diff --git "a/lr5e-4_total_batch_size20480_seq_len128/log2.txt" "b/lr5e-4_total_batch_size20480_seq_len128/log2.txt"
--- "a/lr5e-4_total_batch_size20480_seq_len128/log2.txt"
+++ "b/lr5e-4_total_batch_size20480_seq_len128/log2.txt"
@@ -4,1040 +4,1040 @@ max_steps: 1000
 0 train 11.700421 (lr=1.7483e-06) (hash(x)=5113283)
 1 train 11.672960 (lr=3.4965e-06) (hash(x)=5534142)
 2 train 11.695552 (lr=5.2448e-06) (hash(x)=6763231)
-3 train 11.666068 (lr=6.9930e-06) (hash(x)=6328012)
-4 train 11.654607 (lr=8.7413e-06) (hash(x)=7052161)
-5 train 11.608361 (lr=1.0490e-05) (hash(x)=5556098)
-6 train 11.570334 (lr=1.2238e-05) (hash(x)=4696943)
-7 train 11.518970 (lr=1.3986e-05) (hash(x)=6219138)
-8 train 11.462629 (lr=1.5734e-05) (hash(x)=6049878)
-9 train 11.423951 (lr=1.7483e-05) (hash(x)=5491972)
-10 train 11.366195 (lr=1.9231e-05) (hash(x)=8075458)
-11 train 11.285904 (lr=2.0979e-05) (hash(x)=5917741)
-12 train 11.237248 (lr=2.2727e-05) (hash(x)=5750403)
-13 train 11.162921 (lr=2.4476e-05) (hash(x)=6112458)
-14 train 11.094389 (lr=2.6224e-05) (hash(x)=5806490)
-15 train 10.994961 (lr=2.7972e-05) (hash(x)=6568379)
-16 train 10.910911 (lr=2.9720e-05) (hash(x)=7212403)
-17 train 10.843513 (lr=3.1469e-05) (hash(x)=7386082)
-18 train 10.781620 (lr=3.3217e-05) (hash(x)=6359743)
-19 train 10.729923 (lr=3.4965e-05) (hash(x)=6151674)
-20 train 10.690209 (lr=3.6713e-05) (hash(x)=7168704)
-21 train 10.643327 (lr=3.8462e-05) (hash(x)=7859060)
-22 train 10.557471 (lr=4.0210e-05) (hash(x)=6976239)
-23 train 10.554563 (lr=4.1958e-05) (hash(x)=6391506)
-24 train 10.531520 (lr=4.3706e-05) (hash(x)=5245999)
-25 train 10.479081 (lr=4.5455e-05) (hash(x)=5985675)
-26 train 10.392241 (lr=4.7203e-05) (hash(x)=4355733)
-27 train 10.559300 (lr=4.8951e-05) (hash(x)=6984772)
-28 train 10.405327 (lr=5.0699e-05) (hash(x)=6244096)
-29 train 10.423216 (lr=5.2448e-05) (hash(x)=6603717)
-30 train 10.325966 (lr=5.4196e-05) (hash(x)=5669522)
-31 train 10.309162 (lr=5.5944e-05) (hash(x)=6190579)
-32 train 10.370431 (lr=5.7692e-05) (hash(x)=4912983)
-33 train 10.242783 (lr=5.9441e-05) (hash(x)=7276303)
-34 train 10.306746 (lr=6.1189e-05) (hash(x)=5479947)
-35 train 10.397912 (lr=6.2937e-05) (hash(x)=6630378)
-36 train 10.329117 (lr=6.4685e-05) (hash(x)=8097010)
-37 train 10.381491 (lr=6.6434e-05) (hash(x)=9989744)
-38 train 10.252186 (lr=6.8182e-05) (hash(x)=6694932)
-39 train 10.178607 (lr=6.9930e-05) (hash(x)=6317894)
-40 train 10.088614 (lr=7.1678e-05) (hash(x)=5046327)
-41 train 10.156977 (lr=7.3427e-05) (hash(x)=7947703)
-42 train 10.015911 (lr=7.5175e-05) (hash(x)=5916068)
-43 train 10.109138 (lr=7.6923e-05) (hash(x)=5777498)
-44 train 10.032684 (lr=7.8671e-05) (hash(x)=5753092)
-45 train 10.005583 (lr=8.0420e-05) (hash(x)=7723226)
-46 train 9.986021 (lr=8.2168e-05) (hash(x)=7007016)
-47 train 9.901617 (lr=8.3916e-05) (hash(x)=6491229)
-48 train 9.931938 (lr=8.5664e-05) (hash(x)=6390752)
-49 train 10.034129 (lr=8.7413e-05) (hash(x)=6019389)
-50 val loss 9.8939
-50 val perplexity 19809.6738
