diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/args.json b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/args.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc9fda6cc6fdffb5ab668f4902961c2a4d10779d
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/args.json
@@ -0,0 +1 @@
+{"hellaswag": true, "attention_kind": "selective", "log_dir": "proxy_model_sweep_2/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338", "resume_checkpoint": null, "resume_optimizer": false, "add_a_head": false, "add_head_to_start": true, "new_head_init": "normal", "n_heads": 2, "protect_bos_token": true, "prevent_from_masking_myself": true, "max_steps": 5000, "warmup_steps": 1, "group": "proxy_model_sweep_2", "use_wandb": true, "kill_self_after_run": false, "random_seed": 1338, "memory_penalty_epsilon": 0.1, "selection_head_linear_combo": "none", "selection_head_linear_combo_scale": 1.0, "protection_kind": "none", "leaky_relu_alpha": null, "leaky_relu_bias": null, "use_compile": true, "use_mini_model": false, "upload_to_hf": true, "seq_len": 256, "batch_size": 20, "total_batch_size": 5120, "protection_head_scaling_factor": 1.0, "protection_head_bias": 0.0, "n_sliced_masks": null, "n_latent_masks": null, "mask_layernorm": false, "residual_attention_masks": false, "compute_base_shapes": false, "base_shapes_savefile": null, "mup": true, "disable_selection": false, "mup_enable_coord_check_logging": false, "max_lr": 0.0002, "decay_lr": true, "readout_zero_init": false, "query_zero_init": false, "l1_loss": false, "debugpy": false, "n_embd": 128}
\ No newline at end of file
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_02500.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_02500.pt
new file mode 100644
index 0000000000000000000000000000000000000000..2bc253f8fc6225637fb651d7b45bcde02b1c9ff0
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_02500.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5f86eba64e08aa3145708d463ef689ecaee47ebe0a97035e6e0aeb59f377344
+size 964
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_04999.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_04999.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0618c479f1dc6588bdd52311cf3417cbd843ddd9
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/dataloader_04999.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:431842dc67f0d83e5eb85cf9c36fd024e295001fe78f3ba5deeae77865394feb
+size 964
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/log2.txt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/log2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d2fd4d0823c4313060588d7e7ee5f1d359692ee3
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/log2.txt
@@ -0,0 +1,5203 @@
+max_steps: 5000
+0 val loss 11.7668
+0 val perplexity 128904.1953
+0 train 11.771575 (lr=2.0000e-04) (hash(x)=22886834)
+1 train 11.387782 (lr=2.0000e-04) (hash(x)=26375038)
+2 train 11.108436 (lr=2.0000e-04) (hash(x)=30598777)
+3 train 10.826797 (lr=2.0000e-04) (hash(x)=27234506)
+4 train 10.645747 (lr=2.0000e-04) (hash(x)=27767880)
+5 train 10.451532 (lr=2.0000e-04) (hash(x)=23702020)
+6 train 10.439896 (lr=2.0000e-04) (hash(x)=31986844)
+7 train 10.367120 (lr=2.0000e-04) (hash(x)=20782690)
+8 train 10.291037 (lr=2.0000e-04) (hash(x)=25201599)
+9 train 10.161712 (lr=2.0000e-04) (hash(x)=23094976)
+10 train 10.131332 (lr=2.0000e-04) (hash(x)=23841096)
+11 train 10.087449 (lr=2.0000e-04) (hash(x)=26532095)
+12 train 10.005595 (lr=2.0000e-04) (hash(x)=24432298)
+13 train 9.983302 (lr=2.0000e-04) (hash(x)=27151649)
+14 train 9.883484 (lr=2.0000e-04) (hash(x)=24596846)
+15 train 9.707895 (lr=2.0000e-04) (hash(x)=23890908)
+16 train 9.650504 (lr=2.0000e-04) (hash(x)=28913955)
+17 train 9.465561 (lr=2.0000e-04) (hash(x)=25588236)
+18 train 9.500823 (lr=1.9999e-04) (hash(x)=23770034)
+19 train 9.386072 (lr=1.9999e-04) (hash(x)=24011372)
+20 train 9.178270 (lr=1.9999e-04) (hash(x)=25441898)
+21 train 9.365119 (lr=1.9999e-04) (hash(x)=28375581)
+22 train 9.024909 (lr=1.9999e-04) (hash(x)=24046679)
+23 train 9.073846 (lr=1.9999e-04) (hash(x)=24611628)
+24 train 9.043286 (lr=1.9999e-04) (hash(x)=26169030)
+25 train 9.092381 (lr=1.9999e-04) (hash(x)=30298407)
+26 train 8.822300 (lr=1.9999e-04) (hash(x)=23711112)
+27 train 8.596879 (lr=1.9999e-04) (hash(x)=19245352)
+28 train 8.613752 (lr=1.9999e-04) (hash(x)=21529136)
+29 train 8.907218 (lr=1.9999e-04) (hash(x)=28936608)
+30 train 8.462459 (lr=1.9999e-04) (hash(x)=24339013)
+31 train 8.365565 (lr=1.9998e-04) (hash(x)=25767553)
+32 train 8.472142 (lr=1.9998e-04) (hash(x)=26439905)
+33 train 8.719338 (lr=1.9998e-04) (hash(x)=31093473)
+34 train 8.283259 (lr=1.9998e-04) (hash(x)=25450374)
+35 train 8.172652 (lr=1.9998e-04) (hash(x)=24809873)
+36 train 8.297495 (lr=1.9998e-04) (hash(x)=23253252)
+37 train 8.397670 (lr=1.9998e-04) (hash(x)=27852919)
+38 train 8.189368 (lr=1.9998e-04) (hash(x)=23327497)
+39 train 7.948598 (lr=1.9997e-04) (hash(x)=22512166)
+40 train 8.223243 (lr=1.9997e-04) (hash(x)=22859419)
+41 train 8.131017 (lr=1.9997e-04) (hash(x)=27620338)
+42 train 8.178925 (lr=1.9997e-04) (hash(x)=26397837)
+43 train 8.231234 (lr=1.9997e-04) (hash(x)=28092148)
+44 train 8.047132 (lr=1.9997e-04) (hash(x)=24662703)
+45 train 8.357019 (lr=1.9997e-04) (hash(x)=27938767)
+46 train 8.580516 (lr=1.9996e-04) (hash(x)=26037988)
+47 train 7.996216 (lr=1.9996e-04) (hash(x)=24732833)
+48 train 8.105182 (lr=1.9996e-04) (hash(x)=25259526)
+49 train 8.019322 (lr=1.9996e-04) (hash(x)=23200230)
+50 val loss 8.0170
+50 val perplexity 3032.0796
+50 train 8.047470 (lr=1.9996e-04) (hash(x)=26721357)
+51 train 7.865171 (lr=1.9996e-04) (hash(x)=22694718)
+52 train 7.984149 (lr=1.9995e-04) (hash(x)=28066766)
+53 train 7.909734 (lr=1.9995e-04) (hash(x)=23125151)
+54 train 8.021407 (lr=1.9995e-04) (hash(x)=27193725)
+55 train 7.850996 (lr=1.9995e-04) (hash(x)=25129410)
+56 train 7.919753 (lr=1.9995e-04) (hash(x)=24263988)
+57 train 7.756732 (lr=1.9994e-04) (hash(x)=23059154)
+58 train 7.994585 (lr=1.9994e-04) (hash(x)=26063864)
+59 train 8.216464 (lr=1.9994e-04) (hash(x)=27858570)
+60 train 7.950131 (lr=1.9994e-04) (hash(x)=23874620)
+61 train 7.782498 (lr=1.9994e-04) (hash(x)=22402617)
+62 train 7.983930 (lr=1.9993e-04) (hash(x)=23600822)
+63 train 7.806714 (lr=1.9993e-04) (hash(x)=26582391)
+64 train 7.827445 (lr=1.9993e-04) (hash(x)=23225283)
+65 train 8.195125 (lr=1.9993e-04) (hash(x)=26075451)
+66 train 7.799878 (lr=1.9992e-04) (hash(x)=24723419)
+67 train 7.990827 (lr=1.9992e-04) (hash(x)=27279806)
+68 train 7.760366 (lr=1.9992e-04) (hash(x)=25870391)
+69 train 8.037056 (lr=1.9992e-04) (hash(x)=26188136)
+70 train 8.154094 (lr=1.9992e-04) (hash(x)=30373443)
+71 train 8.043560 (lr=1.9991e-04) (hash(x)=26472336)
+72 train 7.807489 (lr=1.9991e-04) (hash(x)=26651572)
+73 train 7.981587 (lr=1.9991e-04) (hash(x)=26376212)
+74 train 7.912357 (lr=1.9991e-04) (hash(x)=26733350)
+75 train 8.088838 (lr=1.9990e-04) (hash(x)=28301589)
+76 train 7.953610 (lr=1.9990e-04) (hash(x)=27599559)
+77 train 7.958327 (lr=1.9990e-04) (hash(x)=28035221)
+78 train 7.928700 (lr=1.9989e-04) (hash(x)=25016783)
+79 train 7.988532 (lr=1.9989e-04) (hash(x)=27654289)
+80 train 7.806890 (lr=1.9989e-04) (hash(x)=24597558)
+81 train 7.596038 (lr=1.9989e-04) (hash(x)=21560904)
+82 train 7.599515 (lr=1.9988e-04) (hash(x)=21983837)
+83 train 7.816149 (lr=1.9988e-04) (hash(x)=24995715)
+84 train 8.117415 (lr=1.9988e-04) (hash(x)=29876413)
+85 train 7.733365 (lr=1.9987e-04) (hash(x)=23792508)
+86 train 7.681186 (lr=1.9987e-04) (hash(x)=25509120)
+87 train 7.915483 (lr=1.9987e-04) (hash(x)=26559876)
+88 train 7.853744 (lr=1.9987e-04) (hash(x)=23569647)
+89 train 7.904689 (lr=1.9986e-04) (hash(x)=25758852)
+90 train 7.708614 (lr=1.9986e-04) (hash(x)=25706298)
+91 train 7.871652 (lr=1.9986e-04) (hash(x)=28364895)
+92 train 7.685597 (lr=1.9985e-04) (hash(x)=25304663)
+93 train 7.782261 (lr=1.9985e-04) (hash(x)=25269299)
+94 train 7.949315 (lr=1.9985e-04) (hash(x)=25870566)
+95 train 7.563962 (lr=1.9984e-04) (hash(x)=21770329)
+96 train 7.963829 (lr=1.9984e-04) (hash(x)=27595900)
+97 train 7.927623 (lr=1.9984e-04) (hash(x)=24785397)
+98 train 7.662322 (lr=1.9983e-04) (hash(x)=21521480)
+99 train 7.745842 (lr=1.9983e-04) (hash(x)=24628606)
+100 val loss 7.8078
+100 val perplexity 2459.8323
+100 train 7.914615 (lr=1.9983e-04) (hash(x)=24670150)
+101 train 7.787979 (lr=1.9982e-04) (hash(x)=23181910)
+102 train 7.711904 (lr=1.9982e-04) (hash(x)=22714991)
+103 train 7.689912 (lr=1.9982e-04) (hash(x)=22723459)
+104 train 7.665164 (lr=1.9981e-04) (hash(x)=21524316)
+105 train 7.802667 (lr=1.9981e-04) (hash(x)=25506632)
+106 train 7.500430 (lr=1.9980e-04) (hash(x)=21675672)
+107 train 7.637882 (lr=1.9980e-04) (hash(x)=22897919)
+108 train 7.651845 (lr=1.9980e-04) (hash(x)=23321631)
+109 train 7.827396 (lr=1.9979e-04) (hash(x)=26546719)
+110 train 8.930597 (lr=1.9979e-04) (hash(x)=31962348)
+111 train 8.193973 (lr=1.9979e-04) (hash(x)=30338342)
+112 train 7.816199 (lr=1.9978e-04) (hash(x)=23724471)
+113 train 7.988712 (lr=1.9978e-04) (hash(x)=29175888)
+114 train 7.999876 (lr=1.9977e-04) (hash(x)=23256716)
+115 train 8.051056 (lr=1.9977e-04) (hash(x)=27063280)
+116 train 8.053059 (lr=1.9977e-04) (hash(x)=31057659)
+117 train 8.272840 (lr=1.9976e-04) (hash(x)=32915097)
+118 train 8.095931 (lr=1.9976e-04) (hash(x)=28842717)
+119 train 7.725553 (lr=1.9975e-04) (hash(x)=25678059)
+120 train 7.624287 (lr=1.9975e-04) (hash(x)=21593510)
+121 train 7.563053 (lr=1.9974e-04) (hash(x)=20083773)
+122 train 7.675369 (lr=1.9974e-04) (hash(x)=23002820)
+123 train 7.533917 (lr=1.9974e-04) (hash(x)=21853028)
+124 train 7.795499 (lr=1.9973e-04) (hash(x)=26985625)
+125 train 7.563333 (lr=1.9973e-04) (hash(x)=21808483)
+126 train 7.940733 (lr=1.9972e-04) (hash(x)=28873251)
+127 train 7.779954 (lr=1.9972e-04) (hash(x)=26109335)
+128 train 8.001432 (lr=1.9971e-04) (hash(x)=26334674)
+129 train 7.898428 (lr=1.9971e-04) (hash(x)=24916754)
+130 train 7.859139 (lr=1.9970e-04) (hash(x)=25449624)
+131 train 7.918412 (lr=1.9970e-04) (hash(x)=25334848)
+132 train 8.225840 (lr=1.9970e-04) (hash(x)=27484863)
+133 train 7.720888 (lr=1.9969e-04) (hash(x)=24917705)
+134 train 7.697697 (lr=1.9969e-04) (hash(x)=25143449)
+135 train 7.709724 (lr=1.9968e-04) (hash(x)=25044885)
+136 train 7.942451 (lr=1.9968e-04) (hash(x)=27821028)
+137 train 7.925385 (lr=1.9967e-04) (hash(x)=28747022)
+138 train 7.873178 (lr=1.9967e-04) (hash(x)=27182888)
+139 train 7.682115 (lr=1.9966e-04) (hash(x)=23678349)
+140 train 7.823352 (lr=1.9966e-04) (hash(x)=23593235)
+141 train 8.113151 (lr=1.9965e-04) (hash(x)=28529813)
+142 train 8.449841 (lr=1.9965e-04) (hash(x)=32074661)
+143 train 8.006155 (lr=1.9964e-04) (hash(x)=28870690)
+144 train 7.999478 (lr=1.9964e-04) (hash(x)=27307705)
+145 train 7.803028 (lr=1.9963e-04) (hash(x)=25044834)
+146 train 7.845559 (lr=1.9963e-04) (hash(x)=23712023)
+147 train 8.386024 (lr=1.9962e-04) (hash(x)=32982615)
+148 train 8.139881 (lr=1.9962e-04) (hash(x)=30113660)
+149 train 7.582678 (lr=1.9961e-04) (hash(x)=20970960)
+150 val loss 7.8088
+150 val perplexity 2462.1770
+150 train 7.786266 (lr=1.9961e-04) (hash(x)=23132684)
+151 train 9.462893 (lr=1.9960e-04) (hash(x)=35279941)
+152 train 8.652257 (lr=1.9960e-04) (hash(x)=31227444)
+153 train 7.724442 (lr=1.9959e-04) (hash(x)=25529472)
+154 train 7.823128 (lr=1.9958e-04) (hash(x)=24350409)
+155 train 8.142486 (lr=1.9958e-04) (hash(x)=26400041)
+156 train 7.837680 (lr=1.9957e-04) (hash(x)=25262621)
+157 train 7.876932 (lr=1.9957e-04) (hash(x)=24656138)
+158 train 8.073134 (lr=1.9956e-04) (hash(x)=26803414)
+159 train 7.934003 (lr=1.9956e-04) (hash(x)=25015923)
+160 train 7.665755 (lr=1.9955e-04) (hash(x)=23581172)
+161 train 7.787215 (lr=1.9955e-04) (hash(x)=22924885)
+162 train 7.706529 (lr=1.9954e-04) (hash(x)=23414296)
+163 train 7.915195 (lr=1.9953e-04) (hash(x)=24853586)
+164 train 7.961086 (lr=1.9953e-04) (hash(x)=25000130)
+165 train 7.843438 (lr=1.9952e-04) (hash(x)=27004780)
+166 train 7.808280 (lr=1.9952e-04) (hash(x)=26148573)
+167 train 7.760716 (lr=1.9951e-04) (hash(x)=26740855)
+168 train 7.439090 (lr=1.9950e-04) (hash(x)=20965419)
+169 train 7.725677 (lr=1.9950e-04) (hash(x)=23950114)
+170 train 7.649278 (lr=1.9949e-04) (hash(x)=24951982)
+171 train 7.768032 (lr=1.9949e-04) (hash(x)=24584116)
+172 train 7.763240 (lr=1.9948e-04) (hash(x)=24378759)
+173 train 7.729837 (lr=1.9947e-04) (hash(x)=25718516)
+174 train 7.905122 (lr=1.9947e-04) (hash(x)=28424396)
+175 train 7.671739 (lr=1.9946e-04) (hash(x)=22262151)
+176 train 7.903989 (lr=1.9946e-04) (hash(x)=26438412)
+177 train 7.667346 (lr=1.9945e-04) (hash(x)=23025303)
+178 train 7.696190 (lr=1.9944e-04) (hash(x)=24190770)
