diff --git "a/lr6e-4_total_batch_size20480_seq_len128/log2.txt" "b/lr6e-4_total_batch_size20480_seq_len128/log2.txt"
--- "a/lr6e-4_total_batch_size20480_seq_len128/log2.txt"
+++ "b/lr6e-4_total_batch_size20480_seq_len128/log2.txt"
@@ -10,1034 +10,1034 @@ max_steps: 1000
 6 train 11.556558 (lr=1.4685e-05) (hash(x)=4696943)
 7 train 11.504883 (lr=1.6783e-05) (hash(x)=6219138)
 8 train 11.424795 (lr=1.8881e-05) (hash(x)=6049878)
-9 train 11.399450 (lr=2.0979e-05) (hash(x)=5491972)
-10 train 11.321382 (lr=2.3077e-05) (hash(x)=8075458)
-11 train 11.218025 (lr=2.5175e-05) (hash(x)=5917741)
-12 train 11.168683 (lr=2.7273e-05) (hash(x)=5750403)
-13 train 11.092779 (lr=2.9371e-05) (hash(x)=6112458)
-14 train 11.031763 (lr=3.1469e-05) (hash(x)=5806490)
-15 train 10.914715 (lr=3.3566e-05) (hash(x)=6568379)
-16 train 10.824193 (lr=3.5664e-05) (hash(x)=7212403)
-17 train 10.762385 (lr=3.7762e-05) (hash(x)=7386082)
-18 train 10.689731 (lr=3.9860e-05) (hash(x)=6359743)
-19 train 10.633512 (lr=4.1958e-05) (hash(x)=6151674)
-20 train 10.609541 (lr=4.4056e-05) (hash(x)=7168704)
-21 train 10.560685 (lr=4.6154e-05) (hash(x)=7859060)
-22 train 10.487794 (lr=4.8252e-05) (hash(x)=6976239)
-23 train 10.479760 (lr=5.0350e-05) (hash(x)=6391506)
-24 train 10.468954 (lr=5.2448e-05) (hash(x)=5245999)
-25 train 10.421699 (lr=5.4545e-05) (hash(x)=5985675)
-26 train 10.332866 (lr=5.6643e-05) (hash(x)=4355733)
-27 train 10.504283 (lr=5.8741e-05) (hash(x)=6984772)
-28 train 10.353855 (lr=6.0839e-05) (hash(x)=6244096)
-29 train 10.374558 (lr=6.2937e-05) (hash(x)=6603717)
-30 train 10.280658 (lr=6.5035e-05) (hash(x)=5669522)
-31 train 10.258889 (lr=6.7133e-05) (hash(x)=6190579)
-32 train 10.318835 (lr=6.9231e-05) (hash(x)=4912983)
-33 train 10.189525 (lr=7.1329e-05) (hash(x)=7276303)
-34 train 10.252820 (lr=7.3427e-05) (hash(x)=5479947)
-35 train 10.347001 (lr=7.5524e-05) (hash(x)=6630378)
-36 train 10.270600 (lr=7.7622e-05) (hash(x)=8097010)
-37 train 10.325130 (lr=7.9720e-05) (hash(x)=9989744)
-38 train 10.191603 (lr=8.1818e-05) (hash(x)=6694932)
-39 train 10.117285 (lr=8.3916e-05) (hash(x)=6317894)
-40 train 10.018936 (lr=8.6014e-05) (hash(x)=5046327)
-41 train 10.081988 (lr=8.8112e-05) (hash(x)=7947703)
-42 train 9.935648 (lr=9.0210e-05) (hash(x)=5916068)
-43 train 10.025830 (lr=9.2308e-05) (hash(x)=5777498)
-44 train 9.942770 (lr=9.4406e-05) (hash(x)=5753092)
-45 train 9.906315 (lr=9.6503e-05) (hash(x)=7723226)
-46 train 9.879588 (lr=9.8601e-05) (hash(x)=7007016)
-47 train 9.786048 (lr=1.0070e-04) (hash(x)=6491229)
-48 train 9.814020 (lr=1.0280e-04) (hash(x)=6390752)
-49 train 9.911051 (lr=1.0490e-04) (hash(x)=6019389)
-50 val loss 9.7619
-50 val perplexity 17359.5156
-50 train 9.756538 (lr=1.0699e-04) (hash(x)=7662067)
-51 train 9.734842 (lr=1.0909e-04) (hash(x)=4648609)
-52 train 9.649823 (lr=1.1119e-04) (hash(x)=4725966)
-53 train 9.586785 (lr=1.1329e-04) (hash(x)=5558355)
-54 train 9.607746 (lr=1.1538e-04) (hash(x)=6524933)
-55 train 9.544440 (lr=1.1748e-04) (hash(x)=6369326)