-50 train 9.885399 (lr=8.9161e-05) (hash(x)=7662067)
-51 train 9.873328 (lr=9.0909e-05) (hash(x)=4648609)
-52 train 9.797134 (lr=9.2657e-05) (hash(x)=4725966)
-53 train 9.742386 (lr=9.4406e-05) (hash(x)=5558355)
-54 train 9.767694 (lr=9.6154e-05) (hash(x)=6524933)
-55 train 9.704561 (lr=9.7902e-05) (hash(x)=6369326)
-56 train 9.654732 (lr=9.9650e-05) (hash(x)=6022625)
-57 train 9.575443 (lr=1.0140e-04) (hash(x)=4906853)
-58 train 9.381954 (lr=1.0315e-04) (hash(x)=5589269)
-59 train 9.489091 (lr=1.0490e-04) (hash(x)=6437376)
-60 train 9.515290 (lr=1.0664e-04) (hash(x)=7304892)
-61 train 9.461693 (lr=1.0839e-04) (hash(x)=7084093)
-62 train 9.460057 (lr=1.1014e-04) (hash(x)=5908178)
-63 train 9.228505 (lr=1.1189e-04) (hash(x)=7048804)
-64 train 9.292789 (lr=1.1364e-04) (hash(x)=6085549)
-65 train 9.291378 (lr=1.1538e-04) (hash(x)=5752594)
-66 train 9.076304 (lr=1.1713e-04) (hash(x)=7662769)
-67 train 8.918578 (lr=1.1888e-04) (hash(x)=6393520)
-68 train 9.151848 (lr=1.2063e-04) (hash(x)=5942867)
-69 train 9.127384 (lr=1.2238e-04) (hash(x)=6793550)
-70 train 8.950273 (lr=1.2413e-04) (hash(x)=7105976)
-71 train 8.967115 (lr=1.2587e-04) (hash(x)=6581348)
-72 train 8.880000 (lr=1.2762e-04) (hash(x)=5555598)
-73 train 8.822878 (lr=1.2937e-04) (hash(x)=6235837)
-74 train 8.747945 (lr=1.3112e-04) (hash(x)=5591770)
-75 train 8.946789 (lr=1.3287e-04) (hash(x)=7083021)
-76 train 8.770114 (lr=1.3462e-04) (hash(x)=7281348)
-77 train 8.808050 (lr=1.3636e-04) (hash(x)=6155821)
-78 train 8.625364 (lr=1.3811e-04) (hash(x)=5736241)
-79 train 8.525559 (lr=1.3986e-04) (hash(x)=5657123)
-80 train 8.465181 (lr=1.4161e-04) (hash(x)=6452095)
-81 train 8.402158 (lr=1.4336e-04) (hash(x)=5312267)
-82 train 8.274101 (lr=1.4510e-04) (hash(x)=5434493)
-83 train 8.474909 (lr=1.4685e-04) (hash(x)=6830813)
-84 train 8.312563 (lr=1.4860e-04) (hash(x)=4752771)
-85 train 8.389462 (lr=1.5035e-04) (hash(x)=6424933)
-86 train 8.288081 (lr=1.5210e-04) (hash(x)=5786517)
-87 train 8.339081 (lr=1.5385e-04) (hash(x)=6680023)
-88 train 8.251625 (lr=1.5559e-04) (hash(x)=6474729)
-89 train 8.267853 (lr=1.5734e-04) (hash(x)=7523279)
-90 train 8.057953 (lr=1.5909e-04) (hash(x)=5508768)
-91 train 8.231356 (lr=1.6084e-04) (hash(x)=6635925)
-92 train 8.114038 (lr=1.6259e-04) (hash(x)=6663801)
-93 train 8.085885 (lr=1.6434e-04) (hash(x)=5869441)
-94 train 8.135342 (lr=1.6608e-04) (hash(x)=6698878)
-95 train 8.047293 (lr=1.6783e-04) (hash(x)=6349004)
-96 train 8.049777 (lr=1.6958e-04) (hash(x)=4986137)
-97 train 7.831696 (lr=1.7133e-04) (hash(x)=6008454)
-98 train 7.897891 (lr=1.7308e-04) (hash(x)=6550770)
-99 train 8.033091 (lr=1.7483e-04) (hash(x)=7682741)
-100 val loss 7.9831
-100 val perplexity 2930.9805
-100 train 8.090453 (lr=1.7657e-04) (hash(x)=7892158)
-101 train 7.958868 (lr=1.7832e-04) (hash(x)=7794028)
-102 train 7.949870 (lr=1.8007e-04) (hash(x)=7093523)
-103 train 7.980931 (lr=1.8182e-04) (hash(x)=6166062)
-104 train 7.919570 (lr=1.8357e-04) (hash(x)=6645781)
-105 train 7.891222 (lr=1.8531e-04) (hash(x)=4811192)