+179 train 7.902939 (lr=1.9944e-04) (hash(x)=26627860)
+180 train 7.657024 (lr=1.9943e-04) (hash(x)=23663439)
+181 train 7.516409 (lr=1.9942e-04) (hash(x)=23700532)
+182 train 7.574427 (lr=1.9942e-04) (hash(x)=23075676)
+183 train 7.834430 (lr=1.9941e-04) (hash(x)=26621834)
+184 train 7.922867 (lr=1.9941e-04) (hash(x)=29426269)
+185 train 7.532655 (lr=1.9940e-04) (hash(x)=21821465)
+186 train 7.783165 (lr=1.9939e-04) (hash(x)=26506130)
+187 train 8.025966 (lr=1.9939e-04) (hash(x)=26930630)
+188 train 7.528530 (lr=1.9938e-04) (hash(x)=22993793)
+189 train 7.406279 (lr=1.9937e-04) (hash(x)=19557946)
+190 train 7.765646 (lr=1.9937e-04) (hash(x)=23572891)
+191 train 7.580349 (lr=1.9936e-04) (hash(x)=23234741)
+192 train 7.688510 (lr=1.9935e-04) (hash(x)=25547951)
+193 train 7.814548 (lr=1.9935e-04) (hash(x)=26713563)
+194 train 7.790024 (lr=1.9934e-04) (hash(x)=25913622)
+195 train 8.031904 (lr=1.9933e-04) (hash(x)=28102443)
+196 train 7.722217 (lr=1.9933e-04) (hash(x)=23093351)
+197 train 8.464968 (lr=1.9932e-04) (hash(x)=31689122)
+198 train 8.320299 (lr=1.9931e-04) (hash(x)=32252517)
+199 train 7.889291 (lr=1.9930e-04) (hash(x)=25470563)
+200 val loss 7.7976
+200 val perplexity 2434.8010
+200 train 7.894728 (lr=1.9930e-04) (hash(x)=25597614)
+201 train 7.923532 (lr=1.9929e-04) (hash(x)=23757479)
+202 train 7.743047 (lr=1.9928e-04) (hash(x)=25140048)
+203 train 7.923885 (lr=1.9928e-04) (hash(x)=28282861)
+204 train 7.685463 (lr=1.9927e-04) (hash(x)=24754885)
+205 train 7.905159 (lr=1.9926e-04) (hash(x)=26731964)
+206 train 8.032813 (lr=1.9925e-04) (hash(x)=26660561)
+207 train 7.566696 (lr=1.9925e-04) (hash(x)=21799102)
+208 train 7.799676 (lr=1.9924e-04) (hash(x)=27025986)
+209 train 7.623592 (lr=1.9923e-04) (hash(x)=24672077)
+210 train 7.716278 (lr=1.9922e-04) (hash(x)=25322984)
+211 train 7.595985 (lr=1.9922e-04) (hash(x)=23471769)
+212 train 7.475877 (lr=1.9921e-04) (hash(x)=20766491)
+213 train 7.956709 (lr=1.9920e-04) (hash(x)=24058931)
+214 train 7.633121 (lr=1.9919e-04) (hash(x)=23872843)
+215 train 7.666748 (lr=1.9919e-04) (hash(x)=23275479)
+216 train 7.797817 (lr=1.9918e-04) (hash(x)=24914695)
+217 train 7.654825 (lr=1.9917e-04) (hash(x)=24364396)
+218 train 7.916992 (lr=1.9916e-04) (hash(x)=27986474)
+219 train 7.817384 (lr=1.9916e-04) (hash(x)=24473581)
+220 train 7.713834 (lr=1.9915e-04) (hash(x)=22974689)
+221 train 7.791068 (lr=1.9914e-04) (hash(x)=23774644)
+222 train 7.748607 (lr=1.9913e-04) (hash(x)=23245327)
+223 train 7.546370 (lr=1.9913e-04) (hash(x)=22091862)
+224 train 7.617246 (lr=1.9912e-04) (hash(x)=24362839)
+225 train 7.770393 (lr=1.9911e-04) (hash(x)=25482303)
+226 train 7.859299 (lr=1.9910e-04) (hash(x)=24911853)
+227 train 7.853789 (lr=1.9909e-04) (hash(x)=26018202)
+228 train 7.687440 (lr=1.9909e-04) (hash(x)=26124495)
+229 train 7.790508 (lr=1.9908e-04) (hash(x)=24560096)
+230 train 7.763591 (lr=1.9907e-04) (hash(x)=24695331)
+231 train 7.476369 (lr=1.9906e-04) (hash(x)=17430373)
+232 train 7.519826 (lr=1.9905e-04) (hash(x)=21813345)
+233 train 7.176067 (lr=1.9905e-04) (hash(x)=20098681)
+234 train 7.531513 (lr=1.9904e-04) (hash(x)=25095928)
+235 train 7.649472 (lr=1.9903e-04) (hash(x)=24078083)
+236 train 7.629093 (lr=1.9902e-04) (hash(x)=22901505)
+237 train 7.869277 (lr=1.9901e-04) (hash(x)=26595592)
+238 train 7.727736 (lr=1.9900e-04) (hash(x)=27663196)
+239 train 7.524002 (lr=1.9900e-04) (hash(x)=22954861)
+240 train 7.963005 (lr=1.9899e-04) (hash(x)=30159234)
+241 train 7.873460 (lr=1.9898e-04) (hash(x)=29294271)
+242 train 7.825443 (lr=1.9897e-04) (hash(x)=23728322)
+243 train 7.905470 (lr=1.9896e-04) (hash(x)=28695016)
+244 train 8.018559 (lr=1.9895e-04) (hash(x)=26702728)
+245 train 7.856273 (lr=1.9894e-04) (hash(x)=27100115)
+246 train 7.739081 (lr=1.9894e-04) (hash(x)=25082752)
+247 train 8.078496 (lr=1.9893e-04) (hash(x)=26671799)
+248 train 7.788145 (lr=1.9892e-04) (hash(x)=23718946)
+249 train 8.007924 (lr=1.9891e-04) (hash(x)=28137394)
+250 val loss 7.7402
+250 val perplexity 2299.0386
+250 train 8.000694 (lr=1.9890e-04) (hash(x)=23893495)
+251 train 7.783067 (lr=1.9889e-04) (hash(x)=23166092)
+252 train 7.750580 (lr=1.9888e-04) (hash(x)=25907665)
+253 train 7.731256 (lr=1.9887e-04) (hash(x)=25885986)
+254 train 7.770065 (lr=1.9886e-04) (hash(x)=25262712)
+255 train 7.766865 (lr=1.9886e-04) (hash(x)=26924723)
+256 train 7.916200 (lr=1.9885e-04) (hash(x)=28744736)
+257 train 7.680576 (lr=1.9884e-04) (hash(x)=26140590)
+258 train 7.898334 (lr=1.9883e-04) (hash(x)=25780449)
+259 train 7.736379 (lr=1.9882e-04) (hash(x)=25138659)
+260 train 8.023328 (lr=1.9881e-04) (hash(x)=27244046)
+261 train 7.870838 (lr=1.9880e-04) (hash(x)=27224685)
+262 train 8.168197 (lr=1.9879e-04) (hash(x)=28274477)
+263 train 7.641670 (lr=1.9878e-04) (hash(x)=23557495)
+264 train 7.758377 (lr=1.9877e-04) (hash(x)=24680596)
+265 train 7.756623 (lr=1.9876e-04) (hash(x)=23928957)
+266 train 7.732376 (lr=1.9875e-04) (hash(x)=23761390)
+267 train 7.692836 (lr=1.9875e-04) (hash(x)=25288123)
+268 train 7.955150 (lr=1.9874e-04) (hash(x)=28705502)
+269 train 7.560817 (lr=1.9873e-04) (hash(x)=23246294)
+270 train 7.675880 (lr=1.9872e-04) (hash(x)=28639079)
+271 train 7.565385 (lr=1.9871e-04) (hash(x)=27804380)
+272 train 7.702619 (lr=1.9870e-04) (hash(x)=24172235)
+273 train 7.817472 (lr=1.9869e-04) (hash(x)=23089140)
+274 train 8.051758 (lr=1.9868e-04) (hash(x)=27163701)
+275 train 8.101676 (lr=1.9867e-04) (hash(x)=26993263)
+276 train 7.820195 (lr=1.9866e-04) (hash(x)=28224233)
+277 train 8.118749 (lr=1.9865e-04) (hash(x)=27397203)
+278 train 8.085754 (lr=1.9864e-04) (hash(x)=27923882)
+279 train 7.949971 (lr=1.9863e-04) (hash(x)=26654908)
+280 train 7.928730 (lr=1.9862e-04) (hash(x)=24213147)
+281 train 7.629051 (lr=1.9861e-04) (hash(x)=21965022)
+282 train 7.754803 (lr=1.9860e-04) (hash(x)=25465685)
+283 train 7.922830 (lr=1.9859e-04) (hash(x)=27347722)
+284 train 7.937614 (lr=1.9858e-04) (hash(x)=26732050)
+285 train 8.101034 (lr=1.9857e-04) (hash(x)=28314127)
+286 train 7.612758 (lr=1.9856e-04) (hash(x)=21471186)
+287 train 7.545981 (lr=1.9855e-04) (hash(x)=23627518)
+288 train 7.535518 (lr=1.9854e-04) (hash(x)=20870353)
+289 train 7.647635 (lr=1.9853e-04) (hash(x)=25024764)
+290 train 7.443387 (lr=1.9852e-04) (hash(x)=20683822)
+291 train 7.748115 (lr=1.9851e-04) (hash(x)=21768671)
+292 train 7.778175 (lr=1.9850e-04) (hash(x)=25557309)
+293 train 7.954046 (lr=1.9849e-04) (hash(x)=25076667)
+294 train 7.586231 (lr=1.9848e-04) (hash(x)=23765822)
+295 train 7.558644 (lr=1.9847e-04) (hash(x)=21889990)
+296 train 7.756752 (lr=1.9846e-04) (hash(x)=26339893)
+297 train 7.463127 (lr=1.9845e-04) (hash(x)=20932794)
+298 train 7.579802 (lr=1.9844e-04) (hash(x)=21750070)
+299 train 7.789734 (lr=1.9843e-04) (hash(x)=23665838)
+300 val loss 7.7094
+300 val perplexity 2229.2451
+300 train 8.557250 (lr=1.9842e-04) (hash(x)=32888061)
+301 train 8.308617 (lr=1.9841e-04) (hash(x)=30223582)
+302 train 8.010030 (lr=1.9839e-04) (hash(x)=26908418)
+303 train 7.433173 (lr=1.9838e-04) (hash(x)=22528001)
+304 train 7.957091 (lr=1.9837e-04) (hash(x)=27452187)
+305 train 7.818263 (lr=1.9836e-04) (hash(x)=25181641)
+306 train 7.911752 (lr=1.9835e-04) (hash(x)=25546593)
+307 train 7.895683 (lr=1.9834e-04) (hash(x)=22487328)
+308 train 8.018300 (lr=1.9833e-04) (hash(x)=27804274)
+309 train 8.047751 (lr=1.9832e-04) (hash(x)=26544630)
+310 train 8.126418 (lr=1.9831e-04) (hash(x)=27738934)
+311 train 7.974266 (lr=1.9830e-04) (hash(x)=29248942)
+312 train 7.713209 (lr=1.9829e-04) (hash(x)=25103452)
+313 train 7.940536 (lr=1.9828e-04) (hash(x)=25052066)
+314 train 7.730583 (lr=1.9826e-04) (hash(x)=24481302)
+315 train 7.681705 (lr=1.9825e-04) (hash(x)=23543273)
+316 train 7.662448 (lr=1.9824e-04) (hash(x)=25608244)
+317 train 7.870927 (lr=1.9823e-04) (hash(x)=27451288)
+318 train 7.514268 (lr=1.9822e-04) (hash(x)=22806491)
+319 train 7.715714 (lr=1.9821e-04) (hash(x)=25533417)
+320 train 7.728906 (lr=1.9820e-04) (hash(x)=24557997)
+321 train 7.756687 (lr=1.9819e-04) (hash(x)=24432899)
+322 train 8.021911 (lr=1.9817e-04) (hash(x)=27583287)
+323 train 7.984641 (lr=1.9816e-04) (hash(x)=25552036)
+324 train 7.684991 (lr=1.9815e-04) (hash(x)=24201868)
+325 train 7.963585 (lr=1.9814e-04) (hash(x)=28149782)
+326 train 7.742111 (lr=1.9813e-04) (hash(x)=25529698)
+327 train 7.428069 (lr=1.9812e-04) (hash(x)=20612533)
+328 train 7.456242 (lr=1.9811e-04) (hash(x)=20699000)
+329 train 7.384170 (lr=1.9809e-04) (hash(x)=19774173)
+330 train 7.423799 (lr=1.9808e-04) (hash(x)=21681646)
+331 train 7.307590 (lr=1.9807e-04) (hash(x)=20216795)
+332 train 8.057521 (lr=1.9806e-04) (hash(x)=27697998)
+333 train 7.780612 (lr=1.9805e-04) (hash(x)=25896435)
+334 train 7.626879 (lr=1.9804e-04) (hash(x)=21585310)
+335 train 7.706654 (lr=1.9802e-04) (hash(x)=24677740)
+336 train 7.573104 (lr=1.9801e-04) (hash(x)=22027900)
+337 train 7.592439 (lr=1.9800e-04) (hash(x)=21835643)
+338 train 7.509221 (lr=1.9799e-04) (hash(x)=20558462)
+339 train 7.400562 (lr=1.9798e-04) (hash(x)=16722715)
+340 train 7.554323 (lr=1.9797e-04) (hash(x)=20972655)
+341 train 8.009097 (lr=1.9795e-04) (hash(x)=26303975)
+342 train 7.746409 (lr=1.9794e-04) (hash(x)=22938170)
+343 train 7.805418 (lr=1.9793e-04) (hash(x)=25347203)
+344 train 7.750467 (lr=1.9792e-04) (hash(x)=27398686)
+345 train 7.740820 (lr=1.9791e-04) (hash(x)=25973417)
+346 train 7.766484 (lr=1.9789e-04) (hash(x)=26918389)
+347 train 7.714736 (lr=1.9788e-04) (hash(x)=24272489)
+348 train 7.744657 (lr=1.9787e-04) (hash(x)=25593714)
+349 train 7.783326 (lr=1.9786e-04) (hash(x)=29260846)
+350 val loss 7.7290
+350 val perplexity 2273.4211
+350 train 7.858528 (lr=1.9784e-04) (hash(x)=27951602)
+351 train 7.968606 (lr=1.9783e-04) (hash(x)=28922363)
+352 train 7.857399 (lr=1.9782e-04) (hash(x)=27210734)
+353 train 7.946301 (lr=1.9781e-04) (hash(x)=26322572)
+354 train 7.780263 (lr=1.9779e-04) (hash(x)=27084665)
+355 train 7.684116 (lr=1.9778e-04) (hash(x)=25510798)
+356 train 7.808582 (lr=1.9777e-04) (hash(x)=24970921)
+357 train 7.831779 (lr=1.9776e-04) (hash(x)=24138948)
+358 train 7.730307 (lr=1.9774e-04) (hash(x)=24790211)
+359 train 7.787498 (lr=1.9773e-04) (hash(x)=25631397)
+360 train 7.636438 (lr=1.9772e-04) (hash(x)=23226625)
+361 train 7.696743 (lr=1.9771e-04) (hash(x)=24001903)
+362 train 7.664359 (lr=1.9769e-04) (hash(x)=24587948)
+363 train 7.375717 (lr=1.9768e-04) (hash(x)=21333676)
+364 train 7.263420 (lr=1.9767e-04) (hash(x)=23673779)
+365 train 8.759155 (lr=1.9766e-04) (hash(x)=30770484)
+366 train 7.847349 (lr=1.9764e-04) (hash(x)=26564899)
+367 train 7.819600 (lr=1.9763e-04) (hash(x)=26237983)
+368 train 7.553531 (lr=1.9762e-04) (hash(x)=23764356)
+369 train 7.932665 (lr=1.9760e-04) (hash(x)=26205744)
+370 train 7.648048 (lr=1.9759e-04) (hash(x)=19208770)
+371 train 7.845764 (lr=1.9758e-04) (hash(x)=25976502)
+372 train 7.682266 (lr=1.9756e-04) (hash(x)=23983933)
+373 train 7.646023 (lr=1.9755e-04) (hash(x)=24080636)
+374 train 7.760863 (lr=1.9754e-04) (hash(x)=24404047)
+375 train 7.707376 (lr=1.9753e-04) (hash(x)=24742645)
+376 train 7.769826 (lr=1.9751e-04) (hash(x)=24159600)
+377 train 8.000953 (lr=1.9750e-04) (hash(x)=28677257)
+378 train 7.698457 (lr=1.9749e-04) (hash(x)=25604111)
+379 train 7.655818 (lr=1.9747e-04) (hash(x)=27086333)
+380 train 7.678605 (lr=1.9746e-04) (hash(x)=25188207)
+381 train 7.895888 (lr=1.9745e-04) (hash(x)=27855233)
+382 train 7.469185 (lr=1.9743e-04) (hash(x)=19470039)
+383 train 7.743698 (lr=1.9742e-04) (hash(x)=26157660)
+384 train 7.725076 (lr=1.9741e-04) (hash(x)=25291570)
+385 train 7.711816 (lr=1.9739e-04) (hash(x)=25046062)
+386 train 7.966785 (lr=1.9738e-04) (hash(x)=27020337)
+387 train 7.595666 (lr=1.9736e-04) (hash(x)=23616370)
+388 train 7.266599 (lr=1.9735e-04) (hash(x)=19113218)
+389 train 7.617973 (lr=1.9734e-04) (hash(x)=24302232)
+390 train 7.630933 (lr=1.9732e-04) (hash(x)=22188949)
+391 train 7.458516 (lr=1.9731e-04) (hash(x)=22582169)
+392 train 7.656638 (lr=1.9730e-04) (hash(x)=24700570)
+393 train 7.531592 (lr=1.9728e-04) (hash(x)=22773833)
+394 train 7.398370 (lr=1.9727e-04) (hash(x)=21875928)
+395 train 7.733313 (lr=1.9726e-04) (hash(x)=26233189)
+396 train 7.531819 (lr=1.9724e-04) (hash(x)=24321467)
+397 train 7.843312 (lr=1.9723e-04) (hash(x)=26431507)
+398 train 7.896798 (lr=1.9721e-04) (hash(x)=28690877)
+399 train 7.841653 (lr=1.9720e-04) (hash(x)=26431960)
+400 val loss 7.7196
+400 val perplexity 2252.0149
+400 train 7.676690 (lr=1.9719e-04) (hash(x)=24580300)
+401 train 7.643408 (lr=1.9717e-04) (hash(x)=25112360)
+402 train 7.764867 (lr=1.9716e-04) (hash(x)=27597243)
+403 train 8.259704 (lr=1.9714e-04) (hash(x)=30707498)
