0000e-04) (hash(x)=25131316) +4582 train 7.084821 (lr=2.0000e-04) (hash(x)=26631504) +4583 train 6.902792 (lr=2.0000e-04) (hash(x)=22036817) +4584 train 7.511778 (lr=2.0000e-04) (hash(x)=28361254) +4585 train 7.154167 (lr=2.0000e-04) (hash(x)=24828340) +4586 train 6.827972 (lr=2.0000e-04) (hash(x)=24067304) +4587 train 6.623808 (lr=2.0000e-04) (hash(x)=20733289) +4588 train 6.515767 (lr=2.0000e-04) (hash(x)=19526622) +4589 train 6.934736 (lr=2.0000e-04) (hash(x)=22148688) +4590 train 7.115370 (lr=2.0000e-04) (hash(x)=24141800) +4591 train 7.179697 (lr=2.0000e-04) (hash(x)=26663208) +4592 train 6.850745 (lr=2.0000e-04) (hash(x)=22536305) +4593 train 7.120259 (lr=2.0000e-04) (hash(x)=23608185) +4594 train 6.988937 (lr=2.0000e-04) (hash(x)=23348495) +4595 train 7.142210 (lr=2.0000e-04) (hash(x)=25409759) +4596 train 7.094663 (lr=2.0000e-04) (hash(x)=25572131) +4597 train 7.089821 (lr=2.0000e-04) (hash(x)=21782039) +4598 train 7.048972 (lr=2.0000e-04) (hash(x)=24643923) +4599 train 7.034118 (lr=2.0000e-04) (hash(x)=24072213) +4600 val loss 7.1964 +4600 val perplexity 1334.5713 +4600 train 6.959077 (lr=2.0000e-04) (hash(x)=23925612) +4601 train 7.051183 (lr=2.0000e-04) (hash(x)=23315415) +4602 train 7.030789 (lr=2.0000e-04) (hash(x)=21793800) +4603 train 6.969649 (lr=2.0000e-04) (hash(x)=24921200) +4604 train 7.222038 (lr=2.0000e-04) (hash(x)=27226113) +4605 train 7.024043 (lr=2.0000e-04) (hash(x)=22920960) +4606 train 6.955260 (lr=2.0000e-04) (hash(x)=21947750) +4607 train 7.025800 (lr=2.0000e-04) (hash(x)=22766044) +4608 train 7.364343 (lr=2.0000e-04) (hash(x)=28237005) +4609 train 6.854596 (lr=2.0000e-04) (hash(x)=24922621) +4610 train 7.121626 (lr=2.0000e-04) (hash(x)=24899830) +4611 train 7.492144 (lr=2.0000e-04) (hash(x)=32920298) +4612 train 6.935719 (lr=2.0000e-04) (hash(x)=25083835) +4613 train 7.005672 (lr=2.0000e-04) (hash(x)=22863054) +4614 train 7.003186 (lr=2.0000e-04) (hash(x)=24841464) +4615 train 7.341718 (lr=2.0000e-04) (hash(x)=27871153) +4616 train 7.407618 (lr=2.0000e-04) (hash(x)=28025163) +4617 train 6.961999 (lr=2.0000e-04) (hash(x)=24659561) +4618 train 7.060291 (lr=2.0000e-04) (hash(x)=25067194) +4619 train 7.090866 (lr=2.0000e-04) (hash(x)=22731460) +4620 train 6.994759 (lr=2.0000e-04) (hash(x)=20445873) +4621 train 7.103077 (lr=2.0000e-04) (hash(x)=26033948) +4622 train 6.948785 (lr=2.0000e-04) (hash(x)=22473213) +4623 train 7.481168 (lr=2.0000e-04) (hash(x)=24037280) +4624 train 7.834779 (lr=2.0000e-04) (hash(x)=25624131) +4625 train 7.510406 (lr=2.0000e-04) (hash(x)=26799867) +4626 train 7.125653 (lr=2.0000e-04) (hash(x)=27187602) +4627 train 7.096073 (lr=2.0000e-04) (hash(x)=23277695) +4628 train 7.080350 (lr=2.0000e-04) (hash(x)=24748234) +4629 train 7.225671 (lr=2.0000e-04) (hash(x)=26103104) +4630 train 7.132425 (lr=2.0000e-04) (hash(x)=24327389) +4631 train 7.253808 (lr=2.0000e-04) (hash(x)=24121850) +4632 train 7.113774 (lr=2.0000e-04) (hash(x)=23714590) +4633 train 7.146394 (lr=2.0000e-04) (hash(x)=22379412) +4634 train 7.397426 (lr=2.0000e-04) (hash(x)=24454713) +4635 train 7.075374 (lr=2.0000e-04) (hash(x)=22966977) +4636 train 7.064259 (lr=2.0000e-04) (hash(x)=23764884) +4637 train 6.928980 (lr=2.0000e-04) (hash(x)=23827429) +4638 train 7.184809 (lr=2.0000e-04) (hash(x)=24088592) +4639 train 7.157402 (lr=2.0000e-04) (hash(x)=24380031) +4640 train 7.243461 (lr=2.0000e-04) (hash(x)=26065050) +4641 train 7.177238 (lr=2.0000e-04) (hash(x)=24442902) +4642 train 6.705499 (lr=2.0000e-04) (hash(x)=18548782) +4643 train 7.214703 (lr=2.0000e-04) (hash(x)=26957303) +4644 train 7.207794 (lr=2.0000e-04) (hash(x)=25032727) +4645 train 7.104227 (lr=2.0000e-04) (hash(x)=27224706) +4646 train 7.246169 (lr=2.0000e-04) (hash(x)=27508476) +4647 train 6.950075 (lr=2.0000e-04) (hash(x)=23055215) +4648 train 7.092076 (lr=2.0000e-04) (hash(x)=24496194) +4649 train 8.284539 (lr=2.0000e-04) (hash(x)=13982941) +4650 val loss 7.2245 +4650 val perplexity 1372.7034 +4650 train 7.528728 (lr=2.0000e-04) (hash(x)=16721547) +4651 train 7.108437 (lr=2.0000e-04) (hash(x)=22929154) +4652 train 7.021300 (lr=2.0000e-04) (hash(x)=23323994) +4653 train 7.381629 (lr=2.0000e-04) (hash(x)=24877951) +4654 train 7.187080 (lr=2.0000e-04) (hash(x)=24096183) +4655 train 7.040912 (lr=2.0000e-04) (hash(x)=25329724) +4656 train 6.987154 (lr=2.0000e-04) (hash(x)=23877337) +4657 train 6.664929 (lr=2.0000e-04) (hash(x)=20923083) +4658 train 6.925617 (lr=2.0000e-04) (hash(x)=23807996) +4659 train 7.064026 (lr=2.0000e-04) (hash(x)=24370475) +4660 train 7.461735 (lr=2.0000e-04) (hash(x)=28202255) +4661 train 7.175310 (lr=2.0000e-04) (hash(x)=26142119) +4662 train 6.935731 (lr=2.0000e-04) (hash(x)=21387743) +4663 train 7.107576 (lr=2.0000e-04) (hash(x)=25662408) +4664 train 7.115386 (lr=2.0000e-04) (hash(x)=23962815) +4665 train 7.095348 (lr=2.0000e-04) (hash(x)=23987677) +4666 train 7.331082 (lr=2.0000e-04) (hash(x)=26554284) +4667 train 7.363037 (lr=2.0000e-04) (hash(x)=25991817) +4668 train 7.117862 (lr=2.0000e-04) (hash(x)=24256966) +4669 train 6.872368 (lr=2.0000e-04) (hash(x)=22187158) +4670 train 7.140026 (lr=2.0000e-04) (hash(x)=26295320) +4671 train 7.182569 (lr=2.0000e-04) (hash(x)=26346814) +4672 train 7.505227 (lr=2.0000e-04) (hash(x)=26594196) +4673 train 7.229575 (lr=2.0000e-04) (hash(x)=24322101) +4674 train 7.326475 (lr=2.0000e-04) (hash(x)=27274566) +4675 train 7.127739 (lr=2.0000e-04) (hash(x)=24505725) +4676 train 7.290389 (lr=2.0000e-04) (hash(x)=26167371) +4677 train 7.399280 (lr=2.0000e-04) (hash(x)=28062311) +4678 train 7.125824 (lr=2.0000e-04) (hash(x)=23476009) +4679 train 7.235608 (lr=2.0000e-04) (hash(x)=25283256) +4680 train 6.946718 (lr=2.0000e-04) (hash(x)=22033246) +4681 train 6.989923 (lr=2.0000e-04) (hash(x)=22716214) +4682 train 7.131369 (lr=2.0000e-04) (hash(x)=25672672) +4683 train 6.997478 (lr=2.0000e-04) (hash(x)=22979072) +4684 train 7.181433 (lr=2.0000e-04) (hash(x)=27439204) +4685 train 7.108333 (lr=2.0000e-04) (hash(x)=24857737) +4686 train 7.385110 (lr=2.0000e-04) (hash(x)=29615897) +4687 train 6.951277 (lr=2.0000e-04) (hash(x)=24021771) +4688 train 7.112846 (lr=2.0000e-04) (hash(x)=27410807) +4689 train 6.928676 (lr=2.0000e-04) (hash(x)=22850411) +4690 