-56 train 9.485706 (lr=1.1958e-04) (hash(x)=6022625)
-57 train 9.400290 (lr=1.2168e-04) (hash(x)=4906853)
-58 train 9.194029 (lr=1.2378e-04) (hash(x)=5589269)
-59 train 9.299592 (lr=1.2587e-04) (hash(x)=6437376)
-60 train 9.329102 (lr=1.2797e-04) (hash(x)=7304892)
-61 train 9.268149 (lr=1.3007e-04) (hash(x)=7084093)
-62 train 9.262506 (lr=1.3217e-04) (hash(x)=5908178)
-63 train 9.017707 (lr=1.3427e-04) (hash(x)=7048804)
-64 train 9.079869 (lr=1.3636e-04) (hash(x)=6085549)
-65 train 9.080568 (lr=1.3846e-04) (hash(x)=5752594)
-66 train 8.854486 (lr=1.4056e-04) (hash(x)=7662769)
-67 train 8.702577 (lr=1.4266e-04) (hash(x)=6393520)
-68 train 8.934906 (lr=1.4476e-04) (hash(x)=5942867)
-69 train 8.912291 (lr=1.4685e-04) (hash(x)=6793550)
-70 train 8.729600 (lr=1.4895e-04) (hash(x)=7105976)
-71 train 8.747009 (lr=1.5105e-04) (hash(x)=6581348)
-72 train 8.656689 (lr=1.5315e-04) (hash(x)=5555598)
-73 train 8.614600 (lr=1.5524e-04) (hash(x)=6235837)
-74 train 8.536751 (lr=1.5734e-04) (hash(x)=5591770)
-75 train 8.758008 (lr=1.5944e-04) (hash(x)=7083021)
-76 train 8.594731 (lr=1.6154e-04) (hash(x)=7281348)
-77 train 8.643272 (lr=1.6364e-04) (hash(x)=6155821)
-78 train 8.458706 (lr=1.6573e-04) (hash(x)=5736241)
-79 train 8.366180 (lr=1.6783e-04) (hash(x)=5657123)
-80 train 8.340291 (lr=1.6993e-04) (hash(x)=6452095)
-81 train 8.261395 (lr=1.7203e-04) (hash(x)=5312267)
-82 train 8.100721 (lr=1.7413e-04) (hash(x)=5434493)
-83 train 8.352497 (lr=1.7622e-04) (hash(x)=6830813)
-84 train 8.178012 (lr=1.7832e-04) (hash(x)=4752771)
-85 train 8.282215 (lr=1.8042e-04) (hash(x)=6424933)
-86 train 8.196641 (lr=1.8252e-04) (hash(x)=5786517)
-87 train 8.275944 (lr=1.8462e-04) (hash(x)=6680023)
-88 train 8.183519 (lr=1.8671e-04) (hash(x)=6474729)
-89 train 8.204452 (lr=1.8881e-04) (hash(x)=7523279)
-90 train 7.996569 (lr=1.9091e-04) (hash(x)=5508768)
-91 train 8.188123 (lr=1.9301e-04) (hash(x)=6635925)
-92 train 8.069695 (lr=1.9510e-04) (hash(x)=6663801)
-93 train 8.044952 (lr=1.9720e-04) (hash(x)=5869441)
-94 train 8.103032 (lr=1.9930e-04) (hash(x)=6698878)
-95 train 8.019039 (lr=2.0140e-04) (hash(x)=6349004)
-96 train 8.017328 (lr=2.0350e-04) (hash(x)=4986137)
-97 train 7.808747 (lr=2.0559e-04) (hash(x)=6008454)
-98 train 7.879772 (lr=2.0769e-04) (hash(x)=6550770)
-99 train 8.014522 (lr=2.0979e-04) (hash(x)=7682741)
-100 val loss 7.9707
-100 val perplexity 2894.9226
-100 train 8.070560 (lr=2.1189e-04) (hash(x)=7892158)
-101 train 7.940425 (lr=2.1399e-04) (hash(x)=7794028)
-102 train 7.933344 (lr=2.1608e-04) (hash(x)=7093523)
-103 train 7.980068 (lr=2.1818e-04) (hash(x)=6166062)
-104 train 7.918315 (lr=2.2028e-04) (hash(x)=6645781)
-105 train 7.886864 (lr=2.2238e-04) (hash(x)=4811192)
-106 train 7.809242 (lr=2.2448e-04) (hash(x)=5970866)
-107 train 7.818639 (lr=2.2657e-04) (hash(x)=7822680)
-108 train 7.782276 (lr=2.2867e-04) (hash(x)=6317317)
-109 train 7.880509 (lr=2.3077e-04) (hash(x)=6431409)
-110 train 7.896371 (lr=2.3287e-04) (hash(x)=6653337)