-106 train 7.811481 (lr=1.8706e-04) (hash(x)=5970866)
-107 train 7.818060 (lr=1.8881e-04) (hash(x)=7822680)
-108 train 7.777383 (lr=1.9056e-04) (hash(x)=6317317)
-109 train 7.874724 (lr=1.9231e-04) (hash(x)=6431409)
-110 train 7.892319 (lr=1.9406e-04) (hash(x)=6653337)
-111 train 7.827804 (lr=1.9580e-04) (hash(x)=5323032)
-112 train 7.717324 (lr=1.9755e-04) (hash(x)=5125339)
-113 train 7.660126 (lr=1.9930e-04) (hash(x)=7363286)
-114 train 8.018383 (lr=2.0105e-04) (hash(x)=7670050)
-115 train 7.784950 (lr=2.0280e-04) (hash(x)=5616075)
-116 train 7.829693 (lr=2.0455e-04) (hash(x)=6593764)
-117 train 7.890211 (lr=2.0629e-04) (hash(x)=5672608)
-118 train 7.730969 (lr=2.0804e-04) (hash(x)=6828653)
-119 train 7.721272 (lr=2.0979e-04) (hash(x)=6839867)
-120 train 7.846440 (lr=2.1154e-04) (hash(x)=8426992)
-121 train 7.517550 (lr=2.1329e-04) (hash(x)=4916928)
-122 train 7.730700 (lr=2.1503e-04) (hash(x)=6484050)
-123 train 7.823503 (lr=2.1678e-04) (hash(x)=8353379)
-124 train 7.734229 (lr=2.1853e-04) (hash(x)=6552510)
-125 train 7.706458 (lr=2.2028e-04) (hash(x)=4838871)
-126 train 7.446773 (lr=2.2203e-04) (hash(x)=3021697)
-127 train 7.606452 (lr=2.2378e-04) (hash(x)=6795665)
-128 train 7.620957 (lr=2.2552e-04) (hash(x)=5486935)
-129 train 7.809128 (lr=2.2727e-04) (hash(x)=6678038)
-130 train 7.825309 (lr=2.2902e-04) (hash(x)=6657714)
-131 train 7.716088 (lr=2.3077e-04) (hash(x)=6112215)
-132 train 7.758881 (lr=2.3252e-04) (hash(x)=8353143)
-133 train 7.783720 (lr=2.3427e-04) (hash(x)=5915361)
-134 train 7.680995 (lr=2.3601e-04) (hash(x)=6254885)
-135 train 7.694855 (lr=2.3776e-04) (hash(x)=5771588)
-136 train 7.677476 (lr=2.3951e-04) (hash(x)=5561507)
-137 train 7.624990 (lr=2.4126e-04) (hash(x)=5688829)
-138 train 7.621283 (lr=2.4301e-04) (hash(x)=5371951)
-139 train 7.790312 (lr=2.4476e-04) (hash(x)=5443305)
-140 train 7.751131 (lr=2.4650e-04) (hash(x)=5016757)
-141 train 7.758002 (lr=2.4825e-04) (hash(x)=6901933)
-142 train 7.730201 (lr=2.5000e-04) (hash(x)=6019085)
-143 train 7.565399 (lr=2.5175e-04) (hash(x)=4294425)
-144 train 7.673890 (lr=2.5350e-04) (hash(x)=6095229)
-145 train 7.503168 (lr=2.5524e-04) (hash(x)=4363941)
-146 train 7.580531 (lr=2.5699e-04) (hash(x)=4693798)
-147 train 8.144917 (lr=2.5874e-04) (hash(x)=5486335)
-148 train 7.948389 (lr=2.6049e-04) (hash(x)=7907450)
-149 train 7.779182 (lr=2.6224e-04) (hash(x)=7295165)
-150 val loss 7.6655
-150 val perplexity 2133.4790
-150 train 7.703281 (lr=2.6399e-04) (hash(x)=6814026)
-151 train 7.792414 (lr=2.6573e-04) (hash(x)=6267424)
-152 train 7.802181 (lr=2.6748e-04) (hash(x)=8086437)
-153 train 7.851647 (lr=2.6923e-04) (hash(x)=5270452)
-154 train 7.695092 (lr=2.7098e-04) (hash(x)=6420820)
-155 train 7.593840 (lr=2.7273e-04) (hash(x)=6305297)
-156 train 7.737329 (lr=2.7448e-04) (hash(x)=7889849)
-157 train 8.117135 (lr=2.7622e-04) (hash(x)=6040077)
-158 train 8.112368 (lr=2.7797e-04) (hash(x)=5652497)
-159 train 7.692060 (lr=2.7972e-04) (hash(x)=7130251)
-160 train 7.550304 (lr=2.8147e-04) (hash(x)=6610177)