train 7.160233 (lr=2.0000e-04) (hash(x)=24949696) +4691 train 6.971889 (lr=2.0000e-04) (hash(x)=22956381) +4692 train 7.490807 (lr=2.0000e-04) (hash(x)=28193458) +4693 train 7.016588 (lr=2.0000e-04) (hash(x)=25596844) +4694 train 6.964577 (lr=2.0000e-04) (hash(x)=22101377) +4695 train 6.918659 (lr=2.0000e-04) (hash(x)=23576840) +4696 train 6.884761 (lr=2.0000e-04) (hash(x)=21849758) +4697 train 7.065835 (lr=2.0000e-04) (hash(x)=26431349) +4698 train 7.218823 (lr=2.0000e-04) (hash(x)=22960758) +4699 train 7.103490 (lr=2.0000e-04) (hash(x)=23243097) +4700 val loss 7.1841 +4700 val perplexity 1318.2760 +4700 train 6.967754 (lr=2.0000e-04) (hash(x)=23715370) +4701 train 7.625769 (lr=2.0000e-04) (hash(x)=30678293) +4702 train 7.725016 (lr=2.0000e-04) (hash(x)=32481620) +4703 train 7.245960 (lr=2.0000e-04) (hash(x)=26414858) +4704 train 7.138503 (lr=2.0000e-04) (hash(x)=24768691) +4705 train 6.815427 (lr=2.0000e-04) (hash(x)=21627762) +4706 train 6.919502 (lr=2.0000e-04) (hash(x)=21024917) +4707 train 6.843098 (lr=2.0000e-04) (hash(x)=23570951) +4708 train 6.956501 (lr=2.0000e-04) (hash(x)=23729185) +4709 train 7.314130 (lr=2.0000e-04) (hash(x)=25933754) +4710 train 6.815119 (lr=2.0000e-04) (hash(x)=23091014) +4711 train 6.887045 (lr=2.0000e-04) (hash(x)=20099261) +4712 train 7.069951 (lr=2.0000e-04) (hash(x)=26807297) +4713 train 6.954217 (lr=2.0000e-04) (hash(x)=25332115) +4714 train 6.922163 (lr=2.0000e-04) (hash(x)=23247605) +4715 train 6.813316 (lr=2.0000e-04) (hash(x)=23786549) +4716 train 6.921099 (lr=2.0000e-04) (hash(x)=23981166) +4717 train 7.073430 (lr=2.0000e-04) (hash(x)=25967754) +4718 train 6.991306 (lr=2.0000e-04) (hash(x)=23659116) +4719 train 7.022682 (lr=2.0000e-04) (hash(x)=22453718) +4720 train 6.925397 (lr=2.0000e-04) (hash(x)=22597951) +4721 train 7.168005 (lr=2.0000e-04) (hash(x)=25284885) +4722 train 7.121864 (lr=2.0000e-04) (hash(x)=24748569) +4723 train 6.711881 (lr=2.0000e-04) (hash(x)=19448608) +4724 train 7.075457 (lr=2.0000e-04) (hash(x)=24888040) +4725 train 6.917659 (lr=2.0000e-04) (hash(x)=23203503) +4726 train 6.701746 (lr=2.0000e-04) (hash(x)=20387787) +4727 train 6.791700 (lr=2.0000e-04) (hash(x)=22529445) +4728 train 7.106075 (lr=2.0000e-04) (hash(x)=22455471) +4729 train 7.079519 (lr=2.0000e-04) (hash(x)=25661132) +4730 train 7.083278 (lr=2.0000e-04) (hash(x)=24997711) +4731 train 7.147022 (lr=2.0000e-04) (hash(x)=22575521) +4732 train 6.950679 (lr=2.0000e-04) (hash(x)=22640285) +4733 train 6.811527 (lr=2.0000e-04) (hash(x)=18637357) +4734 train 6.924150 (lr=2.0000e-04) (hash(x)=22845826) +4735 train 7.134296 (lr=2.0000e-04) (hash(x)=24484543) +4736 train 6.964742 (lr=2.0000e-04) (hash(x)=23352320) +4737 train 6.766091 (lr=2.0000e-04) (hash(x)=21544758) +4738 train 6.562957 (lr=2.0000e-04) (hash(x)=18292136) +4739 train 7.243262 (lr=2.0000e-04) (hash(x)=24893614) +4740 train 7.039470 (lr=2.0000e-04) (hash(x)=28103443) +4741 train 6.897694 (lr=2.0000e-04) (hash(x)=22233356) +4742 train 6.795781 (lr=2.0000e-04) (hash(x)=21133541) +4743 train 7.083432 (lr=2.0000e-04) (hash(x)=24043998) +4744 