diff --git "a/lr1e-4_total_batch_size5120_seq_len128/log2.txt" "b/lr1e-4_total_batch_size5120_seq_len128/log2.txt"
--- "a/lr1e-4_total_batch_size5120_seq_len128/log2.txt"
+++ "b/lr1e-4_total_batch_size5120_seq_len128/log2.txt"
@@ -1,1043 +1,5203 @@
-max_steps: 1000
-0 val loss 11.6870
-0 val perplexity 119016.5000
-0 train 11.683437 (lr=3.4965e-07) (hash(x)=6154740)
-1 train 11.701447 (lr=6.9930e-07) (hash(x)=6605789)
-2 train 11.709952 (lr=1.0490e-06) (hash(x)=6696707)
-3 train 11.728244 (lr=1.3986e-06) (hash(x)=5113283)
-4 train 11.673847 (lr=1.7483e-06) (hash(x)=5607069)
-5 train 11.670259 (lr=2.0979e-06) (hash(x)=7007748)
-6 train 11.695046 (lr=2.4476e-06) (hash(x)=7643299)
-7 train 11.662629 (lr=2.7972e-06) (hash(x)=5534142)
-8 train 11.666996 (lr=3.1469e-06) (hash(x)=6539293)
-9 train 11.685373 (lr=3.4965e-06) (hash(x)=5974274)
-10 train 11.685617 (lr=3.8462e-06) (hash(x)=7199085)
-11 train 11.642393 (lr=4.1958e-06) (hash(x)=6763231)
-12 train 11.633266 (lr=4.5455e-06) (hash(x)=6720398)
-13 train 11.602768 (lr=4.8951e-06) (hash(x)=6706513)
-14 train 11.632250 (lr=5.2448e-06) (hash(x)=5727925)
-15 train 11.626501 (lr=5.5944e-06) (hash(x)=6328012)
-16 train 11.565728 (lr=5.9441e-06) (hash(x)=5812722)
-17 train 11.569908 (lr=6.2937e-06) (hash(x)=6183012)
-18 train 11.581360 (lr=6.6434e-06) (hash(x)=5952539)
-19 train 11.552618 (lr=6.9930e-06) (hash(x)=7052161)
-20 train 11.499270 (lr=7.3427e-06) (hash(x)=5810871)
-21 train 11.514858 (lr=7.6923e-06) (hash(x)=6586466)
-22 train 11.460441 (lr=8.0420e-06) (hash(x)=5061781)
-23 train 11.505838 (lr=8.3916e-06) (hash(x)=5556098)
-24 train 11.504732 (lr=8.7413e-06) (hash(x)=7268535)
-25 train 11.448575 (lr=9.0909e-06) (hash(x)=8155572)
-26 train 11.364543 (lr=9.4406e-06) (hash(x)=5019590)
-27 train 11.377727 (lr=9.7902e-06) (hash(x)=4696943)
-28 train 11.318115 (lr=1.0140e-05) (hash(x)=5984010)
-29 train 11.371592 (lr=1.0490e-05) (hash(x)=7649389)
-30 train 11.277213 (lr=1.0839e-05) (hash(x)=6332817)
-31 train 11.220524 (lr=1.1189e-05) (hash(x)=6219138)
-32 train 11.280869 (lr=1.1538e-05) (hash(x)=6895681)
-33 train 11.173092 (lr=1.1888e-05) (hash(x)=7075794)
-34 train 11.126132 (lr=1.2238e-05) (hash(x)=5024163)
-35 train 11.177309 (lr=1.2587e-05) (hash(x)=6049878)
-36 train 11.140380 (lr=1.2937e-05) (hash(x)=4774943)
-37 train 11.152130 (lr=1.3287e-05) (hash(x)=6385927)
-38 train 11.048912 (lr=1.3636e-05) (hash(x)=5070217)
-39 train 11.002838 (lr=1.3986e-05) (hash(x)=5491972)
-40 train 10.997484 (lr=1.4336e-05) (hash(x)=5695751)
-41 train 10.987585 (lr=1.4685e-05) (hash(x)=6061420)
-42 train 10.907567 (lr=1.5035e-05) (hash(x)=7836710)
-43 train 10.945772 (lr=1.5385e-05) (hash(x)=8075458)