-161 train 7.612594 (lr=2.8322e-04) (hash(x)=6508350)
-162 train 7.769850 (lr=2.8497e-04) (hash(x)=6994983)
-163 train 7.727452 (lr=2.8671e-04) (hash(x)=5859576)
-164 train 7.284773 (lr=2.8846e-04) (hash(x)=5487065)
-165 train 7.532728 (lr=2.9021e-04) (hash(x)=4892065)
-166 train 7.427954 (lr=2.9196e-04) (hash(x)=4933674)
-167 train 7.690159 (lr=2.9371e-04) (hash(x)=7317289)
-168 train 7.792884 (lr=2.9545e-04) (hash(x)=6811522)
-169 train 7.619172 (lr=2.9720e-04) (hash(x)=5510218)
-170 train 7.783511 (lr=2.9895e-04) (hash(x)=7304235)
-171 train 7.934256 (lr=3.0070e-04) (hash(x)=6752265)
-172 train 7.629849 (lr=3.0245e-04) (hash(x)=5994476)
-173 train 7.600955 (lr=3.0420e-04) (hash(x)=6530867)
-174 train 7.702915 (lr=3.0594e-04) (hash(x)=5746260)
-175 train 7.658589 (lr=3.0769e-04) (hash(x)=5790078)
-176 train 7.674985 (lr=3.0944e-04) (hash(x)=6430135)
-177 train 7.746804 (lr=3.1119e-04) (hash(x)=7614023)
-178 train 7.730116 (lr=3.1294e-04) (hash(x)=5244861)
-179 train 7.712088 (lr=3.1469e-04) (hash(x)=5245146)
-180 train 7.603346 (lr=3.1643e-04) (hash(x)=6415565)
-181 train 7.655617 (lr=3.1818e-04) (hash(x)=5786972)
-182 train 7.691521 (lr=3.1993e-04) (hash(x)=6131703)
-183 train 7.712232 (lr=3.2168e-04) (hash(x)=6346459)
-184 train 7.754544 (lr=3.2343e-04) (hash(x)=6504131)
-185 train 7.744644 (lr=3.2517e-04) (hash(x)=5209234)
-186 train 7.656458 (lr=3.2692e-04) (hash(x)=6163272)
-187 train 7.648332 (lr=3.2867e-04) (hash(x)=5676768)
-188 train 7.715640 (lr=3.3042e-04) (hash(x)=6090561)
-189 train 7.867862 (lr=3.3217e-04) (hash(x)=5863092)
-190 train 7.778335 (lr=3.3392e-04) (hash(x)=7201312)
-191 train 7.853775 (lr=3.3566e-04) (hash(x)=7019489)
-192 train 7.619477 (lr=3.3741e-04) (hash(x)=6225608)
-193 train 7.712648 (lr=3.3916e-04) (hash(x)=5483019)
-194 train 7.652710 (lr=3.4091e-04) (hash(x)=5903258)
-195 train 7.691281 (lr=3.4266e-04) (hash(x)=5968716)
-196 train 7.687555 (lr=3.4441e-04) (hash(x)=5778017)
-197 train 7.410178 (lr=3.4615e-04) (hash(x)=7780194)
-198 train 7.622293 (lr=3.4790e-04) (hash(x)=6140998)
-199 train 7.609862 (lr=3.4965e-04) (hash(x)=3784321)
-200 val loss 7.6258
-200 val perplexity 2050.3394
-200 train 7.632768 (lr=3.5140e-04) (hash(x)=5860821)
-201 train 7.672125 (lr=3.5315e-04) (hash(x)=7774109)
-202 train 7.835864 (lr=3.5490e-04) (hash(x)=7997664)
-203 train 7.801472 (lr=3.5664e-04) (hash(x)=6576749)
-204 train 7.720698 (lr=3.5839e-04) (hash(x)=7266655)
-205 train 7.686074 (lr=3.6014e-04) (hash(x)=7072404)
-206 train 7.599856 (lr=3.6189e-04) (hash(x)=6626459)
-207 train 7.601377 (lr=3.6364e-04) (hash(x)=6556025)
-208 train 7.638923 (lr=3.6538e-04) (hash(x)=5942129)
-209 train 7.745492 (lr=3.6713e-04) (hash(x)=7325027)
-210 train 7.741173 (lr=3.6888e-04) (hash(x)=7322467)
-211 train 7.673203 (lr=3.7063e-04) (hash(x)=6373412)
-212 train 7.465663 (lr=3.7238e-04) (hash(x)=7332255)
-213 train 7.744501 (lr=3.7413e-04) (hash(x)=5262868)
-214 train 7.456234 (lr=3.7587e-04) (hash(x)=5688247)
-215 train 7.622649 (lr=3.7762e-04) (hash(x)=8055563)