train 7.462009 (lr=2.0000e-04) (hash(x)=24801185) +4745 train 7.168843 (lr=2.0000e-04) (hash(x)=23858358) +4746 train 7.173872 (lr=2.0000e-04) (hash(x)=23926989) +4747 train 7.242560 (lr=2.0000e-04) (hash(x)=24813708) +4748 train 7.033557 (lr=2.0000e-04) (hash(x)=26339467) +4749 train 6.872680 (lr=2.0000e-04) (hash(x)=21850656) +4750 val loss 7.1700 +4750 val perplexity 1299.8323 +4750 train 6.833229 (lr=2.0000e-04) (hash(x)=21475802) +4751 train 7.064289 (lr=2.0000e-04) (hash(x)=24301906) +4752 train 6.896378 (lr=2.0000e-04) (hash(x)=22748495) +4753 train 7.037207 (lr=2.0000e-04) (hash(x)=25649256) +4754 train 6.928859 (lr=2.0000e-04) (hash(x)=23934346) +4755 train 7.119630 (lr=2.0000e-04) (hash(x)=26332892) +4756 train 6.942010 (lr=2.0000e-04) (hash(x)=23279389) +4757 train 7.017375 (lr=2.0000e-04) (hash(x)=23146858) +4758 train 7.380076 (lr=2.0000e-04) (hash(x)=26892932) +4759 train 6.903975 (lr=2.0000e-04) (hash(x)=26328881) +4760 train 6.993151 (lr=2.0000e-04) (hash(x)=24394655) +4761 train 6.953702 (lr=2.0000e-04) (hash(x)=22122308) +4762 train 7.136180 (lr=2.0000e-04) (hash(x)=24200369) +4763 train 7.269209 (lr=2.0000e-04) (hash(x)=26841776) +4764 train 7.236156 (lr=2.0000e-04) (hash(x)=27196641) +4765 train 6.969291 (lr=2.0000e-04) (hash(x)=24912822) +4766 train 7.200639 (lr=2.0000e-04) (hash(x)=25946055) +4767 train 6.849775 (lr=2.0000e-04) (hash(x)=23101508) +4768 train 7.027643 (lr=2.0000e-04) (hash(x)=24287798) +4769 train 7.092113 (lr=2.0000e-04) (hash(x)=22798964) +4770 train 6.968898 (lr=2.0000e-04) (hash(x)=24164479) +4771 train 7.049675 (lr=2.0000e-04) (hash(x)=24946464) +4772 train 7.149291 (lr=2.0000e-04) (hash(x)=25154423) +4773 train 6.887174 (lr=2.0000e-04) (hash(x)=23173476) +4774 train 7.119789 (lr=2.0000e-04) (hash(x)=25373559) +4775 train 7.095955 (lr=2.0000e-04) (hash(x)=23527176) +4776 train 7.030320 (lr=2.0000e-04) (hash(x)=24865403) +4777 train 6.995828 (lr=2.0000e-04) (hash(x)=24451067) +4778 train 7.614006 (lr=2.0000e-04) (hash(x)=28187162) +4779 train 7.772299 (lr=2.0000e-04) (hash(x)=31163350) +4780 train 8.213367 (lr=2.0000e-04) (hash(x)=33563280) +4781 train 8.273689 (lr=2.0000e-04) (hash(x)=34939183) +4782 train 7.735660 (lr=2.0000e-04) (hash(x)=30263543) +4783 train 6.949538 (lr=2.0000e-04) (hash(x)=22705673) +4784 train 6.815179 (lr=2.0000e-04) (hash(x)=21415023) +4785 train 7.060258 (lr=2.0000e-04) (hash(x)=26079097) +4786 train 7.361642 (lr=2.0000e-04) (hash(x)=25503836) +4787 train 7.242139 (lr=2.0000e-04) (hash(x)=24705721) +4788 train 7.096033 (lr=2.0000e-04) (hash(x)=24384657) +4789 train 6.962631 (lr=2.0000e-04) (hash(x)=22550579) +4790 train 7.023553 (lr=2.0000e-04) (hash(x)=22452164) +4791 train 7.320522 (lr=2.0000e-04) (hash(x)=28664796) +4792 train 7.755624 (lr=2.0000e-04) (hash(x)=26139280) +4793 train 7.271109 (lr=2.0000e-04) (hash(x)=23862341) +4794 train 6.932552 (lr=2.0000e-04) (hash(x)=23784757) +4795 train 6.804612 (lr=2.0000e-04) (hash(x)=22659441) +4796 train 7.567011 (lr=2.0000e-04) (hash(x)=29744216) +4797 train 7.433769 (lr=2.0000e-04) (hash(x)=25822591) +4798 train 6.890404 (lr=2.0000e-04) (hash(x)=22370895) +4799 train 7.343595 (lr=2.0000e-04) (hash(x)=27102890) +4800 val loss 7.1909 +4800 val perplexity 1327.3318 +4800 train 7.356473 (lr=2.0000e-04) (hash(x)=27014625) +4801 train 7.106000 (lr=2.0000e-04) (hash(x)=25755963) +4802 train 7.344097 (lr=2.0000e-04) (hash(x)=29675278) +4803 train 7.460413 (lr=2.0000e-04) (hash(x)=26660930) +4804 train 7.361676 (lr=2.0000e-04) (hash(x)=24557060) +4805 train 7.480768 (lr=2.0000e-04) (hash(x)=24622741) +4806 train 7.552326 (lr=2.0000e-04) (hash(x)=23952601) +4807 train 7.189473 (lr=2.0000e-04) (hash(x)=26787259) +4808 train 7.387601 (lr=2.0000e-04) (hash(x)=28919605) +4809 train 7.809620 (lr=2.0000e-04) (hash(x)=37061654) +4810 train 7.553093 (lr=2.0000e-04) (hash(x)=30379739) +4811 train 7.261577 (lr=2.0000e-04) (hash(x)=26097180) +4812 train 7.425171 (lr=2.0000e-04) (hash(x)=26327092) +4813 train 7.219705 (lr=2.0000e-04) (hash(x)=23258030) +4814 train 7.299510 (lr=2.0000e-04) (hash(x)=25582015) +4815 train 6.985693 (lr=2.0000e-04) (hash(x)=23396088) +4816 train 6.977307 (lr=2.0000e-04) (hash(x)=21904146) +4817 train 7.201211 (lr=2.0000e-04) (hash(x)=26281676) +4818 train 7.014245 (lr=2.0000e-04) (hash(x)=23140470) +4819 train 7.271574 (lr=2.0000e-04) (hash(x)=24611098) +4820 train 7.127615 (lr=2.0000e-04) (hash(x)=23832642) +4821 train 7.200817 (lr=2.0000e-04) (hash(x)=21439671) +4822 train 7.069486 (lr=2.0000e-04) (hash(x)=25128845) +4823 train 7.022739 (lr=2.0000e-04) (hash(x)=24911831) +4824 train 7.170011 (lr=2.0000e-04) (hash(x)=26051723) +4825 train 7.193017 (lr=2.0000e-04) (hash(x)=26479565) +4826 train 7.321243 (lr=2.0000e-04) (hash(x)=26228987) +4827 train 7.201424 (lr=2.0000e-04) (hash(x)=25131300) +4828 train 6.898026 (lr=2.0000e-04) (hash(x)=19921978) +4829 train 6.906046 (lr=2.0000e-04) (hash(x)=23173449) +4830 train 7.239488 (lr=2.0000e-04) (hash(x)=24791832) +4831 train 6.963893 (lr=2.0000e-04) (hash(x)=23453491) +4832 train 7.053064 (lr=2.0000e-04) (hash(x)=22564139) +4833 train 6.945745 (lr=2.0000e-04) (hash(x)=21659918) +4834 train 7.106995 (lr=2.0000e-04) (hash(x)=22956076) +4835 train 7.175111 (lr=2.0000e-04) (hash(x)=22237612) +4836 train 7.252944 (lr=2.0000e-04) (hash(x)=24736427) +4837 train 7.350059 (lr=2.0000e-04) (hash(x)=24939751) +4838 train 7.191863 (lr=2.0000e-04) (hash(x)=25059298) +4839 train 7.106727 (lr=2.0000e-04) (hash(x)=23453396) +4840 train 6.673227 (lr=2.0000e-04) (hash(x)=17919338) +4841 train 7.137352 (lr=2.0000e-04) (hash(x)=23428815) +4842 train 7.410605 (lr=2.0000e-04) (hash(x)=27042659) +4843 train 7.467271 (lr=2.0000e-04) (hash(x)=25161278) +4844 train 7.253187 (lr=2.0000e-04) (hash(x)=24113253) +4845 train 7.395864 (lr=2.0000e-04) (hash(x)=26139263) +4846 train 7.416444 (lr=2.0000e-04) (hash(x)=27787006) +4847 train 7.135105 (lr=2.0000e-04) (hash(x)=23869612) +4848 train 7.274412 (lr=2.0000e-04) (hash(x)=26092193) +4849 train 7.348337 (lr=2.0000e-04) (hash(x)=29351182) +4850 val loss 7.1554 +4850 val perplexity 1281.0460 +4850 train 7.499012 (lr=2.0000e-04) (hash(x)=28773463) +4851 train 7.426816 (lr=2.0000e-04) (hash(x)=28207741) +4852 train 6.998508 (lr=2.0000e-04) (hash(x)=23280878) +4853 train 7.413737 (lr=2.0000e-04) (hash(x)=26742336) +4854 train 7.177211 (lr=2.0000e-04) (hash(x)=23543321) +4855 train 7.566179 (lr=2.0000e-04) (hash(x)=26581590) +4856 train 7.028233 (lr=2.0000e-04) (hash(x)=22728668) +4857 train 6.881468 (lr=2.0000e-04) (hash(x)=19854534) +4858 train 7.261116 (lr=2.0000e-04) (hash(x)=26612813) +4859 train 7.425502 (lr=2.0000e-04) (hash(x)=25827863) +4860 train 7.080122 (lr=2.0000e-04) (hash(x)=24574997) +4861 train 7.273543 (lr=2.0000e-04) (hash(x)=26187830) +4862 train 7.186087 (lr=2.0000e-04) (hash(x)=25105823) +4863 train 7.273671 (lr=2.0000e-04) (hash(x)=28056342) +4864 train 7.132673 (lr=2.0000e-04) (hash(x)=21885801) +4865 train 7.286518 (lr=2.0000e-04) (hash(x)=25659043) +4866 train 7.335783 (lr=2.0000e-04) (hash(x)=23852824) +4867 train 7.114784 (lr=2.0000e-04) (hash(x)=23965470) +4868 train 7.104498 (lr=2.0000e-04) (hash(x)=25035012) +4869 train 7.348284 (lr=2.0000e-04) (hash(x)=26639165) +4870 train 7.263345 (lr=2.0000e-04) (hash(x)=29205362) +4871 train 7.082971 (lr=2.0000e-04) (hash(x)=25900866) +4872 train 7.132806 (lr=2.0000e-04) (hash(x)=25636242) +4873 train 7.194194 (lr=2.0000e-04) (hash(x)=25430698) +4874 train 7.153168 (lr=2.0000e-04) (hash(x)=27629981) +4875 train 7.149623 (lr=2.0000e-04) (hash(x)=27682625) +4876 train 7.442253 (lr=2.0000e-04) (hash(x)=27549409) +4877 train 7.167865 (lr=2.0000e-04) (hash(x)=24661627) +4878 train 7.211061 (lr=2.0000e-04) (hash(x)=25196542) +4879 train 7.133426 (lr=2.0000e-04) (hash(x)=24549177) +4880 train 7.100170 (lr=2.0000e-04) (hash(x)=23740600) +4881 train 7.001762 (lr=2.0000e-04) (hash(x)=21460850) +4882 train 7.235311 (lr=2.0000e-04) (hash(x)=27101400) +4883 train 7.225377 (lr=2.0000e-04) (hash(x)=24193076) +4884 train 7.194298 (lr=2.0000e-04) (hash(x)=24582947) +4885 train 7.111876 (lr=2.0000e-04) (hash(x)=25133839) +4886 train 7.165416 (lr=2.0000e-04) (hash(x)=24759454) +4887 train 7.207637 (lr=2.0000e-04) (hash(x)=28239583) +4888 train 7.427320 (lr=2.0000e-04) (hash(x)=29594489) +4889 train 7.143418 (lr=2.0000e-04) (hash(x)=23833431) +4890 train 7.145901 (lr=2.0000e-04) (hash(x)=23139411) +4891 train 7.057233 (lr=2.0000e-04) (hash(x)=20885864) +4892 train 7.493594 (lr=2.0000e-04) (hash(x)=26217418) +4893 train 7.252544 (lr=2.0000e-04) (hash(x)=27321870) +4894 train 6.771825 (lr=2.0000e-04) (hash(x)=19912955) +4895 train 7.141085 (lr=2.0000e-04) (hash(x)=23223554) +4896 train 7.270300 (lr=2.0000e-04) (hash(x)=25667219) +4897 train 7.450758 (lr=2.0000e-04) (hash(x)=28007972) +4898 train 7.252023 (lr=2.0000e-04) (hash(x)=27748764) +4899 train 7.193231 (lr=2.0000e-04) (hash(x)=27425770) +4900 val loss 7.1244 +4900 val perplexity 1241.8680 +4900 train 7.341955 (lr=2.0000e-04) (hash(x)=28394020) +4901 train 7.156364 (lr=2.0000e-04) (hash(x)=24080235) +4902 train 7.048056 (lr=2.0000e-04) (hash(x)=23309527) +4903 train 7.018080 (lr=2.0000e-04) (hash(x)=24793480) +4904 train 7.258076 (lr=2.0000e-04) (hash(x)=25344456) +4905 train 7.175546 (lr=2.0000e-04) (hash(x)=24590670) +4906 