-44 train 10.788487 (lr=1.5734e-05) (hash(x)=7190584)
-45 train 10.773737 (lr=1.6084e-05) (hash(x)=7238769)
-46 train 10.944681 (lr=1.6434e-05) (hash(x)=4931205)
-47 train 10.751847 (lr=1.6783e-05) (hash(x)=5917741)
-48 train 10.725172 (lr=1.7133e-05) (hash(x)=5530785)
-49 train 10.773060 (lr=1.7483e-05) (hash(x)=5430605)
-50 val loss 10.7180
-50 val perplexity 45160.4727
-50 train 10.730648 (lr=1.7832e-05) (hash(x)=6056774)
-51 train 10.664007 (lr=1.8182e-05) (hash(x)=5750403)
-52 train 10.637162 (lr=1.8531e-05) (hash(x)=6187497)
-53 train 10.625744 (lr=1.8881e-05) (hash(x)=4792640)
-54 train 10.667566 (lr=1.9231e-05) (hash(x)=6868430)
-55 train 10.561627 (lr=1.9580e-05) (hash(x)=6112458)
-56 train 10.507975 (lr=1.9930e-05) (hash(x)=5523601)
-57 train 10.489607 (lr=2.0280e-05) (hash(x)=5801122)
-58 train 10.546032 (lr=2.0629e-05) (hash(x)=6826295)
-59 train 10.643409 (lr=2.0979e-05) (hash(x)=5806490)
-60 train 10.500026 (lr=2.1329e-05) (hash(x)=6223100)
-61 train 10.468657 (lr=2.1678e-05) (hash(x)=5754140)
-62 train 10.431216 (lr=2.2028e-05) (hash(x)=6675367)
-63 train 10.347210 (lr=2.2378e-05) (hash(x)=6568379)
-64 train 10.241240 (lr=2.2727e-05) (hash(x)=5648233)
-65 train 10.382004 (lr=2.3077e-05) (hash(x)=7134932)
-66 train 10.388586 (lr=2.3427e-05) (hash(x)=5242536)
-67 train 10.398359 (lr=2.3776e-05) (hash(x)=7212403)
-68 train 10.251167 (lr=2.4126e-05) (hash(x)=5342967)
-69 train 10.373273 (lr=2.4476e-05) (hash(x)=7720703)
-70 train 10.296332 (lr=2.4825e-05) (hash(x)=7351337)
-71 train 10.359861 (lr=2.5175e-05) (hash(x)=7386082)
-72 train 10.237795 (lr=2.5524e-05) (hash(x)=6931318)
-73 train 10.269487 (lr=2.5874e-05) (hash(x)=6848513)
-74 train 10.281620 (lr=2.6224e-05) (hash(x)=7714274)
-75 train 10.331904 (lr=2.6573e-05) (hash(x)=6359743)
-76 train 10.186793 (lr=2.6923e-05) (hash(x)=6801650)
-77 train 10.159056 (lr=2.7273e-05) (hash(x)=7536538)
-78 train 10.271311 (lr=2.7622e-05) (hash(x)=6957410)
-79 train 10.272377 (lr=2.7972e-05) (hash(x)=6151674)
-80 train 10.304167 (lr=2.8322e-05) (hash(x)=6033844)
-81 train 10.202504 (lr=2.8671e-05) (hash(x)=6317099)
-82 train 10.186020 (lr=2.9021e-05) (hash(x)=5357844)
-83 train 10.228599 (lr=2.9371e-05) (hash(x)=7168704)
-84 train 10.276993 (lr=2.9720e-05) (hash(x)=7157938)
-85 train 10.200202 (lr=3.0070e-05) (hash(x)=6736092)
-86 train 10.133011 (lr=3.0420e-05) (hash(x)=5383012)
-87 train 10.168591 (lr=3.0769e-05) (hash(x)=7859060)
-88 train 10.181328 (lr=3.1119e-05) (hash(x)=5869288)
-89 train 10.183464 (lr=3.1469e-05) (hash(x)=6958223)
-90 train 10.095276 (lr=3.1818e-05) (hash(x)=6731344)
-91 train 10.005728 (lr=3.2168e-05) (hash(x)=6976239)