-216 train 7.651843 (lr=3.7937e-04) (hash(x)=5352405)
-217 train 7.726893 (lr=3.8112e-04) (hash(x)=5932790)
-218 train 7.666943 (lr=3.8287e-04) (hash(x)=6249312)
-219 train 7.623081 (lr=3.8462e-04) (hash(x)=5680154)
-220 train 7.722910 (lr=3.8636e-04) (hash(x)=8156280)
-221 train 7.649165 (lr=3.8811e-04) (hash(x)=5914217)
-222 train 7.484366 (lr=3.8986e-04) (hash(x)=7120215)
-223 train 7.680924 (lr=3.9161e-04) (hash(x)=6424128)
-224 train 7.432400 (lr=3.9336e-04) (hash(x)=4390027)
-225 train 7.641574 (lr=3.9510e-04) (hash(x)=7804089)
-226 train 7.717457 (lr=3.9685e-04) (hash(x)=7130267)
-227 train 7.493531 (lr=3.9860e-04) (hash(x)=6490149)
-228 train 7.587654 (lr=4.0035e-04) (hash(x)=9276378)
-229 train 7.613081 (lr=4.0210e-04) (hash(x)=6283540)
-230 train 7.594581 (lr=4.0385e-04) (hash(x)=5781680)
-231 train 7.525056 (lr=4.0559e-04) (hash(x)=5728337)
-232 train 7.519223 (lr=4.0734e-04) (hash(x)=6278202)
-233 train 7.623920 (lr=4.0909e-04) (hash(x)=7400272)
-234 train 7.590850 (lr=4.1084e-04) (hash(x)=5795128)
-235 train 7.558988 (lr=4.1259e-04) (hash(x)=6473432)
-236 train 7.579780 (lr=4.1434e-04) (hash(x)=5201502)
-237 train 7.788270 (lr=4.1608e-04) (hash(x)=6922646)
-238 train 7.499532 (lr=4.1783e-04) (hash(x)=5484641)
-239 train 7.566568 (lr=4.1958e-04) (hash(x)=7277141)
-240 train 7.573974 (lr=4.2133e-04) (hash(x)=5604614)
-241 train 7.624212 (lr=4.2308e-04) (hash(x)=7443124)
-242 train 7.636985 (lr=4.2483e-04) (hash(x)=5601968)
-243 train 7.525299 (lr=4.2657e-04) (hash(x)=5632735)
-244 train 7.536751 (lr=4.2832e-04) (hash(x)=5594810)
-245 train 7.395719 (lr=4.3007e-04) (hash(x)=5881015)
-246 train 7.534366 (lr=4.3182e-04) (hash(x)=6865361)
-247 train 7.606976 (lr=4.3357e-04) (hash(x)=5809411)
-248 train 7.598826 (lr=4.3531e-04) (hash(x)=6293025)
-249 train 7.542069 (lr=4.3706e-04) (hash(x)=7232964)
-250 val loss 7.5649
-250 val perplexity 1929.2784
-250 train 7.486119 (lr=4.3881e-04) (hash(x)=5646619)
-251 train 7.601873 (lr=4.4056e-04) (hash(x)=6171829)
-252 train 7.676800 (lr=4.4231e-04) (hash(x)=7787552)
-253 train 7.609212 (lr=4.4406e-04) (hash(x)=5884456)
-254 train 7.627812 (lr=4.4580e-04) (hash(x)=6752162)
-255 train 7.541821 (lr=4.4755e-04) (hash(x)=5077031)
-256 train 7.698488 (lr=4.4930e-04) (hash(x)=6883481)
-257 train 7.584640 (lr=4.5105e-04) (hash(x)=6248895)
-258 train 7.457194 (lr=4.5280e-04) (hash(x)=6636615)
-259 train 7.646179 (lr=4.5455e-04) (hash(x)=6918004)
-260 train 7.561431 (lr=4.5629e-04) (hash(x)=7302874)
-261 train 7.669982 (lr=4.5804e-04) (hash(x)=6482466)
-262 train 7.498110 (lr=4.5979e-04) (hash(x)=7298317)
-263 train 7.533354 (lr=4.6154e-04) (hash(x)=6588573)
-264 train 7.526618 (lr=4.6329e-04) (hash(x)=6229630)
-265 train 7.600528 (lr=4.6503e-04) (hash(x)=6136939)
-266 train 7.357875 (lr=4.6678e-04) (hash(x)=6394645)
-267 train 7.592115 (lr=4.6853e-04) (hash(x)=7040157)
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-299 train 7.383250 (lr=4.9963e-04) (hash(x)=7683614)
-300 val loss 7.4516
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-394 train 7.321610 (lr=4.7507e-04) (hash(x)=6467540)