train 7.129953 (lr=2.0000e-04) (hash(x)=26937171) +4907 train 7.322709 (lr=2.0000e-04) (hash(x)=26949097) +4908 train 7.035661 (lr=2.0000e-04) (hash(x)=22443915) +4909 train 7.104722 (lr=2.0000e-04) (hash(x)=23814995) +4910 train 7.111864 (lr=2.0000e-04) (hash(x)=26135871) +4911 train 6.987346 (lr=2.0000e-04) (hash(x)=25415570) +4912 train 7.274625 (lr=2.0000e-04) (hash(x)=26756326) +4913 train 7.145233 (lr=2.0000e-04) (hash(x)=22920200) +4914 train 7.187599 (lr=2.0000e-04) (hash(x)=26710977) +4915 train 7.107102 (lr=2.0000e-04) (hash(x)=24985634) +4916 train 7.215003 (lr=2.0000e-04) (hash(x)=26004335) +4917 train 7.150779 (lr=2.0000e-04) (hash(x)=25637457) +4918 train 7.367590 (lr=2.0000e-04) (hash(x)=26645180) +4919 train 7.160153 (lr=2.0000e-04) (hash(x)=24425760) +4920 train 7.437480 (lr=2.0000e-04) (hash(x)=28223544) +4921 train 7.140260 (lr=2.0000e-04) (hash(x)=25538618) +4922 train 7.416252 (lr=2.0000e-04) (hash(x)=26984784) +4923 train 7.426546 (lr=2.0000e-04) (hash(x)=29154578) +4924 train 7.122139 (lr=2.0000e-04) (hash(x)=25308123) +4925 train 7.441797 (lr=2.0000e-04) (hash(x)=27939259) +4926 train 7.080766 (lr=2.0000e-04) (hash(x)=21984545) +4927 train 7.078753 (lr=2.0000e-04) (hash(x)=23707134) +4928 train 7.065593 (lr=2.0000e-04) (hash(x)=27201034) +4929 train 7.502285 (lr=2.0000e-04) (hash(x)=31623877) +4930 train 7.102388 (lr=2.0000e-04) (hash(x)=22162782) +4931 train 7.005483 (lr=2.0000e-04) (hash(x)=20049335) +4932 train 6.991264 (lr=2.0000e-04) (hash(x)=25594665) +4933 train 7.085436 (lr=2.0000e-04) (hash(x)=25265312) +4934 train 7.184942 (lr=2.0000e-04) (hash(x)=27094896) +4935 train 7.532613 (lr=2.0000e-04) (hash(x)=28321697) +4936 train 7.086822 (lr=2.0000e-04) (hash(x)=25006013) +4937 train 7.302814 (lr=2.0000e-04) (hash(x)=24596431) +4938 train 7.342285 (lr=2.0000e-04) (hash(x)=25150510) +4939 train 6.873722 (lr=2.0000e-04) (hash(x)=21497535) +4940 train 7.107556 (lr=2.0000e-04) (hash(x)=25094669) +4941 train 7.031296 (lr=2.0000e-04) (hash(x)=24024557) +4942 train 7.314861 (lr=2.0000e-04) (hash(x)=24370776) +4943 train 7.143953 (lr=2.0000e-04) (hash(x)=23434031) +4944 train 7.169504 (lr=2.0000e-04) (hash(x)=24383517) +4945 train 7.145791 (lr=2.0000e-04) (hash(x)=25858759) +4946 train 6.772329 (lr=2.0000e-04) (hash(x)=20409561) +4947 train 7.417213 (lr=2.0000e-04) (hash(x)=27469117) +4948 train 6.995811 (lr=2.0000e-04) (hash(x)=22086623) +4949 train 7.267525 (lr=2.0000e-04) (hash(x)=25759281) +4950 val loss 7.1448 +4950 val perplexity 1267.5439 +4950 train 7.201231 (lr=2.0000e-04) (hash(x)=27130117) +4951 train 7.086037 (lr=2.0000e-04) (hash(x)=27003481) +4952 train 7.387835 (lr=2.0000e-04) (hash(x)=26725937) +4953 train 7.093030 (lr=2.0000e-04) (hash(x)=22691119) +4954 train 7.163564 (lr=2.0000e-04) (hash(x)=17272898) +4955 train 6.935964 (lr=2.0000e-04) (hash(x)=17850370) +4956 train 6.939892 (lr=2.0000e-04) (hash(x)=18729639) +4957 train 7.180547 (lr=2.0000e-04) (hash(x)=25327160) +4958 train 7.335298 (lr=2.0000e-04) (hash(x)=28709044) +4959 train 6.922606 (lr=2.0000e-04) (hash(x)=22236893) +4960 