-111 train 7.825218 (lr=2.3497e-04) (hash(x)=5323032)
-112 train 7.722114 (lr=2.3706e-04) (hash(x)=5125339)
-113 train 7.667290 (lr=2.3916e-04) (hash(x)=7363286)
-114 train 8.025681 (lr=2.4126e-04) (hash(x)=7670050)
-115 train 7.791495 (lr=2.4336e-04) (hash(x)=5616075)
-116 train 7.844471 (lr=2.4545e-04) (hash(x)=6593764)
-117 train 7.914949 (lr=2.4755e-04) (hash(x)=5672608)
-118 train 7.744909 (lr=2.4965e-04) (hash(x)=6828653)
-119 train 7.746331 (lr=2.5175e-04) (hash(x)=6839867)
-120 train 7.873523 (lr=2.5385e-04) (hash(x)=8426992)
-121 train 7.546752 (lr=2.5594e-04) (hash(x)=4916928)
-122 train 7.755312 (lr=2.5804e-04) (hash(x)=6484050)
-123 train 7.837285 (lr=2.6014e-04) (hash(x)=8353379)
-124 train 7.757292 (lr=2.6224e-04) (hash(x)=6552510)
-125 train 7.735661 (lr=2.6434e-04) (hash(x)=4838871)
-126 train 7.468061 (lr=2.6643e-04) (hash(x)=3021697)
-127 train 7.626331 (lr=2.6853e-04) (hash(x)=6795665)
-128 train 7.649026 (lr=2.7063e-04) (hash(x)=5486935)
-129 train 7.834298 (lr=2.7273e-04) (hash(x)=6678038)
-130 train 7.862762 (lr=2.7483e-04) (hash(x)=6657714)
-131 train 7.731431 (lr=2.7692e-04) (hash(x)=6112215)
-132 train 7.785623 (lr=2.7902e-04) (hash(x)=8353143)
-133 train 7.810211 (lr=2.8112e-04) (hash(x)=5915361)
-134 train 7.724842 (lr=2.8322e-04) (hash(x)=6254885)
-135 train 7.725986 (lr=2.8531e-04) (hash(x)=5771588)
-136 train 7.697923 (lr=2.8741e-04) (hash(x)=5561507)
-137 train 7.665032 (lr=2.8951e-04) (hash(x)=5688829)
-138 train 7.640872 (lr=2.9161e-04) (hash(x)=5371951)
-139 train 7.810389 (lr=2.9371e-04) (hash(x)=5443305)
-140 train 7.785834 (lr=2.9580e-04) (hash(x)=5016757)
-141 train 7.787242 (lr=2.9790e-04) (hash(x)=6901933)
-142 train 7.758804 (lr=3.0000e-04) (hash(x)=6019085)
-143 train 7.603468 (lr=3.0210e-04) (hash(x)=4294425)
-144 train 7.699917 (lr=3.0420e-04) (hash(x)=6095229)
-145 train 7.537947 (lr=3.0629e-04) (hash(x)=4363941)
-146 train 7.617387 (lr=3.0839e-04) (hash(x)=4693798)
-147 train 8.164754 (lr=3.1049e-04) (hash(x)=5486335)
-148 train 7.974043 (lr=3.1259e-04) (hash(x)=7907450)
-149 train 7.805943 (lr=3.1469e-04) (hash(x)=7295165)
-150 val loss 7.6933
-150 val perplexity 2193.6753
-150 train 7.738387 (lr=3.1678e-04) (hash(x)=6814026)
-151 train 7.818550 (lr=3.1888e-04) (hash(x)=6267424)
-152 train 7.825542 (lr=3.2098e-04) (hash(x)=8086437)
-153 train 7.876915 (lr=3.2308e-04) (hash(x)=5270452)
-154 train 7.717978 (lr=3.2517e-04) (hash(x)=6420820)
-155 train 7.604784 (lr=3.2727e-04) (hash(x)=6305297)
-156 train 7.771953 (lr=3.2937e-04) (hash(x)=7889849)
-157 train 8.124987 (lr=3.3147e-04) (hash(x)=6040077)
-158 train 8.112553 (lr=3.3357e-04) (hash(x)=5652497)
-159 train 7.707443 (lr=3.3566e-04) (hash(x)=7130251)
-160 train 7.572378 (lr=3.3776e-04) (hash(x)=6610177)
-161 train 7.636499 (lr=3.3986e-04) (hash(x)=6508350)
-162 train 7.788102 (lr=3.4196e-04) (hash(x)=6994983)
-163 train 7.744952 (lr=3.4406e-04) (hash(x)=5859576)
-164 train 7.304287 (lr=3.4615e-04) (hash(x)=5487065)
-165 train 7.537818 (lr=3.4825e-04) (hash(x)=4892065)