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-400 val loss 7.3167
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-444 train 7.646637 (lr=4.4778e-04) (hash(x)=5695997)
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-446 train 7.309959 (lr=4.4651e-04) (hash(x)=7249727)
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-448 train 7.292876 (lr=4.4522e-04) (hash(x)=5381802)
-449 train 7.317535 (lr=4.4457e-04) (hash(x)=6269946)
-450 val loss 7.2890
-450 val perplexity 1464.1219
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-498 train 12.223278 (lr=4.0901e-04) (hash(x)=18256706)
-499 train 11.954405 (lr=4.0821e-04) (hash(x)=16950560)
-500 val loss 7.3852
-500 val perplexity 1611.9194
-500 train 8.109703 (lr=4.0741e-04) (hash(x)=6113563)
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-544 train 7.341766 (lr=3.6994e-04) (hash(x)=6710226)
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-548 train 7.197575 (lr=3.6633e-04) (hash(x)=4329129)
-549 train 7.258995 (lr=3.6543e-04) (hash(x)=6775103)
-550 val loss 7.2793
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-599 train 7.345481 (lr=3.1829e-04) (hash(x)=5458532)
-600 val loss 7.2723
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-636 train 7.419818 (lr=2.8193e-04) (hash(x)=8369488)
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-642 train 7.332349 (lr=2.7599e-04) (hash(x)=7165945)
-643 train 7.047024 (lr=2.7500e-04) (hash(x)=5298545)
-644 train 7.316221 (lr=2.7401e-04) (hash(x)=6281739)
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-648 train 6.944769 (lr=2.7005e-04) (hash(x)=4741418)
-649 train 6.879519 (lr=2.6906e-04) (hash(x)=6530441)
-650 val loss 7.2311
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-684 train 7.074786 (lr=2.3463e-04) (hash(x)=5818153)
-685 train 7.169012 (lr=2.3366e-04) (hash(x)=5343477)
-686 train 7.356835 (lr=2.3268e-04) (hash(x)=6581702)
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-688 train 7.127554 (lr=2.3074e-04) (hash(x)=5325378)
-689 train 7.055649 (lr=2.2977e-04) (hash(x)=7229015)
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-692 train 7.088319 (lr=2.2687e-04) (hash(x)=5280722)
-693 train 7.493737 (lr=2.2590e-04) (hash(x)=6939521)
-694 train 7.246545 (lr=2.2493e-04) (hash(x)=5172566)
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-698 train 7.073624 (lr=2.2108e-04) (hash(x)=5779217)
-699 train 6.940072 (lr=2.2012e-04) (hash(x)=5462008)
-700 val loss 7.2242
-700 val perplexity 1372.1897
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-701 train 7.150336 (lr=2.1820e-04) (hash(x)=7821902)
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-709 train 7.093498 (lr=2.1057e-04) (hash(x)=7444134)
-710 train 7.252778 (lr=2.0963e-04) (hash(x)=7028652)
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-721 train 7.188929 (lr=1.9929e-04) (hash(x)=6158927)
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-728 train 7.159133 (lr=1.9280e-04) (hash(x)=6103730)