train 6.881737 (lr=2.0000e-04) (hash(x)=21729251) +4961 train 6.985872 (lr=2.0000e-04) (hash(x)=23852346) +4962 train 7.196806 (lr=2.0000e-04) (hash(x)=23974368) +4963 train 7.117953 (lr=2.0000e-04) (hash(x)=25764691) +4964 train 7.470008 (lr=2.0000e-04) (hash(x)=28341865) +4965 train 7.033537 (lr=2.0000e-04) (hash(x)=23856238) +4966 train 7.253336 (lr=2.0000e-04) (hash(x)=24568904) +4967 train 7.118738 (lr=2.0000e-04) (hash(x)=26857458) +4968 train 6.963688 (lr=2.0000e-04) (hash(x)=20507972) +4969 train 7.179621 (lr=2.0000e-04) (hash(x)=23139455) +4970 train 7.063993 (lr=2.0000e-04) (hash(x)=24853703) +4971 train 7.093938 (lr=2.0000e-04) (hash(x)=25654849) +4972 train 6.908080 (lr=2.0000e-04) (hash(x)=22963710) +4973 train 7.288329 (lr=2.0000e-04) (hash(x)=25652110) +4974 train 7.216869 (lr=2.0000e-04) (hash(x)=24085957) +4975 train 7.480180 (lr=2.0000e-04) (hash(x)=26413122) +4976 train 7.586885 (lr=2.0000e-04) (hash(x)=26989387) +4977 train 7.208461 (lr=2.0000e-04) (hash(x)=22784033) +4978 train 7.553430 (lr=2.0000e-04) (hash(x)=26694945) +4979 train 7.495468 (lr=2.0000e-04) (hash(x)=24507726) +4980 train 7.540402 (lr=2.0000e-04) (hash(x)=26490335) +4981 train 7.441188 (lr=2.0000e-04) (hash(x)=25624751) +4982 train 7.473076 (lr=2.0000e-04) (hash(x)=27846204) +4983 train 7.323051 (lr=2.0000e-04) (hash(x)=27696537) +4984 train 7.166289 (lr=2.0000e-04) (hash(x)=28915842) +4985 train 7.277622 (lr=2.0000e-04) (hash(x)=28274576) +4986 train 7.376592 (lr=2.0000e-04) (hash(x)=28923892) +4987 train 6.966652 (lr=2.0000e-04) (hash(x)=21602520) +4988 train 6.916687 (lr=2.0000e-04) (hash(x)=21061011) +4989 train 7.397296 (lr=2.0000e-04) (hash(x)=28060542) +4990 train 7.202966 (lr=2.0000e-04) (hash(x)=24838134) +4991 train 7.103601 (lr=2.0000e-04) (hash(x)=21950234) +4992 train 7.346648 (lr=2.0000e-04) (hash(x)=27192740) +4993 train 7.387292 (lr=2.0000e-04) (hash(x)=26770105) +4994 train 7.003728 (lr=2.0000e-04) (hash(x)=23721261) +4995 train 7.083183 (lr=2.0000e-04) (hash(x)=26064895) +4996 train 7.294591 (lr=2.0000e-04) (hash(x)=25651075) +4997 train 7.095660 (lr=2.0000e-04) (hash(x)=25029447) +4998 train 7.277643 (lr=2.0000e-04) (hash(x)=26088225) +4999 val loss 7.1371 +4999 val perplexity 1257.8364 +4999 train 7.169208 (lr=2.0000e-04) (hash(x)=24051952) diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrfalse_attention_kindselective_warmup_steps1_seed1338/model_02500.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrfalse_attention_kindselective_warmup_steps1_seed1338/model_02500.pt new file mode 100644 index 0000000000000000000000000000000000000000..8c95fa90ea4ab9a3de13f43a619cbf65aac20118 --- /dev/null +++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrfalse_attention_kindselective_warmup_steps1_seed1338/model_02500.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:11a1850ad307a8e1c0a86c060f4a71a78cbd5752fc62a1ec8045c1ebaf323cc4 +size 38587970 diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrfalse_attention_kindselective_warmup_steps1_seed1338/model_04999.pt 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