-166 train 7.439801 (lr=3.5035e-04) (hash(x)=4933674)
-167 train 7.709087 (lr=3.5245e-04) (hash(x)=7317289)
-168 train 7.810067 (lr=3.5455e-04) (hash(x)=6811522)
-169 train 7.639495 (lr=3.5664e-04) (hash(x)=5510218)
-170 train 7.800025 (lr=3.5874e-04) (hash(x)=7304235)
-171 train 7.956987 (lr=3.6084e-04) (hash(x)=6752265)
-172 train 7.660645 (lr=3.6294e-04) (hash(x)=5994476)
-173 train 7.622958 (lr=3.6503e-04) (hash(x)=6530867)
-174 train 7.724622 (lr=3.6713e-04) (hash(x)=5746260)
-175 train 7.680183 (lr=3.6923e-04) (hash(x)=5790078)
-176 train 7.700298 (lr=3.7133e-04) (hash(x)=6430135)
-177 train 7.769589 (lr=3.7343e-04) (hash(x)=7614023)
-178 train 7.755341 (lr=3.7552e-04) (hash(x)=5244861)
-179 train 7.741224 (lr=3.7762e-04) (hash(x)=5245146)
-180 train 7.632860 (lr=3.7972e-04) (hash(x)=6415565)
-181 train 7.684500 (lr=3.8182e-04) (hash(x)=5786972)
-182 train 7.722946 (lr=3.8392e-04) (hash(x)=6131703)
-183 train 7.754008 (lr=3.8601e-04) (hash(x)=6346459)
-184 train 7.784397 (lr=3.8811e-04) (hash(x)=6504131)
-185 train 7.767685 (lr=3.9021e-04) (hash(x)=5209234)
-186 train 7.668563 (lr=3.9231e-04) (hash(x)=6163272)
-187 train 7.676054 (lr=3.9441e-04) (hash(x)=5676768)
-188 train 7.745142 (lr=3.9650e-04) (hash(x)=6090561)
-189 train 7.885430 (lr=3.9860e-04) (hash(x)=5863092)
-190 train 7.799054 (lr=4.0070e-04) (hash(x)=7201312)
-191 train 7.888859 (lr=4.0280e-04) (hash(x)=7019489)
-192 train 7.651678 (lr=4.0490e-04) (hash(x)=6225608)
-193 train 7.722473 (lr=4.0699e-04) (hash(x)=5483019)
-194 train 7.673765 (lr=4.0909e-04) (hash(x)=5903258)
-195 train 7.713775 (lr=4.1119e-04) (hash(x)=5968716)
-196 train 7.700187 (lr=4.1329e-04) (hash(x)=5778017)
-197 train 7.435637 (lr=4.1538e-04) (hash(x)=7780194)
-198 train 7.640100 (lr=4.1748e-04) (hash(x)=6140998)
-199 train 7.632166 (lr=4.1958e-04) (hash(x)=3784321)
-200 val loss 7.6571
-200 val perplexity 2115.7114
-200 train 7.650524 (lr=4.2168e-04) (hash(x)=5860821)
-201 train 7.712367 (lr=4.2378e-04) (hash(x)=7774109)
-202 train 7.875457 (lr=4.2587e-04) (hash(x)=7997664)
-203 train 7.848608 (lr=4.2797e-04) (hash(x)=6576749)
-204 train 7.761374 (lr=4.3007e-04) (hash(x)=7266655)
-205 train 7.724911 (lr=4.3217e-04) (hash(x)=7072404)
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-207 train 7.647211 (lr=4.3636e-04) (hash(x)=6556025)
-208 train 7.682404 (lr=4.3846e-04) (hash(x)=5942129)
-209 train 7.794866 (lr=4.4056e-04) (hash(x)=7325027)
-210 train 7.780463 (lr=4.4266e-04) (hash(x)=7322467)
-211 train 7.711524 (lr=4.4476e-04) (hash(x)=6373412)
-212 train 7.501585 (lr=4.4685e-04) (hash(x)=7332255)
-213 train 7.783019 (lr=4.4895e-04) (hash(x)=5262868)
-214 train 7.489666 (lr=4.5105e-04) (hash(x)=5688247)
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-216 train 7.696162 (lr=4.5524e-04) (hash(x)=5352405)
-217 train 7.738225 (lr=4.5734e-04) (hash(x)=5932790)
-218 train 7.673267 (lr=4.5944e-04) (hash(x)=6249312)
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-220 train 7.737161 (lr=4.6364e-04) (hash(x)=8156280)