+404 train 7.913058 (lr=1.9713e-04) (hash(x)=28485465)
+405 train 7.527542 (lr=1.9711e-04) (hash(x)=22586447)
+406 train 7.717958 (lr=1.9710e-04) (hash(x)=23175270)
+407 train 7.803183 (lr=1.9709e-04) (hash(x)=25716176)
+408 train 7.831206 (lr=1.9707e-04) (hash(x)=26861373)
+409 train 7.960009 (lr=1.9706e-04) (hash(x)=25118971)
+410 train 7.438069 (lr=1.9704e-04) (hash(x)=19829066)
+411 train 7.613618 (lr=1.9703e-04) (hash(x)=26256420)
+412 train 7.910655 (lr=1.9701e-04) (hash(x)=27796153)
+413 train 7.657507 (lr=1.9700e-04) (hash(x)=22633318)
+414 train 7.679937 (lr=1.9699e-04) (hash(x)=22589383)
+415 train 8.125438 (lr=1.9697e-04) (hash(x)=28019788)
+416 train 8.030670 (lr=1.9696e-04) (hash(x)=28970440)
+417 train 7.664078 (lr=1.9694e-04) (hash(x)=27396089)
+418 train 7.652811 (lr=1.9693e-04) (hash(x)=21183513)
+419 train 7.688848 (lr=1.9691e-04) (hash(x)=23510110)
+420 train 7.867671 (lr=1.9690e-04) (hash(x)=28833467)
+421 train 7.766462 (lr=1.9688e-04) (hash(x)=23646926)
+422 train 7.697839 (lr=1.9687e-04) (hash(x)=24697272)
+423 train 7.479488 (lr=1.9685e-04) (hash(x)=20382963)
+424 train 7.496337 (lr=1.9684e-04) (hash(x)=23467595)
+425 train 7.668083 (lr=1.9682e-04) (hash(x)=24304768)
+426 train 7.591698 (lr=1.9681e-04) (hash(x)=21392328)
+427 train 7.602458 (lr=1.9679e-04) (hash(x)=25339466)
+428 train 7.547693 (lr=1.9678e-04) (hash(x)=22092542)
+429 train 7.684905 (lr=1.9676e-04) (hash(x)=22088696)
+430 train 7.570554 (lr=1.9675e-04) (hash(x)=22184471)
+431 train 7.691861 (lr=1.9673e-04) (hash(x)=24489647)
+432 train 7.698223 (lr=1.9672e-04) (hash(x)=26794132)
+433 train 7.423051 (lr=1.9670e-04) (hash(x)=22940357)
+434 train 7.674787 (lr=1.9669e-04) (hash(x)=23719522)
+435 train 7.528886 (lr=1.9667e-04) (hash(x)=22927699)
+436 train 7.665251 (lr=1.9666e-04) (hash(x)=26068576)
+437 train 7.834248 (lr=1.9664e-04) (hash(x)=27631132)
+438 train 7.692791 (lr=1.9663e-04) (hash(x)=26739991)
+439 train 7.776896 (lr=1.9661e-04) (hash(x)=25128502)
+440 train 7.799208 (lr=1.9660e-04) (hash(x)=25657260)
+441 train 7.561790 (lr=1.9658e-04) (hash(x)=23576982)
+442 train 7.821955 (lr=1.9657e-04) (hash(x)=27117886)
+443 train 7.736760 (lr=1.9655e-04) (hash(x)=25808969)
+444 train 7.661281 (lr=1.9653e-04) (hash(x)=24738238)
+445 train 7.689434 (lr=1.9652e-04) (hash(x)=23429962)
+446 train 7.850474 (lr=1.9650e-04) (hash(x)=25075165)
+447 train 7.664336 (lr=1.9649e-04) (hash(x)=25231390)
+448 train 7.465101 (lr=1.9647e-04) (hash(x)=22055054)
+449 train 7.687393 (lr=1.9646e-04) (hash(x)=25395441)
+450 val loss 7.6789
+450 val perplexity 2162.1672
+450 train 7.724399 (lr=1.9644e-04) (hash(x)=25863209)
+451 train 7.388212 (lr=1.9643e-04) (hash(x)=21154388)
+452 train 7.381016 (lr=1.9641e-04) (hash(x)=21600876)
+453 train 7.538155 (lr=1.9639e-04) (hash(x)=24278611)
+454 train 7.385213 (lr=1.9638e-04) (hash(x)=23221720)
+455 train 7.615872 (lr=1.9636e-04) (hash(x)=22708977)
+456 train 8.215257 (lr=1.9635e-04) (hash(x)=23637758)
+457 train 7.961698 (lr=1.9633e-04) (hash(x)=28228490)
+458 train 7.994371 (lr=1.9631e-04) (hash(x)=28638071)
+459 train 7.850391 (lr=1.9630e-04) (hash(x)=27258353)
+460 train 7.847505 (lr=1.9628e-04) (hash(x)=26604728)
+461 train 7.742201 (lr=1.9627e-04) (hash(x)=23252199)
+462 train 7.805914 (lr=1.9625e-04) (hash(x)=26441427)
+463 train 7.553234 (lr=1.9623e-04) (hash(x)=24364920)
+464 train 7.704549 (lr=1.9622e-04) (hash(x)=25623792)
+465 train 7.580252 (lr=1.9620e-04) (hash(x)=23283905)
+466 train 8.020549 (lr=1.9618e-04) (hash(x)=26025267)
+467 train 7.805313 (lr=1.9617e-04) (hash(x)=27243972)
+468 train 8.113219 (lr=1.9615e-04) (hash(x)=30449945)
+469 train 7.844038 (lr=1.9614e-04) (hash(x)=28113043)
+470 train 7.665473 (lr=1.9612e-04) (hash(x)=25182521)
+471 train 7.658783 (lr=1.9610e-04) (hash(x)=24932925)
+472 train 7.498094 (lr=1.9609e-04) (hash(x)=20353098)
+473 train 7.409692 (lr=1.9607e-04) (hash(x)=19001259)
+474 train 7.956989 (lr=1.9605e-04) (hash(x)=27585685)
+475 train 7.673645 (lr=1.9604e-04) (hash(x)=26371091)
+476 train 7.496525 (lr=1.9602e-04) (hash(x)=24891798)
+477 train 7.561707 (lr=1.9600e-04) (hash(x)=24258817)
+478 train 7.625095 (lr=1.9599e-04) (hash(x)=24330263)
+479 train 7.699890 (lr=1.9597e-04) (hash(x)=26913684)
+480 train 7.711552 (lr=1.9595e-04) (hash(x)=26338455)
+481 train 7.977529 (lr=1.9594e-04) (hash(x)=27753043)
+482 train 7.720806 (lr=1.9592e-04) (hash(x)=26123289)
+483 train 7.792741 (lr=1.9590e-04) (hash(x)=29239611)
+484 train 7.694930 (lr=1.9589e-04) (hash(x)=26553003)
+485 train 7.635650 (lr=1.9587e-04) (hash(x)=22984557)
+486 train 7.125690 (lr=1.9585e-04) (hash(x)=16947491)
+487 train 7.113370 (lr=1.9583e-04) (hash(x)=18017792)
+488 train 7.297127 (lr=1.9582e-04) (hash(x)=19918608)
+489 train 7.869850 (lr=1.9580e-04) (hash(x)=23374526)
+490 train 7.718000 (lr=1.9578e-04) (hash(x)=25009505)
+491 train 7.701117 (lr=1.9577e-04) (hash(x)=27574089)
+492 train 7.808167 (lr=1.9575e-04) (hash(x)=24122664)
+493 train 7.731895 (lr=1.9573e-04) (hash(x)=26154906)
+494 train 7.688776 (lr=1.9571e-04) (hash(x)=25192767)
+495 train 7.820686 (lr=1.9570e-04) (hash(x)=28613882)
+496 train 7.726644 (lr=1.9568e-04) (hash(x)=23547219)
+497 train 7.681236 (lr=1.9566e-04) (hash(x)=25272182)
+498 train 7.521072 (lr=1.9565e-04) (hash(x)=24992761)
+499 train 7.783266 (lr=1.9563e-04) (hash(x)=26981914)
+500 val loss 7.6650
+500 val perplexity 2132.4080
+500 train 7.573578 (lr=1.9561e-04) (hash(x)=22051933)
+501 train 7.778738 (lr=1.9559e-04) (hash(x)=24232348)
+502 train 7.719846 (lr=1.9558e-04) (hash(x)=23158331)
+503 train 7.569584 (lr=1.9556e-04) (hash(x)=22652243)
+504 train 7.622128 (lr=1.9554e-04) (hash(x)=23805602)
+505 train 7.914970 (lr=1.9552e-04) (hash(x)=25411991)
+506 train 7.275784 (lr=1.9551e-04) (hash(x)=18827215)
+507 train 7.036472 (lr=1.9549e-04) (hash(x)=15446025)
+508 train 7.297145 (lr=1.9547e-04) (hash(x)=20516263)
+509 train 7.737268 (lr=1.9545e-04) (hash(x)=27846176)
+510 train 7.434074 (lr=1.9543e-04) (hash(x)=23342449)
+511 train 7.720630 (lr=1.9542e-04) (hash(x)=27194521)
+512 train 7.521892 (lr=1.9540e-04) (hash(x)=23008284)
+513 train 7.976808 (lr=1.9538e-04) (hash(x)=29430001)
+514 train 7.284737 (lr=1.9536e-04) (hash(x)=22579319)
+515 train 7.357697 (lr=1.9535e-04) (hash(x)=25264518)
+516 train 7.704413 (lr=1.9533e-04) (hash(x)=25359075)
+517 train 7.700951 (lr=1.9531e-04) (hash(x)=25568956)
+518 train 8.003946 (lr=1.9529e-04) (hash(x)=32004108)
+519 train 7.615828 (lr=1.9527e-04) (hash(x)=24936836)
+520 train 7.752285 (lr=1.9526e-04) (hash(x)=27263338)
+521 train 7.819959 (lr=1.9524e-04) (hash(x)=27452099)
+522 train 7.691383 (lr=1.9522e-04) (hash(x)=25965406)
+523 train 7.898920 (lr=1.9520e-04) (hash(x)=28197282)
+524 train 7.654976 (lr=1.9518e-04) (hash(x)=22466209)
+525 train 7.647508 (lr=1.9516e-04) (hash(x)=22931889)
+526 train 7.763931 (lr=1.9515e-04) (hash(x)=26903920)
+527 train 7.677040 (lr=1.9513e-04) (hash(x)=24765578)
+528 train 7.774299 (lr=1.9511e-04) (hash(x)=27811359)
+529 train 7.557767 (lr=1.9509e-04) (hash(x)=25078649)
+530 train 7.795406 (lr=1.9507e-04) (hash(x)=25572416)
+531 train 7.874002 (lr=1.9505e-04) (hash(x)=27448185)
+532 train 7.878287 (lr=1.9504e-04) (hash(x)=25923719)
+533 train 7.735069 (lr=1.9502e-04) (hash(x)=24804856)
+534 train 7.934898 (lr=1.9500e-04) (hash(x)=23207829)
+535 train 7.811527 (lr=1.9498e-04) (hash(x)=23107416)
+536 train 7.596571 (lr=1.9496e-04) (hash(x)=26739531)
+537 train 7.609734 (lr=1.9494e-04) (hash(x)=24960796)
+538 train 7.702402 (lr=1.9492e-04) (hash(x)=24667802)
+539 train 7.813069 (lr=1.9490e-04) (hash(x)=26755138)
+540 train 7.707489 (lr=1.9489e-04) (hash(x)=25537132)
+541 train 7.581713 (lr=1.9487e-04) (hash(x)=24542526)
+542 train 7.394695 (lr=1.9485e-04) (hash(x)=21296355)
+543 train 7.926393 (lr=1.9483e-04) (hash(x)=29314255)
+544 train 7.671486 (lr=1.9481e-04) (hash(x)=26001799)
+545 train 7.714987 (lr=1.9479e-04) (hash(x)=27347755)
+546 train 7.715595 (lr=1.9477e-04) (hash(x)=25107798)
+547 train 7.495821 (lr=1.9475e-04) (hash(x)=22112669)
+548 train 7.493072 (lr=1.9473e-04) (hash(x)=21897967)
+549 train 7.599699 (lr=1.9472e-04) (hash(x)=25161929)
+550 val loss 7.6375
+550 val perplexity 2074.5574
+550 train 7.537973 (lr=1.9470e-04) (hash(x)=27465106)
+551 train 7.647955 (lr=1.9468e-04) (hash(x)=24013079)
+552 train 7.563936 (lr=1.9466e-04) (hash(x)=23142015)
+553 train 7.707354 (lr=1.9464e-04) (hash(x)=26768629)
+554 train 7.674947 (lr=1.9462e-04) (hash(x)=26393383)
+555 train 7.548923 (lr=1.9460e-04) (hash(x)=22537194)
+556 train 7.817743 (lr=1.9458e-04) (hash(x)=24046036)
+557 train 7.753264 (lr=1.9456e-04) (hash(x)=24974360)
+558 train 7.966051 (lr=1.9454e-04) (hash(x)=28379928)
+559 train 7.685266 (lr=1.9452e-04) (hash(x)=25322001)
+560 train 7.772330 (lr=1.9450e-04) (hash(x)=26622031)
+561 train 7.411656 (lr=1.9448e-04) (hash(x)=20562247)
+562 train 7.798793 (lr=1.9446e-04) (hash(x)=27381885)
+563 train 7.925046 (lr=1.9444e-04) (hash(x)=27028126)
+564 train 7.753333 (lr=1.9443e-04) (hash(x)=28882928)
+565 train 7.650688 (lr=1.9441e-04) (hash(x)=25666355)
+566 train 7.820694 (lr=1.9439e-04) (hash(x)=24330810)
+567 train 7.712036 (lr=1.9437e-04) (hash(x)=26690440)
+568 train 7.576258 (lr=1.9435e-04) (hash(x)=22923592)
+569 train 7.684394 (lr=1.9433e-04) (hash(x)=27348418)
+570 train 7.767396 (lr=1.9431e-04) (hash(x)=28849848)
+571 train 7.762434 (lr=1.9429e-04) (hash(x)=26967331)
+572 train 7.535577 (lr=1.9427e-04) (hash(x)=22831467)
+573 train 7.624977 (lr=1.9425e-04) (hash(x)=24765121)
+574 train 7.579400 (lr=1.9423e-04) (hash(x)=24331857)
+575 train 7.440268 (lr=1.9421e-04) (hash(x)=22598512)
+576 train 7.631212 (lr=1.9419e-04) (hash(x)=25149353)
+577 train 7.461877 (lr=1.9417e-04) (hash(x)=23725598)
+578 train 7.705666 (lr=1.9415e-04) (hash(x)=26449557)
+579 train 7.732181 (lr=1.9413e-04) (hash(x)=24697985)
+580 train 7.745187 (lr=1.9411e-04) (hash(x)=26923059)
+581 train 7.579587 (lr=1.9409e-04) (hash(x)=25201962)
+582 train 7.228337 (lr=1.9407e-04) (hash(x)=20931520)
+583 train 7.267118 (lr=1.9405e-04) (hash(x)=18473911)
+584 train 7.411378 (lr=1.9403e-04) (hash(x)=21306267)
+585 train 7.704404 (lr=1.9401e-04) (hash(x)=25982840)
+586 train 7.572843 (lr=1.9399e-04) (hash(x)=25364874)
+587 train 7.490361 (lr=1.9397e-04) (hash(x)=23172124)
+588 train 7.799573 (lr=1.9395e-04) (hash(x)=27876897)
+589 train 8.420398 (lr=1.9392e-04) (hash(x)=34646114)
+590 train 8.763776 (lr=1.9390e-04) (hash(x)=35153576)
+591 train 7.606078 (lr=1.9388e-04) (hash(x)=22322442)
+592 train 7.834062 (lr=1.9386e-04) (hash(x)=27907331)
+593 train 7.747206 (lr=1.9384e-04) (hash(x)=26211794)
+594 train 7.930551 (lr=1.9382e-04) (hash(x)=29291512)
+595 train 8.142570 (lr=1.9380e-04) (hash(x)=29659121)
+596 train 7.966177 (lr=1.9378e-04) (hash(x)=29674399)
+597 train 7.599622 (lr=1.9376e-04) (hash(x)=23538306)
+598 train 7.741538 (lr=1.9374e-04) (hash(x)=21991524)
+599 train 7.659189 (lr=1.9372e-04) (hash(x)=26324153)
+600 val loss 7.6415
+600 val perplexity 2082.9065
+600 train 7.629642 (lr=1.9370e-04) (hash(x)=23712082)
+601 train 7.710262 (lr=1.9368e-04) (hash(x)=24910403)
+602 train 7.635814 (lr=1.9366e-04) (hash(x)=26737205)
+603 train 7.773382 (lr=1.9364e-04) (hash(x)=26939970)
+604 train 7.620099 (lr=1.9361e-04) (hash(x)=27651943)
+605 train 7.965038 (lr=1.9359e-04) (hash(x)=27515446)
+606 train 7.852232 (lr=1.9357e-04) (hash(x)=26753129)
+607 train 7.531212 (lr=1.9355e-04) (hash(x)=23446058)
+608 train 7.838800 (lr=1.9353e-04) (hash(x)=27587849)
+609 train 7.707198 (lr=1.9351e-04) (hash(x)=25308253)
+610 train 7.709079 (lr=1.9349e-04) (hash(x)=26615098)
+611 train 7.773170 (lr=1.9347e-04) (hash(x)=29981801)
+612 train 7.827887 (lr=1.9345e-04) (hash(x)=29592345)
+613 train 7.884731 (lr=1.9343e-04) (hash(x)=23470413)
+614 train 7.797827 (lr=1.9340e-04) (hash(x)=24742370)
+615 train 7.794116 (lr=1.9338e-04) (hash(x)=24843741)
+616 train 7.724086 (lr=1.9336e-04) (hash(x)=25192548)
+617 train 7.797066 (lr=1.9334e-04) (hash(x)=27176996)
+618 train 7.664613 (lr=1.9332e-04) (hash(x)=23964552)
+619 train 7.606662 (lr=1.9330e-04) (hash(x)=22855363)
+620 train 7.580093 (lr=1.9328e-04) (hash(x)=26332996)
+621 train 7.400781 (lr=1.9325e-04) (hash(x)=22960957)
+622 train 7.701398 (lr=1.9323e-04) (hash(x)=22752597)
+623 train 7.609357 (lr=1.9321e-04) (hash(x)=23197102)
+624 train 8.111056 (lr=1.9319e-04) (hash(x)=27383319)
+625 train 7.673650 (lr=1.9317e-04) (hash(x)=26132276)
+626 train 7.525496 (lr=1.9315e-04) (hash(x)=19810497)
+627 train 7.583496 (lr=1.9312e-04) (hash(x)=25704919)
+628 train 7.781659 (lr=1.9310e-04) (hash(x)=27174264)
+629 train 7.929359 (lr=1.9308e-04) (hash(x)=22280814)
+630 train 8.608458 (lr=1.9306e-04) (hash(x)=24279448)