-92 train 10.092417 (lr=3.2517e-05) (hash(x)=7769441)
-93 train 10.087194 (lr=3.2867e-05) (hash(x)=6956845)
-94 train 10.240938 (lr=3.3217e-05) (hash(x)=6638037)
-95 train 10.048953 (lr=3.3566e-05) (hash(x)=6391506)
-96 train 10.231106 (lr=3.3916e-05) (hash(x)=7319928)
-97 train 10.215558 (lr=3.4266e-05) (hash(x)=6113701)
-98 train 9.963608 (lr=3.4615e-05) (hash(x)=6246453)
-99 train 10.004500 (lr=3.4965e-05) (hash(x)=5245999)
-100 val loss 10.0708
-100 val perplexity 23641.6328
-100 train 10.026407 (lr=3.5315e-05) (hash(x)=6227256)
-101 train 10.051454 (lr=3.5664e-05) (hash(x)=5774189)
-102 train 9.976475 (lr=3.6014e-05) (hash(x)=5588220)
-103 train 10.144259 (lr=3.6364e-05) (hash(x)=5985675)
-104 train 9.987902 (lr=3.6713e-05) (hash(x)=6259214)
-105 train 10.022779 (lr=3.7063e-05) (hash(x)=6451776)
-106 train 9.833879 (lr=3.7413e-05) (hash(x)=4940406)
-107 train 9.955966 (lr=3.7762e-05) (hash(x)=4355733)
-108 train 9.987179 (lr=3.8112e-05) (hash(x)=6186065)
-109 train 9.949672 (lr=3.8462e-05) (hash(x)=6669188)
-110 train 10.551204 (lr=3.8811e-05) (hash(x)=7118997)
-111 train 9.955225 (lr=3.9161e-05) (hash(x)=6984772)
-112 train 9.846657 (lr=3.9510e-05) (hash(x)=6472877)
-113 train 9.950330 (lr=3.9860e-05) (hash(x)=7440580)
-114 train 9.998182 (lr=4.0210e-05) (hash(x)=6378428)
-115 train 9.934498 (lr=4.0559e-05) (hash(x)=6244096)
-116 train 9.909740 (lr=4.0909e-05) (hash(x)=9100578)
-117 train 10.045992 (lr=4.1259e-05) (hash(x)=8381560)
-118 train 9.915628 (lr=4.1608e-05) (hash(x)=6066072)
-119 train 9.835567 (lr=4.1958e-05) (hash(x)=6603717)
-120 train 9.830457 (lr=4.2308e-05) (hash(x)=5138438)
-121 train 9.764811 (lr=4.2657e-05) (hash(x)=6437516)
-122 train 9.854247 (lr=4.3007e-05) (hash(x)=5743807)
-123 train 9.733787 (lr=4.3357e-05) (hash(x)=5669522)
-124 train 9.775227 (lr=4.3706e-05) (hash(x)=5963623)
-125 train 9.643219 (lr=4.4056e-05) (hash(x)=5505889)
-126 train 9.813313 (lr=4.4406e-05) (hash(x)=7607512)
-127 train 9.710666 (lr=4.4755e-05) (hash(x)=6190579)
-128 train 9.756684 (lr=4.5105e-05) (hash(x)=7444834)
-129 train 9.783804 (lr=4.5455e-05) (hash(x)=5153196)
-130 train 9.735364 (lr=4.5804e-05) (hash(x)=6495326)
-131 train 9.835108 (lr=4.6154e-05) (hash(x)=4912983)
-132 train 9.780792 (lr=4.6503e-05) (hash(x)=7094046)
-133 train 9.626433 (lr=4.6853e-05) (hash(x)=5109125)
-134 train 9.509993 (lr=4.7203e-05) (hash(x)=7119136)
-135 train 9.539289 (lr=4.7552e-05) (hash(x)=7276303)
-136 train 9.683184 (lr=4.7902e-05) (hash(x)=9147123)
-137 train 9.723872 (lr=4.8252e-05) (hash(x)=6645716)
-138 train 9.674371 (lr=4.8601e-05) (hash(x)=6347875)
-139 train 9.533283 (lr=4.8951e-05) (hash(x)=5479947)
-140 train 9.694362 (lr=4.9301e-05) (hash(x)=5832595)