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-734 train 7.143062 (lr=1.8730e-04) (hash(x)=6744526)
-735 train 7.281025 (lr=1.8639e-04) (hash(x)=6009861)
-736 train 7.146035 (lr=1.8548e-04) (hash(x)=6152358)
-737 train 7.067510 (lr=1.8457e-04) (hash(x)=5374957)
-738 train 7.099597 (lr=1.8367e-04) (hash(x)=6495309)
-739 train 7.255993 (lr=1.8276e-04) (hash(x)=3923225)
-740 train 7.023756 (lr=1.8186e-04) (hash(x)=6255243)
-741 train 7.191382 (lr=1.8096e-04) (hash(x)=5848862)
-742 train 7.196548 (lr=1.8006e-04) (hash(x)=4535000)
-743 train 7.074863 (lr=1.7916e-04) (hash(x)=4440634)
-744 train 7.076263 (lr=1.7827e-04) (hash(x)=5222077)
-745 train 7.109241 (lr=1.7738e-04) (hash(x)=4788998)
-746 train 7.111574 (lr=1.7649e-04) (hash(x)=6108350)
-747 train 7.025684 (lr=1.7560e-04) (hash(x)=7378165)
-748 train 7.102706 (lr=1.7471e-04) (hash(x)=5475646)
-749 train 7.099395 (lr=1.7382e-04) (hash(x)=4771243)
-750 val loss 7.2055
-750 val perplexity 1346.7758
-750 train 6.982396 (lr=1.7294e-04) (hash(x)=6668088)
-751 train 7.221345 (lr=1.7206e-04) (hash(x)=5716089)
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-755 train 7.160283 (lr=1.6855e-04) (hash(x)=5348607)
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-758 train 7.068059 (lr=1.6595e-04) (hash(x)=5329783)
-759 train 7.157620 (lr=1.6508e-04) (hash(x)=6658718)
-760 train 7.038643 (lr=1.6422e-04) (hash(x)=4820939)
-761 train 7.053461 (lr=1.6336e-04) (hash(x)=6176253)
-762 train 7.019988 (lr=1.6250e-04) (hash(x)=5316750)
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-768 train 7.228425 (lr=1.5740e-04) (hash(x)=5552448)
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-770 train 7.035216 (lr=1.5571e-04) (hash(x)=3816493)
-771 train 7.084671 (lr=1.5487e-04) (hash(x)=6170599)
-772 train 7.568273 (lr=1.5404e-04) (hash(x)=6708759)
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-776 train 7.088977 (lr=1.5072e-04) (hash(x)=7234336)
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-779 train 7.903167 (lr=1.4825e-04) (hash(x)=6738597)
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-791 train 7.174991 (lr=1.3862e-04) (hash(x)=5571462)
-792 train 7.170771 (lr=1.3783e-04) (hash(x)=7518021)
-793 train 7.174084 (lr=1.3705e-04) (hash(x)=6640755)
-794 train 7.255888 (lr=1.3627e-04) (hash(x)=6870405)
-795 train 7.233688 (lr=1.3549e-04) (hash(x)=6147295)
-796 train 7.105479 (lr=1.3471e-04) (hash(x)=6782583)
-797 train 7.243057 (lr=1.3394e-04) (hash(x)=6120461)
-798 train 7.161384 (lr=1.3317e-04) (hash(x)=5893870)
-799 train 7.109607 (lr=1.3241e-04) (hash(x)=5123928)
-800 val loss 7.1876
-800 val perplexity 1322.9208
-800 train 7.179597 (lr=1.3164e-04) (hash(x)=7037251)
-801 train 7.171445 (lr=1.3088e-04) (hash(x)=5428813)
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-999 val loss 7.1461
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+48 train 9.903370 (lr=8.5664e-05) (hash(x)=6390752)
+49 train 10.005838 (lr=8.7413e-05) (hash(x)=6019389)
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