+631 train 8.106284 (lr=1.9304e-04) (hash(x)=23054940)
+632 train 8.191379 (lr=1.9302e-04) (hash(x)=23942400)
+633 train 8.382182 (lr=1.9299e-04) (hash(x)=24712416)
+634 train 7.981411 (lr=1.9297e-04) (hash(x)=24564658)
+635 train 7.733336 (lr=1.9295e-04) (hash(x)=24909904)
+636 train 7.741037 (lr=1.9293e-04) (hash(x)=23049534)
+637 train 7.826016 (lr=1.9291e-04) (hash(x)=24321591)
+638 train 7.587747 (lr=1.9288e-04) (hash(x)=26153298)
+639 train 7.605648 (lr=1.9286e-04) (hash(x)=27140757)
+640 train 7.358027 (lr=1.9284e-04) (hash(x)=25115907)
+641 train 7.410802 (lr=1.9282e-04) (hash(x)=26563770)
+642 train 7.635235 (lr=1.9280e-04) (hash(x)=28089252)
+643 train 7.554187 (lr=1.9277e-04) (hash(x)=25993110)
+644 train 7.516399 (lr=1.9275e-04) (hash(x)=25150008)
+645 train 7.773497 (lr=1.9273e-04) (hash(x)=28520222)
+646 train 7.452024 (lr=1.9271e-04) (hash(x)=21349943)
+647 train 7.490909 (lr=1.9268e-04) (hash(x)=25149419)
+648 train 7.708885 (lr=1.9266e-04) (hash(x)=25730641)
+649 train 7.852520 (lr=1.9264e-04) (hash(x)=26112813)
+650 val loss 7.6278
+650 val perplexity 2054.4497
+650 train 7.641204 (lr=1.9262e-04) (hash(x)=25907805)
+651 train 7.679643 (lr=1.9259e-04) (hash(x)=27623643)
+652 train 7.628475 (lr=1.9257e-04) (hash(x)=26484959)
+653 train 7.702531 (lr=1.9255e-04) (hash(x)=29199854)
+654 train 7.691104 (lr=1.9253e-04) (hash(x)=28369628)
+655 train 7.565048 (lr=1.9250e-04) (hash(x)=24727764)
+656 train 7.320451 (lr=1.9248e-04) (hash(x)=22610673)
+657 train 7.249124 (lr=1.9246e-04) (hash(x)=22667179)
+658 train 7.050196 (lr=1.9244e-04) (hash(x)=18477300)
+659 train 7.458111 (lr=1.9241e-04) (hash(x)=23155773)
+660 train 7.214425 (lr=1.9239e-04) (hash(x)=19461032)
+661 train 7.520339 (lr=1.9237e-04) (hash(x)=23453788)
+662 train 7.664651 (lr=1.9235e-04) (hash(x)=24543466)
+663 train 7.427747 (lr=1.9232e-04) (hash(x)=21935931)
+664 train 7.293359 (lr=1.9230e-04) (hash(x)=19910292)
+665 train 7.551695 (lr=1.9228e-04) (hash(x)=24481079)
+666 train 7.256471 (lr=1.9225e-04) (hash(x)=18922411)
+667 train 7.265629 (lr=1.9223e-04) (hash(x)=20054917)
+668 train 7.511497 (lr=1.9221e-04) (hash(x)=24850470)
+669 train 7.520612 (lr=1.9219e-04) (hash(x)=25907741)
+670 train 7.719969 (lr=1.9216e-04) (hash(x)=26873522)
+671 train 7.723834 (lr=1.9214e-04) (hash(x)=27606073)
+672 train 7.840791 (lr=1.9212e-04) (hash(x)=26209645)
+673 train 7.659716 (lr=1.9209e-04) (hash(x)=25202001)
+674 train 7.698785 (lr=1.9207e-04) (hash(x)=25569462)
+675 train 7.671372 (lr=1.9205e-04) (hash(x)=26534487)
+676 train 7.651537 (lr=1.9202e-04) (hash(x)=26455057)
+677 train 7.513155 (lr=1.9200e-04) (hash(x)=24095850)
+678 train 7.752256 (lr=1.9198e-04) (hash(x)=25287752)
+679 train 7.219413 (lr=1.9195e-04) (hash(x)=22450341)
+680 train 7.995019 (lr=1.9193e-04) (hash(x)=29004853)
+681 train 7.704158 (lr=1.9191e-04) (hash(x)=27993763)
+682 train 7.535218 (lr=1.9188e-04) (hash(x)=26382658)
+683 train 7.652729 (lr=1.9186e-04) (hash(x)=25013073)
+684 train 7.694774 (lr=1.9184e-04) (hash(x)=30595809)
+685 train 7.752149 (lr=1.9181e-04) (hash(x)=30934371)
+686 train 8.274061 (lr=1.9179e-04) (hash(x)=33060834)
+687 train 7.681230 (lr=1.9177e-04) (hash(x)=25945859)
+688 train 7.555614 (lr=1.9174e-04) (hash(x)=23375678)
+689 train 7.566639 (lr=1.9172e-04) (hash(x)=25218689)
+690 train 7.667865 (lr=1.9169e-04) (hash(x)=28127397)
+691 train 7.537975 (lr=1.9167e-04) (hash(x)=24418091)
+692 train 7.457480 (lr=1.9165e-04) (hash(x)=22761099)
+693 train 7.452878 (lr=1.9162e-04) (hash(x)=24615466)
+694 train 7.626087 (lr=1.9160e-04) (hash(x)=24699240)
+695 train 7.511070 (lr=1.9158e-04) (hash(x)=21613707)
+696 train 7.562376 (lr=1.9155e-04) (hash(x)=24977554)
+697 train 7.523122 (lr=1.9153e-04) (hash(x)=24348175)
+698 train 7.708284 (lr=1.9150e-04) (hash(x)=25102767)
+699 train 7.633745 (lr=1.9148e-04) (hash(x)=26386157)
+700 val loss 7.5695
+700 val perplexity 1938.1903
+700 train 7.578859 (lr=1.9146e-04) (hash(x)=26423460)
+701 train 7.547880 (lr=1.9143e-04) (hash(x)=25771047)
+702 train 7.593376 (lr=1.9141e-04) (hash(x)=26999875)
+703 train 7.564667 (lr=1.9138e-04) (hash(x)=24396519)
+704 train 7.561100 (lr=1.9136e-04) (hash(x)=22588122)
+705 train 7.874582 (lr=1.9133e-04) (hash(x)=25142399)
+706 train 7.578409 (lr=1.9131e-04) (hash(x)=20440214)
+707 train 7.460073 (lr=1.9129e-04) (hash(x)=23265507)
+708 train 7.565851 (lr=1.9126e-04) (hash(x)=24563470)
+709 train 7.478487 (lr=1.9124e-04) (hash(x)=22514858)
+710 train 7.782663 (lr=1.9121e-04) (hash(x)=26691212)
+711 train 7.830287 (lr=1.9119e-04) (hash(x)=29138828)
+712 train 7.815874 (lr=1.9116e-04) (hash(x)=28028528)
+713 train 7.683676 (lr=1.9114e-04) (hash(x)=20531210)
+714 train 7.532665 (lr=1.9112e-04) (hash(x)=25075352)
+715 train 7.553859 (lr=1.9109e-04) (hash(x)=24265353)
+716 train 7.675060 (lr=1.9107e-04) (hash(x)=24635726)
+717 train 7.553955 (lr=1.9104e-04) (hash(x)=24999726)
+718 train 7.758637 (lr=1.9102e-04) (hash(x)=27412910)
+719 train 7.538000 (lr=1.9099e-04) (hash(x)=24685515)
+720 train 7.584146 (lr=1.9097e-04) (hash(x)=23780329)
+721 train 7.458474 (lr=1.9094e-04) (hash(x)=25071701)
+722 train 7.568714 (lr=1.9092e-04) (hash(x)=23767130)
+723 train 7.520488 (lr=1.9089e-04) (hash(x)=24876269)
+724 train 7.643852 (lr=1.9087e-04) (hash(x)=26405773)
+725 train 8.020205 (lr=1.9084e-04) (hash(x)=31733180)
+726 train 7.201553 (lr=1.9082e-04) (hash(x)=21337509)
+727 train 7.340627 (lr=1.9079e-04) (hash(x)=22825749)
+728 train 7.748933 (lr=1.9077e-04) (hash(x)=28638695)
+729 train 7.596948 (lr=1.9074e-04) (hash(x)=26393943)
+730 train 7.767278 (lr=1.9072e-04) (hash(x)=27563583)
+731 train 7.315069 (lr=1.9069e-04) (hash(x)=21239652)
+732 train 7.461843 (lr=1.9067e-04) (hash(x)=23986428)
+733 train 7.483901 (lr=1.9064e-04) (hash(x)=24943881)
+734 train 7.949228 (lr=1.9062e-04) (hash(x)=29691448)
+735 train 7.907729 (lr=1.9059e-04) (hash(x)=28767869)
+736 train 7.615116 (lr=1.9057e-04) (hash(x)=23628188)
+737 train 7.847426 (lr=1.9054e-04) (hash(x)=29341482)
+738 train 7.682114 (lr=1.9052e-04) (hash(x)=30336570)
+739 train 7.627501 (lr=1.9049e-04) (hash(x)=25614301)
+740 train 7.509074 (lr=1.9047e-04) (hash(x)=24160500)
+741 train 7.698551 (lr=1.9044e-04) (hash(x)=26030058)
+742 train 8.050107 (lr=1.9042e-04) (hash(x)=29243936)
+743 train 7.378128 (lr=1.9039e-04) (hash(x)=21159060)
+744 train 7.485460 (lr=1.9037e-04) (hash(x)=23701853)
+745 train 7.665024 (lr=1.9034e-04) (hash(x)=24629937)
+746 train 7.601167 (lr=1.9031e-04) (hash(x)=25110108)
+747 train 7.677542 (lr=1.9029e-04) (hash(x)=26751788)
+748 train 7.741698 (lr=1.9026e-04) (hash(x)=26430427)
+749 train 7.586399 (lr=1.9024e-04) (hash(x)=26012353)
+750 val loss 7.6256
+750 val perplexity 2049.9922
+750 train 7.723400 (lr=1.9021e-04) (hash(x)=22735910)
+751 train 7.529068 (lr=1.9019e-04) (hash(x)=25045397)
+752 train 7.217140 (lr=1.9016e-04) (hash(x)=21554427)
+753 train 7.272470 (lr=1.9014e-04) (hash(x)=23751143)
+754 train 8.038599 (lr=1.9011e-04) (hash(x)=28602273)
+755 train 8.089902 (lr=1.9008e-04) (hash(x)=29989709)
+756 train 7.488801 (lr=1.9006e-04) (hash(x)=22331648)
+757 train 7.925090 (lr=1.9003e-04) (hash(x)=31017246)
+758 train 7.839040 (lr=1.9001e-04) (hash(x)=29709045)
+759 train 7.848050 (lr=1.8998e-04) (hash(x)=25560928)
+760 train 7.559490 (lr=1.8995e-04) (hash(x)=25075464)
+761 train 7.642499 (lr=1.8993e-04) (hash(x)=27352253)
+762 train 7.828787 (lr=1.8990e-04) (hash(x)=28187891)
+763 train 7.719762 (lr=1.8988e-04) (hash(x)=26062687)
+764 train 7.718120 (lr=1.8985e-04) (hash(x)=27427811)
+765 train 7.775847 (lr=1.8982e-04) (hash(x)=27614522)
+766 train 7.599378 (lr=1.8980e-04) (hash(x)=26129544)
+767 train 8.126113 (lr=1.8977e-04) (hash(x)=28959222)
+768 train 7.700032 (lr=1.8975e-04) (hash(x)=26860067)
+769 train 7.486388 (lr=1.8972e-04) (hash(x)=25122598)
+770 train 7.536654 (lr=1.8969e-04) (hash(x)=25245030)
+771 train 7.547273 (lr=1.8967e-04) (hash(x)=25434884)
+772 train 7.613935 (lr=1.8964e-04) (hash(x)=27732790)
+773 train 7.594926 (lr=1.8961e-04) (hash(x)=27824438)
+774 train 7.746387 (lr=1.8959e-04) (hash(x)=27201953)
+775 train 7.499237 (lr=1.8956e-04) (hash(x)=21248405)
+776 train 7.296405 (lr=1.8953e-04) (hash(x)=22805934)
+777 train 7.578181 (lr=1.8951e-04) (hash(x)=26482588)
+778 train 7.629693 (lr=1.8948e-04) (hash(x)=24153691)
+779 train 7.761027 (lr=1.8946e-04) (hash(x)=25044192)
+780 train 7.678732 (lr=1.8943e-04) (hash(x)=25910078)
+781 train 7.678947 (lr=1.8940e-04) (hash(x)=28645524)
+782 train 7.483967 (lr=1.8938e-04) (hash(x)=24368498)
+783 train 7.599568 (lr=1.8935e-04) (hash(x)=25830182)
+784 train 7.676143 (lr=1.8932e-04) (hash(x)=29181807)
+785 train 7.634552 (lr=1.8930e-04) (hash(x)=25585137)
+786 train 7.518916 (lr=1.8927e-04) (hash(x)=24798246)
+787 train 7.634456 (lr=1.8924e-04) (hash(x)=26621419)
+788 train 7.170911 (lr=1.8921e-04) (hash(x)=21446891)
+789 train 7.115842 (lr=1.8919e-04) (hash(x)=22165286)
+790 train 7.376323 (lr=1.8916e-04) (hash(x)=23477219)
+791 train 7.617696 (lr=1.8913e-04) (hash(x)=25173113)
+792 train 7.573721 (lr=1.8911e-04) (hash(x)=25853788)
+793 train 7.653167 (lr=1.8908e-04) (hash(x)=27267091)
+794 train 7.492274 (lr=1.8905e-04) (hash(x)=23743694)
+795 train 7.455555 (lr=1.8903e-04) (hash(x)=24400133)
+796 train 7.544057 (lr=1.8900e-04) (hash(x)=23663639)
+797 train 7.432649 (lr=1.8897e-04) (hash(x)=23103223)
+798 train 7.901803 (lr=1.8894e-04) (hash(x)=28748411)
+799 train 7.228288 (lr=1.8892e-04) (hash(x)=23486277)
+800 val loss 7.5291
+800 val perplexity 1861.4169
+800 train 7.512433 (lr=1.8889e-04) (hash(x)=25678518)
+801 train 7.471973 (lr=1.8886e-04) (hash(x)=23421286)
+802 train 7.584451 (lr=1.8884e-04) (hash(x)=26054104)
+803 train 7.603149 (lr=1.8881e-04) (hash(x)=25978130)
+804 train 7.622414 (lr=1.8878e-04) (hash(x)=26006525)
+805 train 7.586118 (lr=1.8875e-04) (hash(x)=25769432)
+806 train 7.415654 (lr=1.8873e-04) (hash(x)=22430795)
+807 train 7.776578 (lr=1.8870e-04) (hash(x)=28916006)
+808 train 7.544899 (lr=1.8867e-04) (hash(x)=25166800)
+809 train 7.655058 (lr=1.8864e-04) (hash(x)=24226056)
+810 train 7.506421 (lr=1.8862e-04) (hash(x)=25057934)
+811 train 8.346529 (lr=1.8859e-04) (hash(x)=33195100)
+812 train 7.691490 (lr=1.8856e-04) (hash(x)=26312888)
+813 train 7.857713 (lr=1.8853e-04) (hash(x)=27730410)
+814 train 7.741127 (lr=1.8851e-04) (hash(x)=27372474)
+815 train 7.554147 (lr=1.8848e-04) (hash(x)=25556929)
+816 train 7.643829 (lr=1.8845e-04) (hash(x)=26909985)
+817 train 7.468947 (lr=1.8842e-04) (hash(x)=25991247)
+818 train 7.645730 (lr=1.8840e-04) (hash(x)=27438141)
+819 train 7.826675 (lr=1.8837e-04) (hash(x)=29536986)
+820 train 7.559689 (lr=1.8834e-04) (hash(x)=24478391)
+821 train 7.584194 (lr=1.8831e-04) (hash(x)=26125216)
+822 train 7.630584 (lr=1.8828e-04) (hash(x)=26422130)
+823 train 7.770580 (lr=1.8826e-04) (hash(x)=29648798)
+824 train 7.499671 (lr=1.8823e-04) (hash(x)=21247770)
+825 train 7.598204 (lr=1.8820e-04) (hash(x)=23195388)
+826 train 7.537004 (lr=1.8817e-04) (hash(x)=25796725)
+827 train 7.565042 (lr=1.8814e-04) (hash(x)=23124767)
+828 train 7.631103 (lr=1.8812e-04) (hash(x)=25233464)
+829 train 7.594510 (lr=1.8809e-04) (hash(x)=25713275)
+830 train 7.585580 (lr=1.8806e-04) (hash(x)=25550167)
+831 train 7.506248 (lr=1.8803e-04) (hash(x)=24976217)
+832 train 7.797218 (lr=1.8800e-04) (hash(x)=28536827)
+833 train 7.686849 (lr=1.8798e-04) (hash(x)=27500801)
+834 train 7.522346 (lr=1.8795e-04) (hash(x)=25545765)
+835 train 7.533652 (lr=1.8792e-04) (hash(x)=23632825)
+836 train 7.596854 (lr=1.8789e-04) (hash(x)=25708009)
+837 train 7.626158 (lr=1.8786e-04) (hash(x)=24456276)
+838 train 7.714111 (lr=1.8783e-04) (hash(x)=29189855)
+839 train 7.886453 (lr=1.8781e-04) (hash(x)=31019606)
+840 train 7.833579 (lr=1.8778e-04) (hash(x)=26328013)
+841 train 7.763816 (lr=1.8775e-04) (hash(x)=25027904)
+842 train 7.551598 (lr=1.8772e-04) (hash(x)=23734189)
+843 train 7.809495 (lr=1.8769e-04) (hash(x)=28236580)
+844 train 7.593395 (lr=1.8766e-04) (hash(x)=26509780)
+845 train 7.683064 (lr=1.8763e-04) (hash(x)=25386473)
+846 train 7.616891 (lr=1.8761e-04) (hash(x)=24052671)
+847 train 7.778923 (lr=1.8758e-04) (hash(x)=28269421)
+848 train 7.246682 (lr=1.8755e-04) (hash(x)=22251724)
+849 train 7.528937 (lr=1.8752e-04) (hash(x)=24308447)
+850 val loss 7.6147
+850 val perplexity 2027.8420
+850 train 7.521666 (lr=1.8749e-04) (hash(x)=24242830)
+851 train 7.657135 (lr=1.8746e-04) (hash(x)=25563279)
+852 train 7.683713 (lr=1.8743e-04) (hash(x)=26354481)
+853 train 7.811323 (lr=1.8740e-04) (hash(x)=26152637)
+854 train 7.852500 (lr=1.8738e-04) (hash(x)=28051025)
+855 train 7.656051 (lr=1.8735e-04) (hash(x)=24865358)