-141 train 9.743492 (lr=4.9650e-05) (hash(x)=7850360)
-142 train 9.915167 (lr=5.0000e-05) (hash(x)=8499683)
-143 train 9.578230 (lr=5.0350e-05) (hash(x)=6630378)
-144 train 9.603836 (lr=5.0699e-05) (hash(x)=5340846)
-145 train 9.543981 (lr=5.1049e-05) (hash(x)=6295358)
-146 train 9.593748 (lr=5.1399e-05) (hash(x)=5974729)
-147 train 9.724045 (lr=5.1748e-05) (hash(x)=8097010)
-148 train 9.585273 (lr=5.2098e-05) (hash(x)=6681250)
-149 train 9.462402 (lr=5.2448e-05) (hash(x)=3958188)
-150 val loss 9.4606
-150 val perplexity 12843.6973
-150 train 9.477177 (lr=5.2797e-05) (hash(x)=5975539)
-151 train 10.229183 (lr=5.3147e-05) (hash(x)=9989744)
-152 train 9.803961 (lr=5.3497e-05) (hash(x)=6748487)
-153 train 9.318254 (lr=5.3846e-05) (hash(x)=6343832)
-154 train 9.287389 (lr=5.4196e-05) (hash(x)=5688949)
-155 train 9.621956 (lr=5.4545e-05) (hash(x)=6694932)
-156 train 9.373390 (lr=5.4895e-05) (hash(x)=5872835)
-157 train 9.357368 (lr=5.5245e-05) (hash(x)=6429137)
-158 train 9.382727 (lr=5.5594e-05) (hash(x)=6999390)
-159 train 9.275611 (lr=5.5944e-05) (hash(x)=6317894)
-160 train 9.154601 (lr=5.6294e-05) (hash(x)=5813657)
-161 train 9.182790 (lr=5.6643e-05) (hash(x)=5165595)
-162 train 9.196783 (lr=5.6993e-05) (hash(x)=5682633)
-163 train 9.299721 (lr=5.7343e-05) (hash(x)=5046327)
-164 train 9.453293 (lr=5.7692e-05) (hash(x)=6195808)
-165 train 9.282996 (lr=5.8042e-05) (hash(x)=7060363)
-166 train 9.196607 (lr=5.8392e-05) (hash(x)=5837126)
-167 train 9.196543 (lr=5.8741e-05) (hash(x)=7947703)
-168 train 8.967360 (lr=5.9091e-05) (hash(x)=5277865)
-169 train 9.108420 (lr=5.9441e-05) (hash(x)=5971240)
-170 train 8.965173 (lr=5.9790e-05) (hash(x)=6590408)
-171 train 9.102263 (lr=6.0140e-05) (hash(x)=5916068)
-172 train 9.095510 (lr=6.0490e-05) (hash(x)=6069727)
-173 train 9.018456 (lr=6.0839e-05) (hash(x)=7426277)
-174 train 9.192665 (lr=6.1189e-05) (hash(x)=5356513)
-175 train 9.054554 (lr=6.1538e-05) (hash(x)=5777498)
-176 train 9.146186 (lr=6.1888e-05) (hash(x)=5989756)
-177 train 8.976686 (lr=6.2238e-05) (hash(x)=6403331)
-178 train 8.884194 (lr=6.2587e-05) (hash(x)=7650667)
-179 train 8.930778 (lr=6.2937e-05) (hash(x)=5753092)
-180 train 8.980077 (lr=6.3287e-05) (hash(x)=5751457)
-181 train 8.834116 (lr=6.3636e-05) (hash(x)=5981486)
-182 train 8.881734 (lr=6.3986e-05) (hash(x)=5918229)
-183 train 8.959071 (lr=6.4336e-05) (hash(x)=7723226)
-184 train 8.907303 (lr=6.4685e-05) (hash(x)=6111721)
-185 train 8.760362 (lr=6.5035e-05) (hash(x)=6069558)
-186 train 8.823500 (lr=6.5385e-05) (hash(x)=5626336)
-187 train 8.986224 (lr=6.5734e-05) (hash(x)=7007016)
-188 train 8.726435 (lr=6.6084e-05) (hash(x)=5883013)