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-224 train 7.462379 (lr=4.7203e-04) (hash(x)=4390027)
-225 train 7.670824 (lr=4.7413e-04) (hash(x)=7804089)
-226 train 7.782909 (lr=4.7622e-04) (hash(x)=7130267)
-227 train 7.552779 (lr=4.7832e-04) (hash(x)=6490149)
-228 train 7.619543 (lr=4.8042e-04) (hash(x)=9276378)
-229 train 7.649869 (lr=4.8252e-04) (hash(x)=6283540)
-230 train 7.624301 (lr=4.8462e-04) (hash(x)=5781680)
-231 train 7.572819 (lr=4.8671e-04) (hash(x)=5728337)
-232 train 7.556737 (lr=4.8881e-04) (hash(x)=6278202)
-233 train 7.643196 (lr=4.9091e-04) (hash(x)=7400272)
-234 train 7.610126 (lr=4.9301e-04) (hash(x)=5795128)
-235 train 7.590264 (lr=4.9510e-04) (hash(x)=6473432)
-236 train 7.608821 (lr=4.9720e-04) (hash(x)=5201502)
-237 train 7.847617 (lr=4.9930e-04) (hash(x)=6922646)
-238 train 7.564544 (lr=5.0140e-04) (hash(x)=5484641)
-239 train 7.620001 (lr=5.0350e-04) (hash(x)=7277141)
-240 train 7.646079 (lr=5.0559e-04) (hash(x)=5604614)
-241 train 7.685642 (lr=5.0769e-04) (hash(x)=7443124)
-242 train 7.688267 (lr=5.0979e-04) (hash(x)=5601968)
-243 train 7.573340 (lr=5.1189e-04) (hash(x)=5632735)
-244 train 7.594320 (lr=5.1399e-04) (hash(x)=5594810)
-245 train 7.434153 (lr=5.1608e-04) (hash(x)=5881015)
-246 train 7.561196 (lr=5.1818e-04) (hash(x)=6865361)
-247 train 7.664344 (lr=5.2028e-04) (hash(x)=5809411)
-248 train 7.645874 (lr=5.2238e-04) (hash(x)=6293025)
-249 train 7.589986 (lr=5.2448e-04) (hash(x)=7232964)
-250 val loss 7.5984
-250 val perplexity 1995.0034
-250 train 7.527665 (lr=5.2657e-04) (hash(x)=5646619)
-251 train 7.642452 (lr=5.2867e-04) (hash(x)=6171829)
-252 train 7.694654 (lr=5.3077e-04) (hash(x)=7787552)
-253 train 7.642994 (lr=5.3287e-04) (hash(x)=5884456)
-254 train 7.670448 (lr=5.3497e-04) (hash(x)=6752162)
-255 train 7.585383 (lr=5.3706e-04) (hash(x)=5077031)
-256 train 7.768045 (lr=5.3916e-04) (hash(x)=6883481)
-257 train 7.629124 (lr=5.4126e-04) (hash(x)=6248895)
-258 train 7.514213 (lr=5.4336e-04) (hash(x)=6636615)
-259 train 7.706795 (lr=5.4545e-04) (hash(x)=6918004)
-260 train 7.621819 (lr=5.4755e-04) (hash(x)=7302874)
-261 train 7.727994 (lr=5.4965e-04) (hash(x)=6482466)
-262 train 7.571028 (lr=5.5175e-04) (hash(x)=7298317)
-263 train 7.595658 (lr=5.5385e-04) (hash(x)=6588573)
-264 train 7.590421 (lr=5.5594e-04) (hash(x)=6229630)
-265 train 7.654818 (lr=5.5804e-04) (hash(x)=6136939)
-266 train 7.409466 (lr=5.6014e-04) (hash(x)=6394645)
-267 train 7.650968 (lr=5.6224e-04) (hash(x)=7040157)
-268 train 7.685484 (lr=5.6434e-04) (hash(x)=7041858)
-269 train 7.590397 (lr=5.6643e-04) (hash(x)=6455595)
-270 train 7.526274 (lr=5.6853e-04) (hash(x)=6480443)
-271 train 7.717497 (lr=5.7063e-04) (hash(x)=4122983)
-272 train 7.519444 (lr=5.7273e-04) (hash(x)=7672190)
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-299 train 7.456540 (lr=5.9956e-04) (hash(x)=7683614)
-300 val loss 7.5021
-300 val perplexity 1811.8381
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-350 val loss 7.4525