+856 train 7.585182 (lr=1.8732e-04) (hash(x)=24288911)
+857 train 7.459218 (lr=1.8729e-04) (hash(x)=22230964)
+858 train 7.404665 (lr=1.8726e-04) (hash(x)=21303832)
+859 train 7.537869 (lr=1.8723e-04) (hash(x)=22155546)
+860 train 7.634698 (lr=1.8720e-04) (hash(x)=25296428)
+861 train 7.810275 (lr=1.8717e-04) (hash(x)=29142319)
+862 train 7.646579 (lr=1.8714e-04) (hash(x)=25545430)
+863 train 7.529485 (lr=1.8711e-04) (hash(x)=26984272)
+864 train 7.656465 (lr=1.8708e-04) (hash(x)=25429005)
+865 train 7.684009 (lr=1.8706e-04) (hash(x)=27077032)
+866 train 7.684288 (lr=1.8703e-04) (hash(x)=26494424)
+867 train 7.648757 (lr=1.8700e-04) (hash(x)=23193673)
+868 train 7.702584 (lr=1.8697e-04) (hash(x)=25075134)
+869 train 7.757421 (lr=1.8694e-04) (hash(x)=27112558)
+870 train 7.888475 (lr=1.8691e-04) (hash(x)=27436608)
+871 train 7.593732 (lr=1.8688e-04) (hash(x)=24544116)
+872 train 7.918738 (lr=1.8685e-04) (hash(x)=31632686)
+873 train 7.624435 (lr=1.8682e-04) (hash(x)=25890184)
+874 train 7.697800 (lr=1.8679e-04) (hash(x)=22887555)
+875 train 7.590593 (lr=1.8676e-04) (hash(x)=24547533)
+876 train 7.674344 (lr=1.8673e-04) (hash(x)=26553496)
+877 train 7.769794 (lr=1.8670e-04) (hash(x)=27467688)
+878 train 7.556092 (lr=1.8667e-04) (hash(x)=24766934)
+879 train 7.414629 (lr=1.8664e-04) (hash(x)=22059850)
+880 train 7.806622 (lr=1.8661e-04) (hash(x)=22871702)
+881 train 7.627834 (lr=1.8658e-04) (hash(x)=23893130)
+882 train 7.687448 (lr=1.8655e-04) (hash(x)=25125691)
+883 train 7.597160 (lr=1.8652e-04) (hash(x)=25994573)
+884 train 7.674779 (lr=1.8650e-04) (hash(x)=26076345)
+885 train 7.611934 (lr=1.8647e-04) (hash(x)=26577783)
+886 train 7.715971 (lr=1.8644e-04) (hash(x)=27395225)
+887 train 7.530870 (lr=1.8641e-04) (hash(x)=23926632)
+888 train 7.407827 (lr=1.8638e-04) (hash(x)=21737239)
+889 train 7.684339 (lr=1.8635e-04) (hash(x)=23574207)
+890 train 7.373860 (lr=1.8632e-04) (hash(x)=24365231)
+891 train 7.518967 (lr=1.8629e-04) (hash(x)=27111369)
+892 train 7.806236 (lr=1.8626e-04) (hash(x)=27290015)
+893 train 7.577828 (lr=1.8623e-04) (hash(x)=23979820)
+894 train 7.650235 (lr=1.8620e-04) (hash(x)=26450121)
+895 train 7.552823 (lr=1.8617e-04) (hash(x)=27025333)
+896 train 7.526634 (lr=1.8614e-04) (hash(x)=23624605)
+897 train 7.338852 (lr=1.8611e-04) (hash(x)=22846386)
+898 train 7.427290 (lr=1.8607e-04) (hash(x)=22970561)
+899 train 7.275249 (lr=1.8604e-04) (hash(x)=16908068)
+900 val loss 7.5502
+900 val perplexity 1901.2153
+900 train 7.493639 (lr=1.8601e-04) (hash(x)=24661446)
+901 train 7.625599 (lr=1.8598e-04) (hash(x)=25664727)
+902 train 7.605949 (lr=1.8595e-04) (hash(x)=25667011)
+903 train 7.636633 (lr=1.8592e-04) (hash(x)=29120407)
+904 train 7.642572 (lr=1.8589e-04) (hash(x)=23385735)
+905 train 7.670150 (lr=1.8586e-04) (hash(x)=25564213)
+906 train 7.750928 (lr=1.8583e-04) (hash(x)=25413898)
+907 train 7.691186 (lr=1.8580e-04) (hash(x)=27092710)
+908 train 7.453922 (lr=1.8577e-04) (hash(x)=25789923)
+909 train 7.544595 (lr=1.8574e-04) (hash(x)=28533197)
+910 train 7.382770 (lr=1.8571e-04) (hash(x)=22982996)
+911 train 7.486429 (lr=1.8568e-04) (hash(x)=23827393)
+912 train 7.201155 (lr=1.8565e-04) (hash(x)=21242640)
+913 train 7.570871 (lr=1.8562e-04) (hash(x)=24154233)
+914 train 7.593480 (lr=1.8559e-04) (hash(x)=24331967)
+915 train 7.876180 (lr=1.8556e-04) (hash(x)=32812727)
+916 train 7.490400 (lr=1.8553e-04) (hash(x)=23572994)
+917 train 7.532040 (lr=1.8550e-04) (hash(x)=26305435)
+918 train 7.563826 (lr=1.8546e-04) (hash(x)=26268355)
+919 train 7.736891 (lr=1.8543e-04) (hash(x)=27230027)
+920 train 7.525654 (lr=1.8540e-04) (hash(x)=23885377)
+921 train 7.447569 (lr=1.8537e-04) (hash(x)=23532437)
+922 train 7.543074 (lr=1.8534e-04) (hash(x)=25577034)
+923 train 7.665533 (lr=1.8531e-04) (hash(x)=25703381)
+924 train 7.672233 (lr=1.8528e-04) (hash(x)=27113866)
+925 train 7.507921 (lr=1.8525e-04) (hash(x)=26961429)
+926 train 7.338797 (lr=1.8522e-04) (hash(x)=21355372)
+927 train 7.473276 (lr=1.8519e-04) (hash(x)=24968260)
+928 train 7.433397 (lr=1.8515e-04) (hash(x)=25357517)
+929 train 7.510434 (lr=1.8512e-04) (hash(x)=24854265)
+930 train 7.288925 (lr=1.8509e-04) (hash(x)=21102770)
+931 train 7.581974 (lr=1.8506e-04) (hash(x)=25676468)
+932 train 7.503288 (lr=1.8503e-04) (hash(x)=22809869)
+933 train 7.624249 (lr=1.8500e-04) (hash(x)=25503865)
+934 train 7.470740 (lr=1.8497e-04) (hash(x)=24853995)
+935 train 7.686656 (lr=1.8494e-04) (hash(x)=27544803)
+936 train 7.696710 (lr=1.8490e-04) (hash(x)=25981933)
+937 train 7.430118 (lr=1.8487e-04) (hash(x)=24658683)
+938 train 7.580258 (lr=1.8484e-04) (hash(x)=23855201)
+939 train 7.528306 (lr=1.8481e-04) (hash(x)=24331407)
+940 train 7.731256 (lr=1.8478e-04) (hash(x)=29265551)
+941 train 7.388696 (lr=1.8475e-04) (hash(x)=21892556)
+942 train 7.441609 (lr=1.8472e-04) (hash(x)=27183405)
+943 train 7.415227 (lr=1.8468e-04) (hash(x)=26540663)
+944 train 7.371914 (lr=1.8465e-04) (hash(x)=25718393)
+945 train 7.611401 (lr=1.8462e-04) (hash(x)=26819462)
+946 train 7.570644 (lr=1.8459e-04) (hash(x)=27427540)
+947 train 7.530163 (lr=1.8456e-04) (hash(x)=25532657)
+948 train 7.774531 (lr=1.8453e-04) (hash(x)=27641372)
+949 train 7.524132 (lr=1.8449e-04) (hash(x)=26515570)
+950 val loss 7.5229
+950 val perplexity 1849.8539
+950 train 7.711283 (lr=1.8446e-04) (hash(x)=26911957)
+951 train 7.884140 (lr=1.8443e-04) (hash(x)=25856625)
+952 train 7.434437 (lr=1.8440e-04) (hash(x)=25219129)
+953 train 7.415656 (lr=1.8437e-04) (hash(x)=25260471)
+954 train 7.775087 (lr=1.8434e-04) (hash(x)=29373370)
+955 train 7.359015 (lr=1.8430e-04) (hash(x)=23437426)
+956 train 7.652365 (lr=1.8427e-04) (hash(x)=23769521)
+957 train 7.670338 (lr=1.8424e-04) (hash(x)=25961833)
+958 train 7.384102 (lr=1.8421e-04) (hash(x)=23582666)
+959 train 7.483412 (lr=1.8418e-04) (hash(x)=23164356)
+960 train 7.461432 (lr=1.8414e-04) (hash(x)=24443114)
+961 train 7.505558 (lr=1.8411e-04) (hash(x)=25052665)
+962 train 7.655980 (lr=1.8408e-04) (hash(x)=27802272)
+963 train 7.520498 (lr=1.8405e-04) (hash(x)=25957896)
+964 train 7.542274 (lr=1.8402e-04) (hash(x)=26737251)
+965 train 7.715621 (lr=1.8398e-04) (hash(x)=24723263)
+966 train 7.617457 (lr=1.8395e-04) (hash(x)=24707011)
+967 train 7.606063 (lr=1.8392e-04) (hash(x)=25646282)
+968 train 7.632059 (lr=1.8389e-04) (hash(x)=27544665)
+969 train 7.540377 (lr=1.8385e-04) (hash(x)=25851993)
+970 train 7.848207 (lr=1.8382e-04) (hash(x)=29059700)
+971 train 7.516752 (lr=1.8379e-04) (hash(x)=21513584)
+972 train 7.283733 (lr=1.8376e-04) (hash(x)=23151267)
+973 train 7.523480 (lr=1.8372e-04) (hash(x)=26017176)
+974 train 7.664891 (lr=1.8369e-04) (hash(x)=26979518)
+975 train 7.636177 (lr=1.8366e-04) (hash(x)=23843233)
+976 train 7.805814 (lr=1.8363e-04) (hash(x)=24193010)
+977 train 7.549622 (lr=1.8359e-04) (hash(x)=21476847)
+978 train 7.434326 (lr=1.8356e-04) (hash(x)=21366504)
+979 train 7.477185 (lr=1.8353e-04) (hash(x)=23226697)
+980 train 7.323836 (lr=1.8350e-04) (hash(x)=19961773)
+981 train 7.168156 (lr=1.8346e-04) (hash(x)=19772969)
+982 train 7.474102 (lr=1.8343e-04) (hash(x)=23110142)
+983 train 7.730039 (lr=1.8340e-04) (hash(x)=24506028)
+984 train 7.701854 (lr=1.8337e-04) (hash(x)=25480731)
+985 train 7.483033 (lr=1.8333e-04) (hash(x)=21077417)
+986 train 7.490010 (lr=1.8330e-04) (hash(x)=23686713)
+987 train 7.569191 (lr=1.8327e-04) (hash(x)=26024321)
+988 train 7.649811 (lr=1.8323e-04) (hash(x)=27424109)
+989 train 7.767717 (lr=1.8320e-04) (hash(x)=27786174)
+990 train 7.550305 (lr=1.8317e-04) (hash(x)=25232502)
+991 train 7.559475 (lr=1.8314e-04) (hash(x)=22781277)
+992 train 7.588136 (lr=1.8310e-04) (hash(x)=26184527)
+993 train 7.579814 (lr=1.8307e-04) (hash(x)=24459895)
+994 train 7.538011 (lr=1.8304e-04) (hash(x)=25244624)
+995 train 7.684875 (lr=1.8300e-04) (hash(x)=24451843)
+996 train 7.698523 (lr=1.8297e-04) (hash(x)=22129897)
+997 train 7.472061 (lr=1.8294e-04) (hash(x)=21116390)
+998 train 7.316391 (lr=1.8290e-04) (hash(x)=20650070)
+999 train 7.723844 (lr=1.8287e-04) (hash(x)=24948650)
+1000 val loss 7.5347
+1000 val perplexity 1871.9611
+1000 train 7.552046 (lr=1.8284e-04) (hash(x)=25444553)
+1001 train 7.500647 (lr=1.8280e-04) (hash(x)=25617781)
+1002 train 7.404232 (lr=1.8277e-04) (hash(x)=23862434)
+1003 train 7.434378 (lr=1.8274e-04) (hash(x)=25559534)
+1004 train 7.632439 (lr=1.8270e-04) (hash(x)=26577585)
+1005 train 7.513751 (lr=1.8267e-04) (hash(x)=25546274)
+1006 train 7.592308 (lr=1.8264e-04) (hash(x)=26284202)
+1007 train 7.604459 (lr=1.8260e-04) (hash(x)=26373991)
+1008 train 7.488050 (lr=1.8257e-04) (hash(x)=24612851)
+1009 train 7.563628 (lr=1.8254e-04) (hash(x)=26410662)
+1010 train 7.622886 (lr=1.8250e-04) (hash(x)=23824841)
+1011 train 7.918874 (lr=1.8247e-04) (hash(x)=27756673)
+1012 train 7.668714 (lr=1.8244e-04) (hash(x)=25427447)
+1013 train 7.647829 (lr=1.8240e-04) (hash(x)=23661686)
+1014 train 7.593759 (lr=1.8237e-04) (hash(x)=25129504)
+1015 train 7.498390 (lr=1.8234e-04) (hash(x)=23402396)
+1016 train 7.743847 (lr=1.8230e-04) (hash(x)=26145557)
+1017 train 7.528223 (lr=1.8227e-04) (hash(x)=26547918)
+1018 train 7.593362 (lr=1.8224e-04) (hash(x)=26653070)
+1019 train 7.606632 (lr=1.8220e-04) (hash(x)=28250354)
+1020 train 7.617864 (lr=1.8217e-04) (hash(x)=25437401)
+1021 train 7.659848 (lr=1.8213e-04) (hash(x)=25598861)
+1022 train 7.440621 (lr=1.8210e-04) (hash(x)=24572587)
+1023 train 7.531140 (lr=1.8207e-04) (hash(x)=21562133)
+1024 train 7.931664 (lr=1.8203e-04) (hash(x)=27718876)
+1025 train 7.495458 (lr=1.8200e-04) (hash(x)=25312391)
+1026 train 7.588296 (lr=1.8196e-04) (hash(x)=26579535)
+1027 train 7.816362 (lr=1.8193e-04) (hash(x)=27253861)
+1028 train 7.689472 (lr=1.8190e-04) (hash(x)=28451867)
+1029 train 7.434825 (lr=1.8186e-04) (hash(x)=26795921)
+1030 train 7.587526 (lr=1.8183e-04) (hash(x)=26147208)
+1031 train 7.624216 (lr=1.8179e-04) (hash(x)=25009210)
+1032 train 7.539058 (lr=1.8176e-04) (hash(x)=25213771)
+1033 train 7.435144 (lr=1.8173e-04) (hash(x)=26254538)
+1034 train 7.455124 (lr=1.8169e-04) (hash(x)=25565614)
+1035 train 7.278249 (lr=1.8166e-04) (hash(x)=23052577)
+1036 train 8.061244 (lr=1.8162e-04) (hash(x)=29630613)
+1037 train 7.369134 (lr=1.8159e-04) (hash(x)=23667224)
+1038 train 7.513349 (lr=1.8156e-04) (hash(x)=25740670)
+1039 train 7.582550 (lr=1.8152e-04) (hash(x)=27161811)
+1040 train 7.697469 (lr=1.8149e-04) (hash(x)=26385663)
+1041 train 7.406387 (lr=1.8145e-04) (hash(x)=26313522)
+1042 train 7.533966 (lr=1.8142e-04) (hash(x)=26814686)
+1043 train 7.652143 (lr=1.8138e-04) (hash(x)=27302459)
+1044 train 7.920923 (lr=1.8135e-04) (hash(x)=26758132)
+1045 train 7.565704 (lr=1.8131e-04) (hash(x)=26837963)
+1046 train 7.347308 (lr=1.8128e-04) (hash(x)=22089547)
+1047 train 7.855016 (lr=1.8125e-04) (hash(x)=29515100)
+1048 train 7.547199 (lr=1.8121e-04) (hash(x)=25471442)
+1049 train 7.564531 (lr=1.8118e-04) (hash(x)=26674478)
+1050 val loss 7.5407
+1050 val perplexity 1883.1729
+1050 train 7.499954 (lr=1.8114e-04) (hash(x)=25373386)
+1051 train 7.532101 (lr=1.8111e-04) (hash(x)=25318001)
+1052 train 7.671872 (lr=1.8107e-04) (hash(x)=27255021)
+1053 train 7.596869 (lr=1.8104e-04) (hash(x)=25174043)
+1054 train 7.329278 (lr=1.8100e-04) (hash(x)=23857597)
+1055 train 7.608421 (lr=1.8097e-04) (hash(x)=25305929)
+1056 train 7.652627 (lr=1.8093e-04) (hash(x)=27009246)
+1057 train 7.708168 (lr=1.8090e-04) (hash(x)=26175477)
+1058 train 7.411429 (lr=1.8086e-04) (hash(x)=22700025)
+1059 train 7.494985 (lr=1.8083e-04) (hash(x)=24339043)
+1060 train 7.342593 (lr=1.8079e-04) (hash(x)=22139900)
+1061 train 8.095642 (lr=1.8076e-04) (hash(x)=25412772)
+1062 train 7.591067 (lr=1.8072e-04) (hash(x)=27020849)
+1063 train 7.464739 (lr=1.8069e-04) (hash(x)=26808543)
+1064 train 7.312074 (lr=1.8065e-04) (hash(x)=23061527)
+1065 train 7.480301 (lr=1.8062e-04) (hash(x)=24738650)
+1066 train 7.358087 (lr=1.8058e-04) (hash(x)=24036715)
+1067 train 7.419353 (lr=1.8055e-04) (hash(x)=25763991)
+1068 train 7.681964 (lr=1.8051e-04) (hash(x)=27393753)
+1069 train 7.795259 (lr=1.8048e-04) (hash(x)=28182190)
+1070 train 7.438668 (lr=1.8044e-04) (hash(x)=23358569)
+1071 train 7.633772 (lr=1.8041e-04) (hash(x)=25669509)
+1072 train 7.759254 (lr=1.8037e-04) (hash(x)=29139024)
+1073 train 7.635906 (lr=1.8034e-04) (hash(x)=25616522)
+1074 train 7.579144 (lr=1.8030e-04) (hash(x)=25695789)
+1075 train 7.755022 (lr=1.8027e-04) (hash(x)=27676869)
+1076 train 7.630970 (lr=1.8023e-04) (hash(x)=25952695)
+1077 train 7.621814 (lr=1.8020e-04) (hash(x)=26316170)
+1078 train 7.538635 (lr=1.8016e-04) (hash(x)=24081867)
+1079 train 7.780363 (lr=1.8012e-04) (hash(x)=28435805)
+1080 train 7.596829 (lr=1.8009e-04) (hash(x)=23375063)