-189 train 8.688654 (lr=6.6434e-05) (hash(x)=5027958)
-190 train 8.813662 (lr=6.6783e-05) (hash(x)=5474948)
-191 train 8.644381 (lr=6.7133e-05) (hash(x)=6491229)
-192 train 8.735765 (lr=6.7483e-05) (hash(x)=5518341)
-193 train 8.654070 (lr=6.7832e-05) (hash(x)=7036653)
-194 train 8.744479 (lr=6.8182e-05) (hash(x)=5527616)
-195 train 8.875869 (lr=6.8531e-05) (hash(x)=6390752)
-196 train 8.714663 (lr=6.8881e-05) (hash(x)=6032557)
-197 train 9.129579 (lr=6.9231e-05) (hash(x)=7758167)
-198 train 9.012741 (lr=6.9580e-05) (hash(x)=7968070)
-199 train 8.680666 (lr=6.9930e-05) (hash(x)=6019389)
-200 val loss 8.6735
-200 val perplexity 5845.6514
-200 train 8.806306 (lr=7.0280e-05) (hash(x)=7276744)
-201 train 8.693282 (lr=7.0629e-05) (hash(x)=6503191)
-202 train 8.518047 (lr=7.0979e-05) (hash(x)=6006880)
-203 train 8.699960 (lr=7.1329e-05) (hash(x)=7662067)
-204 train 8.512116 (lr=7.1678e-05) (hash(x)=6297345)
-205 train 8.710117 (lr=7.2028e-05) (hash(x)=7901992)
-206 train 8.788494 (lr=7.2378e-05) (hash(x)=6579950)
-207 train 8.454700 (lr=7.2727e-05) (hash(x)=4648609)
-208 train 8.594735 (lr=7.3077e-05) (hash(x)=6903216)
-209 train 8.436447 (lr=7.3427e-05) (hash(x)=5897288)
-210 train 8.508020 (lr=7.3776e-05) (hash(x)=7300160)
-211 train 8.409782 (lr=7.4126e-05) (hash(x)=4725966)
-212 train 8.142715 (lr=7.4476e-05) (hash(x)=5060060)
-213 train 8.648943 (lr=7.4825e-05) (hash(x)=6243442)
-214 train 8.396324 (lr=7.5175e-05) (hash(x)=5893816)
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-217 train 8.382231 (lr=7.6224e-05) (hash(x)=5400407)
-218 train 8.404837 (lr=7.6573e-05) (hash(x)=6900554)
-219 train 8.476917 (lr=7.6923e-05) (hash(x)=6524933)
-220 train 8.367265 (lr=7.7273e-05) (hash(x)=5409944)
-221 train 8.482551 (lr=7.7622e-05) (hash(x)=5889724)
-222 train 8.440649 (lr=7.7972e-05) (hash(x)=4970496)
-223 train 8.251564 (lr=7.8322e-05) (hash(x)=6369326)
-224 train 8.260094 (lr=7.8671e-05) (hash(x)=6563975)
-225 train 8.292129 (lr=7.9021e-05) (hash(x)=5911906)
-226 train 8.404962 (lr=7.9371e-05) (hash(x)=6111462)
-227 train 8.430389 (lr=7.9720e-05) (hash(x)=6022625)
-228 train 8.231339 (lr=8.0070e-05) (hash(x)=5884663)
-229 train 8.163726 (lr=8.0420e-05) (hash(x)=6584810)
-230 train 8.263556 (lr=8.0769e-05) (hash(x)=5289998)
-231 train 8.202457 (lr=8.1119e-05) (hash(x)=4906853)
-232 train 8.133245 (lr=8.1469e-05) (hash(x)=5862071)
-233 train 7.748362 (lr=8.1818e-05) (hash(x)=4564564)
-234 train 7.997213 (lr=8.2168e-05) (hash(x)=5723971)
-235 train 8.036293 (lr=8.2517e-05) (hash(x)=5589269)
-236 train 8.030647 (lr=8.2867e-05) (hash(x)=5683368)
-237 train 8.283672 (lr=8.3217e-05) (hash(x)=6969180)
-238 train 8.190210 (lr=8.3566e-05) (hash(x)=5341421)