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-386 train 7.431631 (lr=5.7428e-04) (hash(x)=5650401)
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-393 train 7.482464 (lr=5.7063e-04) (hash(x)=5981648)
-394 train 7.415128 (lr=5.7008e-04) (hash(x)=6467540)
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-398 train 7.336495 (lr=5.6787e-04) (hash(x)=6800890)
-399 train 7.492150 (lr=5.6731e-04) (hash(x)=5931234)
-400 val loss 7.4163
-400 val perplexity 1662.9097
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-436 train 7.445884 (lr=5.4330e-04) (hash(x)=6863709)
-437 train 7.445212 (lr=5.4257e-04) (hash(x)=6688212)
-438 train 7.601372 (lr=5.4183e-04) (hash(x)=7095090)
-439 train 7.693650 (lr=5.4109e-04) (hash(x)=6642404)
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-442 train 7.336418 (lr=5.3885e-04) (hash(x)=6606391)
-443 train 7.152795 (lr=5.3810e-04) (hash(x)=5105190)
-444 train 7.710122 (lr=5.3734e-04) (hash(x)=5695997)
-445 train 7.412235 (lr=5.3658e-04) (hash(x)=7155991)
-446 train 7.391785 (lr=5.3581e-04) (hash(x)=7249727)
-447 train 7.382384 (lr=5.3504e-04) (hash(x)=5132972)
-448 train 7.379567 (lr=5.3426e-04) (hash(x)=5381802)
-449 train 7.402682 (lr=5.3349e-04) (hash(x)=6269946)
-450 val loss 7.3813
-450 val perplexity 1605.5961
-450 train 7.348353 (lr=5.3270e-04) (hash(x)=4976762)
-451 train 7.441354 (lr=5.3192e-04) (hash(x)=5396133)
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-460 train 7.355223 (lr=5.2466e-04) (hash(x)=7297488)
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-472 train 7.322839 (lr=5.1452e-04) (hash(x)=5794462)
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-486 train 7.704393 (lr=5.0203e-04) (hash(x)=7461138)
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-492 train 7.513994 (lr=4.9648e-04) (hash(x)=5063061)
-493 train 7.405411 (lr=4.9554e-04) (hash(x)=7326216)
-494 train 7.547427 (lr=4.9460e-04) (hash(x)=7492012)
-495 train 7.518259 (lr=4.9366e-04) (hash(x)=5857162)
-496 train 7.316451 (lr=4.9271e-04) (hash(x)=6169001)
-497 train 9.262093 (lr=4.9176e-04) (hash(x)=14715669)
-498 train 12.040575 (lr=4.9081e-04) (hash(x)=18256706)
-499 train 11.780813 (lr=4.8985e-04) (hash(x)=16950560)
-500 val loss 7.4213
-500 val perplexity 1671.1719
-500 train 8.108996 (lr=4.8889e-04) (hash(x)=6113563)
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-509 train 7.326754 (lr=4.8013e-04) (hash(x)=6669539)
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-548 train 7.238194 (lr=4.3960e-04) (hash(x)=4329129)
-549 train 7.280193 (lr=4.3852e-04) (hash(x)=6775103)
-550 val loss 7.2985
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-642 train 7.378681 (lr=3.3119e-04) (hash(x)=7165945)
-643 train 7.109223 (lr=3.3000e-04) (hash(x)=5298545)
-644 train 7.354257 (lr=3.2881e-04) (hash(x)=6281739)
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-648 train 6.996275 (lr=3.2406e-04) (hash(x)=4741418)
-649 train 6.933474 (lr=3.2287e-04) (hash(x)=6530441)
-650 val loss 7.2791