+1081 train 7.608058 (lr=1.8005e-04) (hash(x)=26869022)
+1082 train 7.508696 (lr=1.8002e-04) (hash(x)=25793007)
+1083 train 7.471483 (lr=1.7998e-04) (hash(x)=23455211)
+1084 train 7.459139 (lr=1.7995e-04) (hash(x)=20441501)
+1085 train 7.805355 (lr=1.7991e-04) (hash(x)=29321187)
+1086 train 7.980718 (lr=1.7988e-04) (hash(x)=32627505)
+1087 train 7.507279 (lr=1.7984e-04) (hash(x)=26482758)
+1088 train 7.341919 (lr=1.7980e-04) (hash(x)=21431511)
+1089 train 7.608209 (lr=1.7977e-04) (hash(x)=26046639)
+1090 train 7.664225 (lr=1.7973e-04) (hash(x)=27464841)
+1091 train 7.533933 (lr=1.7970e-04) (hash(x)=27068280)
+1092 train 7.376153 (lr=1.7966e-04) (hash(x)=23119133)
+1093 train 7.590903 (lr=1.7963e-04) (hash(x)=26782091)
+1094 train 7.592534 (lr=1.7959e-04) (hash(x)=26265326)
+1095 train 7.611548 (lr=1.7955e-04) (hash(x)=24929929)
+1096 train 7.471745 (lr=1.7952e-04) (hash(x)=23158628)
+1097 train 7.582353 (lr=1.7948e-04) (hash(x)=25950541)
+1098 train 7.385513 (lr=1.7945e-04) (hash(x)=22093912)
+1099 train 7.509655 (lr=1.7941e-04) (hash(x)=25373676)
+1100 val loss 7.5192
+1100 val perplexity 1843.1649
+1100 train 7.237672 (lr=1.7937e-04) (hash(x)=18986670)
+1101 train 7.758958 (lr=1.7934e-04) (hash(x)=27283187)
+1102 train 7.516275 (lr=1.7930e-04) (hash(x)=25474743)
+1103 train 7.467639 (lr=1.7927e-04) (hash(x)=25043037)
+1104 train 7.362859 (lr=1.7923e-04) (hash(x)=23156261)
+1105 train 7.798595 (lr=1.7919e-04) (hash(x)=27027534)
+1106 train 7.412010 (lr=1.7916e-04) (hash(x)=22733630)
+1107 train 7.671575 (lr=1.7912e-04) (hash(x)=27906976)
+1108 train 7.595488 (lr=1.7909e-04) (hash(x)=27848655)
+1109 train 7.550222 (lr=1.7905e-04) (hash(x)=23889709)
+1110 train 8.598074 (lr=1.7901e-04) (hash(x)=33189918)
+1111 train 8.127861 (lr=1.7898e-04) (hash(x)=29151257)
+1112 train 7.841551 (lr=1.7894e-04) (hash(x)=23881512)
+1113 train 7.533505 (lr=1.7890e-04) (hash(x)=21307974)
+1114 train 7.561735 (lr=1.7887e-04) (hash(x)=25264524)
+1115 train 7.714073 (lr=1.7883e-04) (hash(x)=26405613)
+1116 train 7.433029 (lr=1.7879e-04) (hash(x)=21918678)
+1117 train 7.411630 (lr=1.7876e-04) (hash(x)=24233887)
+1118 train 7.037231 (lr=1.7872e-04) (hash(x)=19490509)
+1119 train 7.625034 (lr=1.7868e-04) (hash(x)=26400365)
+1120 train 7.911294 (lr=1.7865e-04) (hash(x)=28572086)
+1121 train 7.342642 (lr=1.7861e-04) (hash(x)=22293114)
+1122 train 7.492516 (lr=1.7858e-04) (hash(x)=26845479)
+1123 train 7.390512 (lr=1.7854e-04) (hash(x)=23971905)
+1124 train 7.588006 (lr=1.7850e-04) (hash(x)=25639959)
+1125 train 7.213333 (lr=1.7846e-04) (hash(x)=20076502)
+1126 train 7.597016 (lr=1.7843e-04) (hash(x)=25089255)
+1127 train 7.486894 (lr=1.7839e-04) (hash(x)=24098812)
+1128 train 7.502120 (lr=1.7835e-04) (hash(x)=23493707)
+1129 train 7.698054 (lr=1.7832e-04) (hash(x)=27610410)
+1130 train 7.473707 (lr=1.7828e-04) (hash(x)=24540186)
+1131 train 7.789114 (lr=1.7824e-04) (hash(x)=29402976)
+1132 train 7.343278 (lr=1.7821e-04) (hash(x)=23776025)
+1133 train 7.112485 (lr=1.7817e-04) (hash(x)=19032564)
+1134 train 7.667740 (lr=1.7813e-04) (hash(x)=26921117)
+1135 train 7.262917 (lr=1.7810e-04) (hash(x)=20967666)
+1136 train 7.314507 (lr=1.7806e-04) (hash(x)=23394540)
+1137 train 7.379155 (lr=1.7802e-04) (hash(x)=22666342)
+1138 train 7.541805 (lr=1.7799e-04) (hash(x)=23482498)
+1139 train 7.580124 (lr=1.7795e-04) (hash(x)=24287610)
+1140 train 7.634554 (lr=1.7791e-04) (hash(x)=24512831)
+1141 train 7.861768 (lr=1.7787e-04) (hash(x)=28637634)
+1142 train 8.047790 (lr=1.7784e-04) (hash(x)=24107127)
+1143 train 7.735231 (lr=1.7780e-04) (hash(x)=28667963)
+1144 train 7.663827 (lr=1.7776e-04) (hash(x)=26302492)
+1145 train 7.651359 (lr=1.7773e-04) (hash(x)=23621685)
+1146 train 7.447969 (lr=1.7769e-04) (hash(x)=23997414)
+1147 train 7.508716 (lr=1.7765e-04) (hash(x)=25974316)
+1148 train 7.457311 (lr=1.7761e-04) (hash(x)=23464988)
+1149 train 7.522366 (lr=1.7758e-04) (hash(x)=24487710)
+1150 val loss 7.4884
+1150 val perplexity 1787.2661
+1150 train 7.725627 (lr=1.7754e-04) (hash(x)=29610350)
+1151 train 7.795763 (lr=1.7750e-04) (hash(x)=27083417)
+1152 train 7.179572 (lr=1.7746e-04) (hash(x)=20666288)
+1153 train 7.288664 (lr=1.7743e-04) (hash(x)=22850633)
+1154 train 7.469669 (lr=1.7739e-04) (hash(x)=24741872)
+1155 train 7.862083 (lr=1.7735e-04) (hash(x)=28605205)
+1156 train 7.304068 (lr=1.7731e-04) (hash(x)=22624463)
+1157 train 7.530739 (lr=1.7728e-04) (hash(x)=24786468)
+1158 train 7.326997 (lr=1.7724e-04) (hash(x)=21365399)
+1159 train 7.506110 (lr=1.7720e-04) (hash(x)=23649001)
+1160 train 7.573897 (lr=1.7716e-04) (hash(x)=28203982)
+1161 train 7.488487 (lr=1.7713e-04) (hash(x)=26473994)
+1162 train 7.165745 (lr=1.7709e-04) (hash(x)=19476441)
+1163 train 7.425226 (lr=1.7705e-04) (hash(x)=25921700)
+1164 train 7.278801 (lr=1.7701e-04) (hash(x)=23064343)
+1165 train 7.440459 (lr=1.7698e-04) (hash(x)=24117626)
+1166 train 7.381106 (lr=1.7694e-04) (hash(x)=21764556)
+1167 train 8.206194 (lr=1.7690e-04) (hash(x)=31338300)
+1168 train 7.668926 (lr=1.7686e-04) (hash(x)=27443187)
+1169 train 7.081051 (lr=1.7682e-04) (hash(x)=21337692)
+1170 train 7.619980 (lr=1.7679e-04) (hash(x)=27845383)
+1171 train 7.424847 (lr=1.7675e-04) (hash(x)=23862328)
+1172 train 7.590317 (lr=1.7671e-04) (hash(x)=23811014)
+1173 train 7.561759 (lr=1.7667e-04) (hash(x)=24380098)
+1174 train 7.306931 (lr=1.7663e-04) (hash(x)=22351136)
+1175 train 7.542430 (lr=1.7660e-04) (hash(x)=30603174)
+1176 train 7.562850 (lr=1.7656e-04) (hash(x)=27924596)
+1177 train 7.962477 (lr=1.7652e-04) (hash(x)=30882548)
+1178 train 7.405796 (lr=1.7648e-04) (hash(x)=22339464)
+1179 train 7.255454 (lr=1.7644e-04) (hash(x)=23603806)
+1180 train 7.627725 (lr=1.7641e-04) (hash(x)=24809041)
+1181 train 7.434663 (lr=1.7637e-04) (hash(x)=24382442)
+1182 train 7.420699 (lr=1.7633e-04) (hash(x)=23134077)
+1183 train 7.455234 (lr=1.7629e-04) (hash(x)=24830965)
+1184 train 7.542210 (lr=1.7625e-04) (hash(x)=25527259)
+1185 train 7.545973 (lr=1.7621e-04) (hash(x)=25547480)
+1186 train 7.434812 (lr=1.7618e-04) (hash(x)=24424314)
+1187 train 7.803071 (lr=1.7614e-04) (hash(x)=32488729)
+1188 train 7.708823 (lr=1.7610e-04) (hash(x)=31168462)
+1189 train 7.943700 (lr=1.7606e-04) (hash(x)=31331643)
+1190 train 7.621381 (lr=1.7602e-04) (hash(x)=28746633)
+1191 train 7.588420 (lr=1.7598e-04) (hash(x)=27269893)
+1192 train 7.439607 (lr=1.7595e-04) (hash(x)=23484031)
+1193 train 7.449601 (lr=1.7591e-04) (hash(x)=23278725)
+1194 train 7.574751 (lr=1.7587e-04) (hash(x)=25440745)
+1195 train 7.595413 (lr=1.7583e-04) (hash(x)=25215077)
+1196 train 7.627596 (lr=1.7579e-04) (hash(x)=28309266)
+1197 train 7.342578 (lr=1.7575e-04) (hash(x)=22442404)
+1198 train 7.382051 (lr=1.7571e-04) (hash(x)=20775262)
+1199 train 7.469289 (lr=1.7568e-04) (hash(x)=24825041)
+1200 val loss 7.4951
+1200 val perplexity 1799.2047
+1200 train 7.620293 (lr=1.7564e-04) (hash(x)=29016896)
+1201 train 7.553763 (lr=1.7560e-04) (hash(x)=25590276)
+1202 train 7.454048 (lr=1.7556e-04) (hash(x)=22816384)
+1203 train 7.558616 (lr=1.7552e-04) (hash(x)=25893804)
+1204 train 7.423589 (lr=1.7548e-04) (hash(x)=23983816)
+1205 train 7.327469 (lr=1.7544e-04) (hash(x)=22222468)
+1206 train 7.376920 (lr=1.7540e-04) (hash(x)=23039141)
+1207 train 7.375679 (lr=1.7537e-04) (hash(x)=22724871)
+1208 train 7.404584 (lr=1.7533e-04) (hash(x)=25253062)
+1209 train 7.386433 (lr=1.7529e-04) (hash(x)=25140744)
+1210 train 7.465825 (lr=1.7525e-04) (hash(x)=24717218)
+1211 train 7.564649 (lr=1.7521e-04) (hash(x)=27317554)
+1212 train 7.199239 (lr=1.7517e-04) (hash(x)=22013236)
+1213 train 7.732085 (lr=1.7513e-04) (hash(x)=26692343)
+1214 train 7.251912 (lr=1.7509e-04) (hash(x)=19859225)
+1215 train 7.253201 (lr=1.7505e-04) (hash(x)=24683717)
+1216 train 7.299873 (lr=1.7501e-04) (hash(x)=21932013)
+1217 train 7.499578 (lr=1.7497e-04) (hash(x)=26849303)
+1218 train 7.605551 (lr=1.7494e-04) (hash(x)=26458000)
+1219 train 7.386858 (lr=1.7490e-04) (hash(x)=21584083)
+1220 train 7.727968 (lr=1.7486e-04) (hash(x)=23598625)
+1221 train 7.443994 (lr=1.7482e-04) (hash(x)=26059939)
+1222 train 7.696208 (lr=1.7478e-04) (hash(x)=25481982)
+1223 train 7.559756 (lr=1.7474e-04) (hash(x)=26190337)
+1224 train 7.748969 (lr=1.7470e-04) (hash(x)=28767755)
+1225 train 7.354610 (lr=1.7466e-04) (hash(x)=23663918)
+1226 train 7.460855 (lr=1.7462e-04) (hash(x)=21293227)
+1227 train 7.498947 (lr=1.7458e-04) (hash(x)=22249019)
+1228 train 7.603530 (lr=1.7454e-04) (hash(x)=26886529)
+1229 train 7.439468 (lr=1.7450e-04) (hash(x)=25779849)
+1230 train 7.544736 (lr=1.7446e-04) (hash(x)=26228964)
+1231 train 7.468458 (lr=1.7442e-04) (hash(x)=23086289)
+1232 train 7.584394 (lr=1.7439e-04) (hash(x)=23198922)
+1233 train 7.593962 (lr=1.7435e-04) (hash(x)=27523941)
+1234 train 7.404308 (lr=1.7431e-04) (hash(x)=24293992)
+1235 train 8.144770 (lr=1.7427e-04) (hash(x)=28047044)
+1236 train 7.597493 (lr=1.7423e-04) (hash(x)=23688671)
+1237 train 7.467319 (lr=1.7419e-04) (hash(x)=25125498)
+1238 train 7.337721 (lr=1.7415e-04) (hash(x)=21977292)
+1239 train 7.405534 (lr=1.7411e-04) (hash(x)=23593875)
+1240 train 7.328541 (lr=1.7407e-04) (hash(x)=22659030)
+1241 train 7.445402 (lr=1.7403e-04) (hash(x)=25117733)
+1242 train 7.480882 (lr=1.7399e-04) (hash(x)=22322808)
+1243 train 7.474549 (lr=1.7395e-04) (hash(x)=26059735)
+1244 train 7.439978 (lr=1.7391e-04) (hash(x)=22485526)
+1245 train 7.372036 (lr=1.7387e-04) (hash(x)=23028679)
+1246 train 7.342804 (lr=1.7383e-04) (hash(x)=22906035)
+1247 train 7.275080 (lr=1.7379e-04) (hash(x)=22414190)
+1248 train 7.540810 (lr=1.7375e-04) (hash(x)=26229624)
+1249 train 7.348702 (lr=1.7371e-04) (hash(x)=22223137)
+1250 val loss 7.4632
+1250 val perplexity 1742.7318
+1250 train 7.586666 (lr=1.7367e-04) (hash(x)=24911520)
+1251 train 7.737760 (lr=1.7363e-04) (hash(x)=24204591)
+1252 train 7.338703 (lr=1.7359e-04) (hash(x)=24379601)
+1253 train 7.288013 (lr=1.7355e-04) (hash(x)=22922475)
+1254 train 7.316411 (lr=1.7351e-04) (hash(x)=23426249)
+1255 train 7.633170 (lr=1.7347e-04) (hash(x)=26758114)
+1256 train 7.294775 (lr=1.7343e-04) (hash(x)=24027111)
+1257 train 7.458061 (lr=1.7339e-04) (hash(x)=25358064)
+1258 train 7.345957 (lr=1.7335e-04) (hash(x)=22571285)
+1259 train 7.681545 (lr=1.7331e-04) (hash(x)=20084233)
+1260 train 7.504814 (lr=1.7327e-04) (hash(x)=18786581)
+1261 train 7.456142 (lr=1.7323e-04) (hash(x)=26395104)
+1262 train 7.360456 (lr=1.7319e-04) (hash(x)=24212567)
+1263 train 7.193909 (lr=1.7315e-04) (hash(x)=21563184)
+1264 train 7.467369 (lr=1.7311e-04) (hash(x)=26490150)
+1265 train 7.545604 (lr=1.7307e-04) (hash(x)=25207694)
+1266 train 7.388043 (lr=1.7303e-04) (hash(x)=23914544)
+1267 train 7.409009 (lr=1.7299e-04) (hash(x)=23861489)
+1268 train 7.862539 (lr=1.7295e-04) (hash(x)=30714540)
+1269 train 7.388068 (lr=1.7291e-04) (hash(x)=23471007)
+1270 train 7.359091 (lr=1.7287e-04) (hash(x)=23244293)
+1271 train 7.314241 (lr=1.7282e-04) (hash(x)=19218470)
+1272 train 7.559318 (lr=1.7278e-04) (hash(x)=26965136)
+1273 train 7.343706 (lr=1.7274e-04) (hash(x)=22944035)
+1274 train 7.411860 (lr=1.7270e-04) (hash(x)=22002714)
+1275 train 7.686399 (lr=1.7266e-04) (hash(x)=28469562)
+1276 train 7.758901 (lr=1.7262e-04) (hash(x)=26889992)
+1277 train 7.733852 (lr=1.7258e-04) (hash(x)=26452814)
+1278 train 7.547634 (lr=1.7254e-04) (hash(x)=28397488)
+1279 train 7.607376 (lr=1.7250e-04) (hash(x)=25588469)
+1280 train 7.515662 (lr=1.7246e-04) (hash(x)=24833139)
+1281 train 7.365950 (lr=1.7242e-04) (hash(x)=24788298)
+1282 train 7.610981 (lr=1.7238e-04) (hash(x)=24979383)
+1283 train 7.605257 (lr=1.7234e-04) (hash(x)=25236367)
+1284 train 7.428632 (lr=1.7230e-04) (hash(x)=22638257)
+1285 train 7.293379 (lr=1.7226e-04) (hash(x)=23069067)
+1286 train 7.455967 (lr=1.7221e-04) (hash(x)=25133239)
+1287 train 8.005770 (lr=1.7217e-04) (hash(x)=30433767)
+1288 train 8.020267 (lr=1.7213e-04) (hash(x)=34319079)
+1289 train 7.880637 (lr=1.7209e-04) (hash(x)=29268881)
+1290 train 7.495551 (lr=1.7205e-04) (hash(x)=24528336)
+1291 train 7.681239 (lr=1.7201e-04) (hash(x)=26302626)
+1292 train 7.646759 (lr=1.7197e-04) (hash(x)=25479111)
+1293 train 7.823400 (lr=1.7193e-04) (hash(x)=24749682)
+1294 train 7.477518 (lr=1.7189e-04) (hash(x)=24111393)
+1295 train 7.217239 (lr=1.7185e-04) (hash(x)=17851621)
+1296 train 7.430849 (lr=1.7180e-04) (hash(x)=26463070)
+1297 train 7.470682 (lr=1.7176e-04) (hash(x)=25620741)
+1298 train 8.099274 (lr=1.7172e-04) (hash(x)=28225676)
+1299 train 7.892922 (lr=1.7168e-04) (hash(x)=27028191)
+1300 val loss 7.4852
+1300 val perplexity 1781.4608
+1300 train 7.548265 (lr=1.7164e-04) (hash(x)=29006516)
+1301 train 7.676314 (lr=1.7160e-04) (hash(x)=27590299)
+1302 train 7.794000 (lr=1.7156e-04) (hash(x)=28678983)