-239 train 8.051121 (lr=8.3916e-05) (hash(x)=6437376)
-240 train 8.387665 (lr=8.4266e-05) (hash(x)=7527007)
-241 train 8.235349 (lr=8.4615e-05) (hash(x)=7116258)
-242 train 8.232341 (lr=8.4965e-05) (hash(x)=6463930)
-243 train 8.263113 (lr=8.5315e-05) (hash(x)=7304892)
-244 train 8.325236 (lr=8.5664e-05) (hash(x)=5881808)
-245 train 8.155329 (lr=8.6014e-05) (hash(x)=7366721)
-246 train 8.046780 (lr=8.6364e-05) (hash(x)=6457521)
-247 train 8.401601 (lr=8.6713e-05) (hash(x)=7084093)
-248 train 8.214803 (lr=8.7063e-05) (hash(x)=6015300)
-249 train 8.324396 (lr=8.7413e-05) (hash(x)=7197652)
-250 val loss 8.0874
-250 val perplexity 3253.0769
-250 train 8.282703 (lr=8.7762e-05) (hash(x)=4830828)
-251 train 8.108204 (lr=8.8112e-05) (hash(x)=5908178)
-252 train 8.038308 (lr=8.8462e-05) (hash(x)=6299092)
-253 train 7.967640 (lr=8.8811e-05) (hash(x)=6349974)
-254 train 8.027965 (lr=8.9161e-05) (hash(x)=5641494)
-255 train 8.018302 (lr=8.9510e-05) (hash(x)=7048804)
-256 train 8.156570 (lr=8.9860e-05) (hash(x)=7035244)
-257 train 7.949112 (lr=9.0210e-05) (hash(x)=7909039)
-258 train 8.147686 (lr=9.0559e-05) (hash(x)=5470939)
-259 train 8.007073 (lr=9.0909e-05) (hash(x)=6085549)
-260 train 8.191679 (lr=9.1259e-05) (hash(x)=5882649)
-261 train 8.180864 (lr=9.1608e-05) (hash(x)=7463181)
-262 train 8.310098 (lr=9.1958e-05) (hash(x)=5215574)
-263 train 7.884139 (lr=9.2308e-05) (hash(x)=5752594)
-264 train 7.993123 (lr=9.2657e-05) (hash(x)=6416619)
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-299 train 7.861851 (lr=9.9926e-05) (hash(x)=5591770)
-300 val loss 7.8334
-300 val perplexity 2523.3894
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-350 val loss 7.7649
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-398 train 7.957032 (lr=9.4646e-05) (hash(x)=7689348)
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-400 val loss 7.7547
-400 val perplexity 2332.5579
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-436 train 7.763556 (lr=9.0550e-05) (hash(x)=7120467)
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-438 train 7.758370 (lr=9.0306e-05) (hash(x)=6813802)
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-443 train 7.843869 (lr=8.9683e-05) (hash(x)=6653337)
-444 train 7.757221 (lr=8.9557e-05) (hash(x)=6575992)
-445 train 7.719529 (lr=8.9430e-05) (hash(x)=6696784)
-446 train 7.844862 (lr=8.9302e-05) (hash(x)=6242161)
-447 train 7.716222 (lr=8.9173e-05) (hash(x)=5323032)
-448 train 7.494566 (lr=8.9044e-05) (hash(x)=6439367)
-449 train 7.750771 (lr=8.8914e-05) (hash(x)=5372100)
-450 val loss 7.7471
-450 val perplexity 2314.9055
-450 train 7.785188 (lr=8.8784e-05) (hash(x)=6344849)