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-689 train 7.094116 (lr=2.7572e-04) (hash(x)=7229015)
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-694 train 7.298468 (lr=2.6992e-04) (hash(x)=5172566)
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-698 train 7.136384 (lr=2.6530e-04) (hash(x)=5779217)
-699 train 7.003380 (lr=2.6414e-04) (hash(x)=5462008)
-700 val loss 7.2763
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-736 train 7.245226 (lr=2.2257e-04) (hash(x)=6152358)
-737 train 7.159678 (lr=2.2148e-04) (hash(x)=5374957)
-738 train 7.172276 (lr=2.2040e-04) (hash(x)=6495309)
-739 train 7.342313 (lr=2.1931e-04) (hash(x)=3923225)
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-742 train 7.277327 (lr=2.1607e-04) (hash(x)=4535000)
-743 train 7.176571 (lr=2.1500e-04) (hash(x)=4440634)
-744 train 7.163837 (lr=2.1392e-04) (hash(x)=5222077)
-745 train 7.177392 (lr=2.1285e-04) (hash(x)=4788998)
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-748 train 7.179675 (lr=2.0965e-04) (hash(x)=5475646)
-749 train 7.192242 (lr=2.0859e-04) (hash(x)=4771243)
-750 val loss 7.2765
-750 val perplexity 1445.8718
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-759 train 7.226395 (lr=1.9810e-04) (hash(x)=6658718)
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-774 train 7.804720 (lr=1.8285e-04) (hash(x)=5583732)
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-791 train 7.248471 (lr=1.6634e-04) (hash(x)=5571462)
-792 train 7.249466 (lr=1.6540e-04) (hash(x)=7518021)
-793 train 7.248608 (lr=1.6446e-04) (hash(x)=6640755)
-794 train 7.330340 (lr=1.6352e-04) (hash(x)=6870405)
-795 train 7.290612 (lr=1.6259e-04) (hash(x)=6147295)
-796 train 7.187652 (lr=1.6166e-04) (hash(x)=6782583)
-797 train 7.304230 (lr=1.6073e-04) (hash(x)=6120461)
-798 train 7.238538 (lr=1.5981e-04) (hash(x)=5893870)
-799 train 7.175369 (lr=1.5889e-04) (hash(x)=5123928)
-800 val loss 7.2628
-800 val perplexity 1426.1842
-800 train 7.238575 (lr=1.5797e-04) (hash(x)=7037251)
-801 train 7.240525 (lr=1.5705e-04) (hash(x)=5428813)
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-808 train 7.420037 (lr=1.5075e-04) (hash(x)=7236199)
-809 train 7.347103 (lr=1.4987e-04) (hash(x)=5261336)
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-900 val loss 7.2706
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-950 val loss 7.2418
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-998 train 6.998946 (lr=6.0010e-05) (hash(x)=5265410)
-999 val loss 7.2390
-999 val perplexity 1392.6698
-999 train 6.987595 (lr=6.0003e-05) (hash(x)=4351074)
+9 train 11.400119 (lr=2.0979e-05) (hash(x)=5491972)
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+42 train 9.940279 (lr=9.0210e-05) (hash(x)=5916068)
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+48 train 9.834908 (lr=1.0280e-04) (hash(x)=6390752)
+49 train 9.937786 (lr=1.0490e-04) (hash(x)=6019389)
+50 val loss 9.7943
+50 val perplexity 17932.1191
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