+1303 train 7.658986 (lr=1.7152e-04) (hash(x)=25183690)
+1304 train 7.159336 (lr=1.7147e-04) (hash(x)=19918097)
+1305 train 7.960571 (lr=1.7143e-04) (hash(x)=31114252)
+1306 train 7.895278 (lr=1.7139e-04) (hash(x)=30913255)
+1307 train 7.502710 (lr=1.7135e-04) (hash(x)=26182243)
+1308 train 7.756373 (lr=1.7131e-04) (hash(x)=27420668)
+1309 train 7.973705 (lr=1.7127e-04) (hash(x)=30419908)
+1310 train 7.835618 (lr=1.7123e-04) (hash(x)=29002281)
+1311 train 7.569394 (lr=1.7118e-04) (hash(x)=27040642)
+1312 train 7.469702 (lr=1.7114e-04) (hash(x)=26929300)
+1313 train 7.539524 (lr=1.7110e-04) (hash(x)=26240761)
+1314 train 7.601477 (lr=1.7106e-04) (hash(x)=27161876)
+1315 train 7.441991 (lr=1.7102e-04) (hash(x)=24489607)
+1316 train 7.800176 (lr=1.7098e-04) (hash(x)=27040115)
+1317 train 7.456005 (lr=1.7094e-04) (hash(x)=25012872)
+1318 train 7.125395 (lr=1.7089e-04) (hash(x)=20894720)
+1319 train 7.193933 (lr=1.7085e-04) (hash(x)=22183303)
+1320 train 7.480453 (lr=1.7081e-04) (hash(x)=26291778)
+1321 train 7.572188 (lr=1.7077e-04) (hash(x)=27682633)
+1322 train 7.369625 (lr=1.7073e-04) (hash(x)=26490892)
+1323 train 7.819389 (lr=1.7069e-04) (hash(x)=28844646)
+1324 train 8.132351 (lr=1.7064e-04) (hash(x)=29545304)
+1325 train 8.262305 (lr=1.7060e-04) (hash(x)=31082070)
+1326 train 7.840488 (lr=1.7056e-04) (hash(x)=27486316)
+1327 train 7.798950 (lr=1.7052e-04) (hash(x)=27537063)
+1328 train 7.562814 (lr=1.7048e-04) (hash(x)=26955557)
+1329 train 7.588872 (lr=1.7043e-04) (hash(x)=26125988)
+1330 train 7.594011 (lr=1.7039e-04) (hash(x)=22800125)
+1331 train 7.770929 (lr=1.7035e-04) (hash(x)=25446686)
+1332 train 7.786741 (lr=1.7031e-04) (hash(x)=28743746)
+1333 train 7.550528 (lr=1.7027e-04) (hash(x)=19819857)
+1334 train 7.334104 (lr=1.7022e-04) (hash(x)=23518628)
+1335 train 7.218433 (lr=1.7018e-04) (hash(x)=19492832)
+1336 train 7.479360 (lr=1.7014e-04) (hash(x)=24627720)
+1337 train 7.400769 (lr=1.7010e-04) (hash(x)=23741214)
+1338 train 7.479140 (lr=1.7006e-04) (hash(x)=25837914)
+1339 train 7.463142 (lr=1.7001e-04) (hash(x)=25484958)
+1340 train 7.417246 (lr=1.6997e-04) (hash(x)=23671284)
+1341 train 7.525055 (lr=1.6993e-04) (hash(x)=25525370)
+1342 train 7.604187 (lr=1.6989e-04) (hash(x)=26585300)
+1343 train 7.625894 (lr=1.6985e-04) (hash(x)=25951629)
+1344 train 7.773305 (lr=1.6980e-04) (hash(x)=28743135)
+1345 train 7.884721 (lr=1.6976e-04) (hash(x)=28557663)
+1346 train 7.362381 (lr=1.6972e-04) (hash(x)=22642751)
+1347 train 7.270549 (lr=1.6968e-04) (hash(x)=23462798)
+1348 train 7.177707 (lr=1.6963e-04) (hash(x)=24292328)
+1349 train 7.514443 (lr=1.6959e-04) (hash(x)=27320280)
+1350 val loss 7.5090
+1350 val perplexity 1824.3479
+1350 train 7.683523 (lr=1.6955e-04) (hash(x)=27352812)
+1351 train 7.530632 (lr=1.6951e-04) (hash(x)=22408682)
+1352 train 7.454286 (lr=1.6946e-04) (hash(x)=23144732)
+1353 train 7.327796 (lr=1.6942e-04) (hash(x)=22230799)
+1354 train 7.701893 (lr=1.6938e-04) (hash(x)=29747687)
+1355 train 7.862354 (lr=1.6934e-04) (hash(x)=31317970)
+1356 train 7.196084 (lr=1.6929e-04) (hash(x)=20131758)
+1357 train 7.481115 (lr=1.6925e-04) (hash(x)=24020983)
+1358 train 7.336395 (lr=1.6921e-04) (hash(x)=23998051)
+1359 train 7.443620 (lr=1.6917e-04) (hash(x)=27633457)
+1360 train 7.160432 (lr=1.6912e-04) (hash(x)=20155247)
+1361 train 7.409711 (lr=1.6908e-04) (hash(x)=23766987)
+1362 train 7.326613 (lr=1.6904e-04) (hash(x)=25960383)
+1363 train 7.607591 (lr=1.6900e-04) (hash(x)=23729283)
+1364 train 7.721182 (lr=1.6895e-04) (hash(x)=27775445)
+1365 train 7.564899 (lr=1.6891e-04) (hash(x)=25975834)
+1366 train 7.419345 (lr=1.6887e-04) (hash(x)=22765259)
+1367 train 7.679898 (lr=1.6882e-04) (hash(x)=27635080)
+1368 train 7.449221 (lr=1.6878e-04) (hash(x)=23848542)
+1369 train 7.583901 (lr=1.6874e-04) (hash(x)=27181156)
+1370 train 7.716939 (lr=1.6870e-04) (hash(x)=28321340)
+1371 train 7.486269 (lr=1.6865e-04) (hash(x)=25918780)
+1372 train 7.502399 (lr=1.6861e-04) (hash(x)=23338297)
+1373 train 7.606080 (lr=1.6857e-04) (hash(x)=22370417)
+1374 train 7.542621 (lr=1.6852e-04) (hash(x)=24272668)
+1375 train 7.233448 (lr=1.6848e-04) (hash(x)=22287596)
+1376 train 7.411998 (lr=1.6844e-04) (hash(x)=25257403)
+1377 train 7.367443 (lr=1.6840e-04) (hash(x)=21584419)
+1378 train 7.539386 (lr=1.6835e-04) (hash(x)=25318823)
+1379 train 7.325218 (lr=1.6831e-04) (hash(x)=22694623)
+1380 train 7.470384 (lr=1.6827e-04) (hash(x)=23743406)
+1381 train 7.680835 (lr=1.6822e-04) (hash(x)=30820846)
+1382 train 8.146418 (lr=1.6818e-04) (hash(x)=34639557)
+1383 train 8.006348 (lr=1.6814e-04) (hash(x)=35895440)
+1384 train 7.542362 (lr=1.6809e-04) (hash(x)=26304839)
+1385 train 7.640494 (lr=1.6805e-04) (hash(x)=27058657)
+1386 train 7.543212 (lr=1.6801e-04) (hash(x)=25209529)
+1387 train 7.457227 (lr=1.6796e-04) (hash(x)=24298886)
+1388 train 7.521503 (lr=1.6792e-04) (hash(x)=26200200)
+1389 train 7.427980 (lr=1.6788e-04) (hash(x)=27303061)
+1390 train 7.508081 (lr=1.6783e-04) (hash(x)=26531628)
+1391 train 7.539131 (lr=1.6779e-04) (hash(x)=25888847)
+1392 train 7.656781 (lr=1.6775e-04) (hash(x)=28924067)
+1393 train 7.108668 (lr=1.6770e-04) (hash(x)=21267641)
+1394 train 7.694368 (lr=1.6766e-04) (hash(x)=29419156)
+1395 train 7.962393 (lr=1.6762e-04) (hash(x)=30860646)
+1396 train 7.444911 (lr=1.6757e-04) (hash(x)=25744434)
+1397 train 7.464081 (lr=1.6753e-04) (hash(x)=26881837)
+1398 train 7.454820 (lr=1.6749e-04) (hash(x)=26676176)
+1399 train 7.669671 (lr=1.6744e-04) (hash(x)=26518800)
+1400 val loss 7.4613
+1400 val perplexity 1739.4574
+1400 train 7.412924 (lr=1.6740e-04) (hash(x)=25043238)
+1401 train 7.679705 (lr=1.6736e-04) (hash(x)=25863277)
+1402 train 7.351659 (lr=1.6731e-04) (hash(x)=24073623)
+1403 train 7.390321 (lr=1.6727e-04) (hash(x)=25385523)
+1404 train 7.454309 (lr=1.6723e-04) (hash(x)=24958112)
+1405 train 7.333978 (lr=1.6718e-04) (hash(x)=23362519)
+1406 train 7.642874 (lr=1.6714e-04) (hash(x)=29262616)
+1407 train 8.025423 (lr=1.6709e-04) (hash(x)=37519283)
+1408 train 8.254476 (lr=1.6705e-04) (hash(x)=33716930)
+1409 train 7.453205 (lr=1.6701e-04) (hash(x)=23392584)
+1410 train 7.863794 (lr=1.6696e-04) (hash(x)=22877779)
+1411 train 8.178246 (lr=1.6692e-04) (hash(x)=20564397)
+1412 train 7.676192 (lr=1.6688e-04) (hash(x)=24366235)
+1413 train 7.545192 (lr=1.6683e-04) (hash(x)=27065499)
+1414 train 7.408324 (lr=1.6679e-04) (hash(x)=26844114)
+1415 train 7.541102 (lr=1.6674e-04) (hash(x)=25141945)
+1416 train 7.741368 (lr=1.6670e-04) (hash(x)=28813116)
+1417 train 7.535479 (lr=1.6666e-04) (hash(x)=25466598)
+1418 train 7.410259 (lr=1.6661e-04) (hash(x)=22800032)
+1419 train 7.424613 (lr=1.6657e-04) (hash(x)=22717866)
+1420 train 7.924776 (lr=1.6652e-04) (hash(x)=28040763)
+1421 train 8.036046 (lr=1.6648e-04) (hash(x)=29648992)
+1422 train 7.987509 (lr=1.6644e-04) (hash(x)=31747228)
+1423 train 7.469127 (lr=1.6639e-04) (hash(x)=28527939)
+1424 train 7.387905 (lr=1.6635e-04) (hash(x)=21563992)
+1425 train 7.355699 (lr=1.6630e-04) (hash(x)=25134784)
+1426 train 7.588248 (lr=1.6626e-04) (hash(x)=28442823)
+1427 train 8.145860 (lr=1.6622e-04) (hash(x)=32757059)
+1428 train 7.311512 (lr=1.6617e-04) (hash(x)=24110500)
+1429 train 7.444421 (lr=1.6613e-04) (hash(x)=24145729)
+1430 train 7.486870 (lr=1.6608e-04) (hash(x)=23541086)
+1431 train 7.369234 (lr=1.6604e-04) (hash(x)=21942471)
+1432 train 7.495891 (lr=1.6599e-04) (hash(x)=24736836)
+1433 train 7.617962 (lr=1.6595e-04) (hash(x)=25325444)
+1434 train 7.618083 (lr=1.6591e-04) (hash(x)=25188954)
+1435 train 8.128767 (lr=1.6586e-04) (hash(x)=24247339)
+1436 train 7.610199 (lr=1.6582e-04) (hash(x)=23773363)
+1437 train 7.360164 (lr=1.6577e-04) (hash(x)=24142989)
+1438 train 7.354082 (lr=1.6573e-04) (hash(x)=24226952)
+1439 train 7.521117 (lr=1.6568e-04) (hash(x)=24955630)
+1440 train 7.471106 (lr=1.6564e-04) (hash(x)=24563233)
+1441 train 7.595089 (lr=1.6559e-04) (hash(x)=25491335)
+1442 train 7.941143 (lr=1.6555e-04) (hash(x)=33253763)
+1443 train 7.374547 (lr=1.6551e-04) (hash(x)=21368780)
+1444 train 7.446446 (lr=1.6546e-04) (hash(x)=26615500)
+1445 train 7.633299 (lr=1.6542e-04) (hash(x)=27146278)
+1446 train 7.481830 (lr=1.6537e-04) (hash(x)=25904861)
+1447 train 7.348891 (lr=1.6533e-04) (hash(x)=25541230)
+1448 train 7.504817 (lr=1.6528e-04) (hash(x)=25434227)
+1449 train 7.465474 (lr=1.6524e-04) (hash(x)=25375355)
+1450 val loss 7.4528
+1450 val perplexity 1724.6399
+1450 train 7.333466 (lr=1.6519e-04) (hash(x)=21921129)
+1451 train 7.299389 (lr=1.6515e-04) (hash(x)=23098806)
+1452 train 7.362163 (lr=1.6510e-04) (hash(x)=22000544)
+1453 train 7.275074 (lr=1.6506e-04) (hash(x)=22061174)
+1454 train 7.328092 (lr=1.6501e-04) (hash(x)=24326286)
+1455 train 7.346021 (lr=1.6497e-04) (hash(x)=23501481)
+1456 train 7.562904 (lr=1.6492e-04) (hash(x)=26397938)
+1457 train 7.485755 (lr=1.6488e-04) (hash(x)=24656430)
+1458 train 7.244646 (lr=1.6484e-04) (hash(x)=23494971)
+1459 train 7.329399 (lr=1.6479e-04) (hash(x)=23802681)
+1460 train 7.325382 (lr=1.6475e-04) (hash(x)=21990153)
+1461 train 7.359821 (lr=1.6470e-04) (hash(x)=23496118)
+1462 train 7.346255 (lr=1.6466e-04) (hash(x)=24233822)
+1463 train 7.697244 (lr=1.6461e-04) (hash(x)=22754988)
+1464 train 7.409888 (lr=1.6457e-04) (hash(x)=23116635)
+1465 train 7.139680 (lr=1.6452e-04) (hash(x)=21461650)
+1466 train 7.247116 (lr=1.6448e-04) (hash(x)=22274473)
+1467 train 7.296278 (lr=1.6443e-04) (hash(x)=22183009)
+1468 train 7.524190 (lr=1.6439e-04) (hash(x)=24972441)
+1469 train 7.308429 (lr=1.6434e-04) (hash(x)=22300616)
+1470 train 7.098048 (lr=1.6430e-04) (hash(x)=21443060)
+1471 train 7.342136 (lr=1.6425e-04) (hash(x)=23475070)
+1472 train 7.259629 (lr=1.6421e-04) (hash(x)=22316810)
+1473 train 7.683365 (lr=1.6416e-04) (hash(x)=24508407)
+1474 train 7.684052 (lr=1.6411e-04) (hash(x)=24603557)
+1475 train 7.329698 (lr=1.6407e-04) (hash(x)=23359061)
+1476 train 7.378769 (lr=1.6402e-04) (hash(x)=22950844)
+1477 train 7.473001 (lr=1.6398e-04) (hash(x)=22588667)
+1478 train 7.573476 (lr=1.6393e-04) (hash(x)=26083526)
+1479 train 7.461000 (lr=1.6389e-04) (hash(x)=23609959)
+1480 train 7.473582 (lr=1.6384e-04) (hash(x)=24088171)
+1481 train 7.441442 (lr=1.6380e-04) (hash(x)=25394852)
+1482 train 7.422492 (lr=1.6375e-04) (hash(x)=24503040)
+1483 train 7.175863 (lr=1.6371e-04) (hash(x)=22408449)
+1484 train 7.449838 (lr=1.6366e-04) (hash(x)=25069325)
+1485 train 7.461537 (lr=1.6362e-04) (hash(x)=26947398)
+1486 train 7.018434 (lr=1.6357e-04) (hash(x)=17527161)
+1487 train 7.328012 (lr=1.6353e-04) (hash(x)=23441847)
+1488 train 7.342322 (lr=1.6348e-04) (hash(x)=25592861)
+1489 train 7.284517 (lr=1.6343e-04) (hash(x)=23101350)
+1490 train 7.259502 (lr=1.6339e-04) (hash(x)=24201380)
+1491 train 7.356071 (lr=1.6334e-04) (hash(x)=23676365)
+1492 train 7.440607 (lr=1.6330e-04) (hash(x)=26668088)
+1493 train 7.558141 (lr=1.6325e-04) (hash(x)=26488811)
+1494 train 7.541734 (lr=1.6321e-04) (hash(x)=27248109)
+1495 train 7.572627 (lr=1.6316e-04) (hash(x)=23096292)
+1496 train 7.510852 (lr=1.6312e-04) (hash(x)=22101981)
+1497 train 7.666975 (lr=1.6307e-04) (hash(x)=24512380)
+1498 train 7.503694 (lr=1.6302e-04) (hash(x)=25367738)
+1499 train 7.473243 (lr=1.6298e-04) (hash(x)=27706294)
+1500 val loss 7.4411
+1500 val perplexity 1704.6854
+1500 train 7.568565 (lr=1.6293e-04) (hash(x)=24154026)
+1501 train 7.278095 (lr=1.6289e-04) (hash(x)=21892472)
+1502 train 7.377220 (lr=1.6284e-04) (hash(x)=23662543)
+1503 train 7.431460 (lr=1.6280e-04) (hash(x)=26171093)
+1504 train 7.482339 (lr=1.6275e-04) (hash(x)=25974292)
+1505 train 7.292636 (lr=1.6270e-04) (hash(x)=23191101)
+1506 train 7.591556 (lr=1.6266e-04) (hash(x)=26498861)
+1507 train 8.096083 (lr=1.6261e-04) (hash(x)=34946941)
+1508 train 7.689470 (lr=1.6257e-04) (hash(x)=25442719)
+1509 train 7.521440 (lr=1.6252e-04) (hash(x)=25569942)
+1510 train 7.238565 (lr=1.6247e-04) (hash(x)=21265828)
+1511 train 7.143584 (lr=1.6243e-04) (hash(x)=20060838)
+1512 train 7.326820 (lr=1.6238e-04) (hash(x)=22588251)
+1513 train 7.301526 (lr=1.6234e-04) (hash(x)=24581020)
+1514 train 7.282914 (lr=1.6229e-04) (hash(x)=21882493)
+1515 train 7.253404 (lr=1.6224e-04) (hash(x)=21591702)
+1516 train 7.234754 (lr=1.6220e-04) (hash(x)=19813285)
+1517 train 7.315075 (lr=1.6215e-04) (hash(x)=21870012)
+1518 train 7.373338 (lr=1.6211e-04) (hash(x)=26895498)
+1519 train 7.423821 (lr=1.6206e-04) (hash(x)=25451055)
+1520 train 7.458179 (lr=1.6201e-04) (hash(x)=25395865)
+1521 train 6.923963 (lr=1.6197e-04) (hash(x)=18989695)
+1522 train 6.818691 (lr=1.6192e-04) (hash(x)=17040678)
+1523 train 6.967176 (lr=1.6188e-04) (hash(x)=18691455)
+1524 train 7.118204 (lr=1.6183e-04) (hash(x)=19017167)