-451 train 7.432173 (lr=8.8653e-05) (hash(x)=5125339)
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-492 train 7.878792 (lr=8.2746e-05) (hash(x)=6573424)
-493 train 7.748869 (lr=8.2590e-05) (hash(x)=5062850)
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-498 train 7.587737 (lr=8.1801e-05) (hash(x)=6018070)
-499 train 7.865748 (lr=8.1642e-05) (hash(x)=6552510)
-500 val loss 7.7215
-500 val perplexity 2256.2434
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-798 train 8.084792 (lr=2.6634e-05) (hash(x)=7064477)
-799 train 7.343802 (lr=2.6481e-05) (hash(x)=3784321)
-800 val loss 7.6582
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-992 train 7.659393 (lr=1.0028e-05) (hash(x)=5501837)
-993 train 7.671577 (lr=1.0021e-05) (hash(x)=7044374)
-994 train 7.636081 (lr=1.0016e-05) (hash(x)=6526130)
-995 train 7.771150 (lr=1.0011e-05) (hash(x)=6293025)
-996 train 7.749422 (lr=1.0007e-05) (hash(x)=6295768)
-997 train 7.542537 (lr=1.0004e-05) (hash(x)=5189023)
-998 train 7.383819 (lr=1.0002e-05) (hash(x)=6255467)
-999 val loss 7.6337
-999 val perplexity 2066.6392
-999 train 7.753491 (lr=1.0000e-05) (hash(x)=7232964)
+max_steps: 5000
+0 val loss 11.6964
+0 val perplexity 120134.1641
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+30 train 11.628531 (lr=2.1678e-06) (hash(x)=24339013)
+31 train 11.608597 (lr=2.2378e-06) (hash(x)=25767553)
+32 train 11.621074 (lr=2.3077e-06) (hash(x)=26439905)
+33 train 11.553171 (lr=2.3776e-06) (hash(x)=31093473)
+34 train 11.534493 (lr=2.4476e-06) (hash(x)=25450374)
+35 train 11.612979 (lr=2.5175e-06) (hash(x)=24809873)
+36 train 11.600270 (lr=2.5874e-06) (hash(x)=23253252)
+37 train 11.590937 (lr=2.6573e-06) (hash(x)=27852919)
+38 train 11.553466 (lr=2.7273e-06) (hash(x)=23327497)
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+40 train 11.607439 (lr=2.8671e-06) (hash(x)=22859419)
+41 train 11.604158 (lr=2.9371e-06) (hash(x)=27620338)
+42 train 11.560443 (lr=3.0070e-06) (hash(x)=26397837)
+43 train 11.535918 (lr=3.0769e-06) (hash(x)=28092148)
+44 train 11.483371 (lr=3.1469e-06) (hash(x)=24662703)
+45 train 11.528278 (lr=3.2168e-06) (hash(x)=27938767)
+46 train 11.564862 (lr=3.2867e-06) (hash(x)=26037988)
+47 train 11.477984 (lr=3.3566e-06) (hash(x)=24732833)
+48 train 11.486730 (lr=3.4266e-06) (hash(x)=25259526)
+49 train 11.493329 (lr=3.4965e-06) (hash(x)=23200230)
+50 val loss 11.4842
+50 val perplexity 97170.5000
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+51 train 11.494756 (lr=3.6364e-06) (hash(x)=22694718)
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+67 train 11.346980 (lr=4.7552e-06) (hash(x)=27279806)
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