+1525 train 7.370193 (lr=1.6178e-04) (hash(x)=22406503)
+1526 train 7.489197 (lr=1.6174e-04) (hash(x)=23036138)
+1527 train 7.405382 (lr=1.6169e-04) (hash(x)=24934792)
+1528 train 7.381763 (lr=1.6164e-04) (hash(x)=22843127)
+1529 train 7.328418 (lr=1.6160e-04) (hash(x)=24249677)
+1530 train 7.192150 (lr=1.6155e-04) (hash(x)=23318555)
+1531 train 7.228328 (lr=1.6150e-04) (hash(x)=23864361)
+1532 train 7.162969 (lr=1.6146e-04) (hash(x)=20242060)
+1533 train 7.312786 (lr=1.6141e-04) (hash(x)=21549554)
+1534 train 7.179425 (lr=1.6137e-04) (hash(x)=21642024)
+1535 train 7.638876 (lr=1.6132e-04) (hash(x)=25367597)
+1536 train 7.808004 (lr=1.6127e-04) (hash(x)=27224144)
+1537 train 7.361659 (lr=1.6123e-04) (hash(x)=24409290)
+1538 train 7.397617 (lr=1.6118e-04) (hash(x)=24987180)
+1539 train 7.329643 (lr=1.6113e-04) (hash(x)=27016702)
+1540 train 7.555783 (lr=1.6109e-04) (hash(x)=25819636)
+1541 train 7.499664 (lr=1.6104e-04) (hash(x)=25520453)
+1542 train 7.257791 (lr=1.6099e-04) (hash(x)=23580496)
+1543 train 7.471596 (lr=1.6095e-04) (hash(x)=25022148)
+1544 train 7.533029 (lr=1.6090e-04) (hash(x)=25447327)
+1545 train 7.491886 (lr=1.6085e-04) (hash(x)=25010319)
+1546 train 7.396135 (lr=1.6081e-04) (hash(x)=25511777)
+1547 train 7.339833 (lr=1.6076e-04) (hash(x)=24459012)
+1548 train 7.408264 (lr=1.6071e-04) (hash(x)=25082785)
+1549 train 7.467020 (lr=1.6067e-04) (hash(x)=26528670)
+1550 val loss 7.4219
+1550 val perplexity 1672.1874
+1550 train 7.427335 (lr=1.6062e-04) (hash(x)=26684367)
+1551 train 7.381783 (lr=1.6057e-04) (hash(x)=25431365)
+1552 train 7.399567 (lr=1.6053e-04) (hash(x)=24802747)
+1553 train 7.204450 (lr=1.6048e-04) (hash(x)=24229522)
+1554 train 7.421009 (lr=1.6043e-04) (hash(x)=24757176)
+1555 train 7.549581 (lr=1.6039e-04) (hash(x)=25958785)
+1556 train 7.546783 (lr=1.6034e-04) (hash(x)=26810735)
+1557 train 7.200766 (lr=1.6029e-04) (hash(x)=22882640)
+1558 train 7.636673 (lr=1.6025e-04) (hash(x)=27220057)
+1559 train 7.905223 (lr=1.6020e-04) (hash(x)=29307788)
+1560 train 7.385269 (lr=1.6015e-04) (hash(x)=25214030)
+1561 train 7.217236 (lr=1.6010e-04) (hash(x)=23167825)
+1562 train 7.294126 (lr=1.6006e-04) (hash(x)=24658511)
+1563 train 7.448284 (lr=1.6001e-04) (hash(x)=24965435)
+1564 train 7.228677 (lr=1.5996e-04) (hash(x)=23620579)
+1565 train 7.205327 (lr=1.5992e-04) (hash(x)=23772949)
+1566 train 7.362320 (lr=1.5987e-04) (hash(x)=23807939)
+1567 train 7.552701 (lr=1.5982e-04) (hash(x)=25651929)
+1568 train 7.493996 (lr=1.5977e-04) (hash(x)=25549933)
+1569 train 7.216962 (lr=1.5973e-04) (hash(x)=23146724)
+1570 train 7.312358 (lr=1.5968e-04) (hash(x)=24099275)
+1571 train 7.489049 (lr=1.5963e-04) (hash(x)=28451031)
+1572 train 7.561460 (lr=1.5959e-04) (hash(x)=25488511)
+1573 train 7.341410 (lr=1.5954e-04) (hash(x)=23796771)
+1574 train 7.413990 (lr=1.5949e-04) (hash(x)=22642764)
+1575 train 7.519399 (lr=1.5944e-04) (hash(x)=26312387)
+1576 train 7.363932 (lr=1.5940e-04) (hash(x)=22486223)
+1577 train 7.336452 (lr=1.5935e-04) (hash(x)=21257377)
+1578 train 7.504125 (lr=1.5930e-04) (hash(x)=24328365)
+1579 train 7.538853 (lr=1.5926e-04) (hash(x)=25326650)
+1580 train 7.498844 (lr=1.5921e-04) (hash(x)=26484837)
+1581 train 7.293178 (lr=1.5916e-04) (hash(x)=24605603)
+1582 train 7.394839 (lr=1.5911e-04) (hash(x)=24668537)
+1583 train 7.297897 (lr=1.5907e-04) (hash(x)=23804913)
+1584 train 7.565239 (lr=1.5902e-04) (hash(x)=23615391)
+1585 train 7.510705 (lr=1.5897e-04) (hash(x)=24322926)
+1586 train 7.363009 (lr=1.5892e-04) (hash(x)=19753104)
+1587 train 7.730957 (lr=1.5888e-04) (hash(x)=25537529)
+1588 train 7.154263 (lr=1.5883e-04) (hash(x)=22835476)
+1589 train 7.333342 (lr=1.5878e-04) (hash(x)=25707197)
+1590 train 7.296333 (lr=1.5873e-04) (hash(x)=24191203)
+1591 train 7.532880 (lr=1.5869e-04) (hash(x)=26115519)
+1592 train 7.428520 (lr=1.5864e-04) (hash(x)=25781547)
+1593 train 7.281565 (lr=1.5859e-04) (hash(x)=24850654)
+1594 train 7.231596 (lr=1.5854e-04) (hash(x)=23300928)
+1595 train 7.438036 (lr=1.5850e-04) (hash(x)=25494804)
+1596 train 7.430566 (lr=1.5845e-04) (hash(x)=28169410)
+1597 train 7.229373 (lr=1.5840e-04) (hash(x)=21972022)
+1598 train 7.728188 (lr=1.5835e-04) (hash(x)=27687290)
+1599 train 7.624094 (lr=1.5830e-04) (hash(x)=23210747)
+1600 val loss 7.4111
+1600 val perplexity 1654.2433
+1600 train 7.613584 (lr=1.5826e-04) (hash(x)=20362758)
+1601 train 7.443011 (lr=1.5821e-04) (hash(x)=17064773)
+1602 train 7.443044 (lr=1.5816e-04) (hash(x)=17173694)
+1603 train 7.528755 (lr=1.5811e-04) (hash(x)=15717069)
+1604 train 7.620924 (lr=1.5807e-04) (hash(x)=15117973)
+1605 train 7.458972 (lr=1.5802e-04) (hash(x)=16189636)
+1606 train 7.417240 (lr=1.5797e-04) (hash(x)=16552095)
+1607 train 7.289776 (lr=1.5792e-04) (hash(x)=18463712)
+1608 train 7.480292 (lr=1.5787e-04) (hash(x)=17572155)
+1609 train 7.458167 (lr=1.5783e-04) (hash(x)=19970072)
+1610 train 7.478180 (lr=1.5778e-04) (hash(x)=20463871)
+1611 train 7.523853 (lr=1.5773e-04) (hash(x)=20705573)
+1612 train 7.264786 (lr=1.5768e-04) (hash(x)=24441646)
+1613 train 7.454805 (lr=1.5763e-04) (hash(x)=22913147)
+1614 train 7.549933 (lr=1.5759e-04) (hash(x)=23081598)
+1615 train 7.307159 (lr=1.5754e-04) (hash(x)=23245699)
+1616 train 7.265709 (lr=1.5749e-04) (hash(x)=23003072)
+1617 train 7.562505 (lr=1.5744e-04) (hash(x)=27121904)
+1618 train 7.304629 (lr=1.5739e-04) (hash(x)=25092305)
+1619 train 7.360863 (lr=1.5735e-04) (hash(x)=23444521)
+1620 train 7.394151 (lr=1.5730e-04) (hash(x)=22130531)
+1621 train 7.210051 (lr=1.5725e-04) (hash(x)=20917937)
+1622 train 7.304150 (lr=1.5720e-04) (hash(x)=22526838)
+1623 train 7.382207 (lr=1.5715e-04) (hash(x)=21770300)
+1624 train 8.437816 (lr=1.5711e-04) (hash(x)=22333537)
+1625 train 8.427959 (lr=1.5706e-04) (hash(x)=24642519)
+1626 train 7.668736 (lr=1.5701e-04) (hash(x)=25199038)
+1627 train 7.486014 (lr=1.5696e-04) (hash(x)=23334569)
+1628 train 7.374340 (lr=1.5691e-04) (hash(x)=23785360)
+1629 train 7.052560 (lr=1.5686e-04) (hash(x)=21796200)
+1630 train 7.102551 (lr=1.5682e-04) (hash(x)=22389081)
+1631 train 7.346594 (lr=1.5677e-04) (hash(x)=25387532)
+1632 train 6.956207 (lr=1.5672e-04) (hash(x)=17247578)
+1633 train 7.275692 (lr=1.5667e-04) (hash(x)=22203733)
+1634 train 7.477943 (lr=1.5662e-04) (hash(x)=24387455)
+1635 train 7.990770 (lr=1.5657e-04) (hash(x)=29466743)
+1636 train 7.380447 (lr=1.5653e-04) (hash(x)=25354152)
+1637 train 7.400131 (lr=1.5648e-04) (hash(x)=21756102)
+1638 train 7.380429 (lr=1.5643e-04) (hash(x)=23544029)
+1639 train 7.501504 (lr=1.5638e-04) (hash(x)=27718703)
+1640 train 7.469838 (lr=1.5633e-04) (hash(x)=25697138)
+1641 train 7.333755 (lr=1.5628e-04) (hash(x)=22978681)
+1642 train 7.844063 (lr=1.5624e-04) (hash(x)=29527067)
+1643 train 7.074491 (lr=1.5619e-04) (hash(x)=17631973)
+1644 train 7.391693 (lr=1.5614e-04) (hash(x)=24860172)
+1645 train 7.705828 (lr=1.5609e-04) (hash(x)=27947891)
+1646 train 7.380834 (lr=1.5604e-04) (hash(x)=23819556)
+1647 train 7.444626 (lr=1.5599e-04) (hash(x)=27661052)
+1648 train 7.212402 (lr=1.5594e-04) (hash(x)=23014209)
+1649 train 7.178001 (lr=1.5590e-04) (hash(x)=23061452)
+1650 val loss 7.3917
+1650 val perplexity 1622.4941
+1650 train 7.262699 (lr=1.5585e-04) (hash(x)=21949051)
+1651 train 7.314879 (lr=1.5580e-04) (hash(x)=22244096)
+1652 train 7.297383 (lr=1.5575e-04) (hash(x)=25997585)
+1653 train 7.386664 (lr=1.5570e-04) (hash(x)=25389713)
+1654 train 7.336197 (lr=1.5565e-04) (hash(x)=24390520)
+1655 train 7.523683 (lr=1.5560e-04) (hash(x)=26538928)
+1656 train 7.498282 (lr=1.5555e-04) (hash(x)=28708088)
+1657 train 7.590643 (lr=1.5551e-04) (hash(x)=25685569)
+1658 train 7.128346 (lr=1.5546e-04) (hash(x)=22163531)
+1659 train 7.314691 (lr=1.5541e-04) (hash(x)=26256802)
+1660 train 7.774151 (lr=1.5536e-04) (hash(x)=30016026)
+1661 train 7.340255 (lr=1.5531e-04) (hash(x)=24412323)
+1662 train 7.436494 (lr=1.5526e-04) (hash(x)=24722307)
+1663 train 7.335718 (lr=1.5521e-04) (hash(x)=21772654)
+1664 train 7.233296 (lr=1.5516e-04) (hash(x)=24984527)
+1665 train 7.369972 (lr=1.5511e-04) (hash(x)=25456825)
+1666 train 7.689551 (lr=1.5507e-04) (hash(x)=24383976)
+1667 train 7.626302 (lr=1.5502e-04) (hash(x)=25026277)
+1668 train 7.573529 (lr=1.5497e-04) (hash(x)=28121715)
+1669 train 7.564960 (lr=1.5492e-04) (hash(x)=26855439)
+1670 train 7.606146 (lr=1.5487e-04) (hash(x)=33370924)
+1671 train 7.496021 (lr=1.5482e-04) (hash(x)=26263254)
+1672 train 7.930768 (lr=1.5477e-04) (hash(x)=29958158)
+1673 train 7.223283 (lr=1.5472e-04) (hash(x)=21917396)
+1674 train 7.364328 (lr=1.5467e-04) (hash(x)=24196295)
+1675 train 7.395607 (lr=1.5462e-04) (hash(x)=24726314)
+1676 train 7.178664 (lr=1.5457e-04) (hash(x)=22137742)
+1677 train 7.299927 (lr=1.5453e-04) (hash(x)=24375100)
+1678 train 7.261694 (lr=1.5448e-04) (hash(x)=23965039)
+1679 train 7.321152 (lr=1.5443e-04) (hash(x)=23552356)
+1680 train 7.271034 (lr=1.5438e-04) (hash(x)=26136969)
+1681 train 7.534191 (lr=1.5433e-04) (hash(x)=25343112)
+1682 train 7.229228 (lr=1.5428e-04) (hash(x)=22831508)
+1683 train 7.503021 (lr=1.5423e-04) (hash(x)=26699819)
+1684 train 7.573288 (lr=1.5418e-04) (hash(x)=25435504)
+1685 train 7.751756 (lr=1.5413e-04) (hash(x)=25218858)
+1686 train 8.359079 (lr=1.5408e-04) (hash(x)=25664448)
+1687 train 7.391278 (lr=1.5403e-04) (hash(x)=22707141)
+1688 train 7.591639 (lr=1.5398e-04) (hash(x)=28001383)
+1689 train 7.817018 (lr=1.5393e-04) (hash(x)=29168269)
+1690 train 7.751517 (lr=1.5389e-04) (hash(x)=29637522)
+1691 train 7.772682 (lr=1.5384e-04) (hash(x)=25676149)
+1692 train 7.253782 (lr=1.5379e-04) (hash(x)=20919831)
+1693 train 7.439703 (lr=1.5374e-04) (hash(x)=24324401)
+1694 train 7.521224 (lr=1.5369e-04) (hash(x)=26862625)
+1695 train 7.864202 (lr=1.5364e-04) (hash(x)=34234481)
+1696 train 7.466766 (lr=1.5359e-04) (hash(x)=27415195)
+1697 train 7.304582 (lr=1.5354e-04) (hash(x)=24511386)
+1698 train 7.446454 (lr=1.5349e-04) (hash(x)=26904299)
+1699 train 7.276269 (lr=1.5344e-04) (hash(x)=25401624)
+1700 val loss 7.3862
+1700 val perplexity 1613.5490
+1700 train 7.334939 (lr=1.5339e-04) (hash(x)=26498489)
+1701 train 7.321501 (lr=1.5334e-04) (hash(x)=22340685)
+1702 train 7.417676 (lr=1.5329e-04) (hash(x)=26396757)
+1703 train 7.987035 (lr=1.5324e-04) (hash(x)=35008670)
+1704 train 7.748893 (lr=1.5319e-04) (hash(x)=31782020)
+1705 train 7.638364 (lr=1.5314e-04) (hash(x)=29662286)
+1706 train 7.772971 (lr=1.5309e-04) (hash(x)=34215782)
+1707 train 7.291149 (lr=1.5304e-04) (hash(x)=25682280)
+1708 train 7.589220 (lr=1.5299e-04) (hash(x)=27109048)
+1709 train 7.632959 (lr=1.5294e-04) (hash(x)=27686498)
+1710 train 7.400836 (lr=1.5289e-04) (hash(x)=24247565)
+1711 train 7.411729 (lr=1.5284e-04) (hash(x)=25891543)
+1712 train 7.502205 (lr=1.5279e-04) (hash(x)=26436778)
+1713 train 7.162399 (lr=1.5274e-04) (hash(x)=22538881)
+1714 train 7.156499 (lr=1.5270e-04) (hash(x)=21993512)
+1715 train 7.612144 (lr=1.5265e-04) (hash(x)=25962407)
+1716 train 7.389267 (lr=1.5260e-04) (hash(x)=24130284)
+1717 train 7.251495 (lr=1.5255e-04) (hash(x)=24819073)
+1718 train 7.117529 (lr=1.5250e-04) (hash(x)=23496648)
+1719 train 7.233654 (lr=1.5245e-04) (hash(x)=21971224)
+1720 train 7.103235 (lr=1.5240e-04) (hash(x)=21498081)
+1721 train 7.178840 (lr=1.5235e-04) (hash(x)=20951317)
+1722 train 7.671388 (lr=1.5230e-04) (hash(x)=28848134)
+1723 train 7.676704 (lr=1.5225e-04) (hash(x)=30838142)
+1724 train 7.629888 (lr=1.5220e-04) (hash(x)=28844392)
+1725 train 7.293331 (lr=1.5215e-04) (hash(x)=23102419)
+1726 train 7.371301 (lr=1.5210e-04) (hash(x)=22374479)
+1727 train 7.583824 (lr=1.5205e-04) (hash(x)=27312186)
+1728 train 7.917982 (lr=1.5200e-04) (hash(x)=34362559)
+1729 train 7.827619 (lr=1.5195e-04) (hash(x)=30920030)
+1730 train 7.205449 (lr=1.5190e-04) (hash(x)=23684126)
+1731 train 7.458019 (lr=1.5185e-04) (hash(x)=23657081)
+1732 train 7.641744 (lr=1.5180e-04) (hash(x)=28463299)
+1733 train 7.909583 (lr=1.5175e-04) (hash(x)=35351214)
+1734 train 7.471416 (lr=1.5170e-04) (hash(x)=28855662)
+1735 train 7.044827 (lr=1.5165e-04) (hash(x)=22163749)
+1736 train 7.035810 (lr=1.5160e-04) (hash(x)=22024585)
+1737 train 7.211605 (lr=1.5155e-04) (hash(x)=24629160)
+1738 train 7.299595 (lr=1.5150e-04) (hash(x)=25220941)
+1739 train 7.244498 (lr=1.5145e-04) (hash(x)=24829818)
+1740 train 7.568913 (lr=1.5139e-04) (hash(x)=28453898)
+1741 train 7.633195 (lr=1.5134e-04) (hash(x)=25424550)
+1742 train 7.317288 (lr=1.5129e-04) (hash(x)=23437814)
+1743 train 7.388933 (lr=1.5124e-04) (hash(x)=25942888)
+1744 train 7.371501 (lr=1.5119e-04) (hash(x)=24503801)
+1745 train 7.659509 (lr=1.5114e-04) (hash(x)=26418501)
+1746 train 7.544225 (lr=1.5109e-04) (hash(x)=27177691)
+1747 train 7.302452 (lr=1.5104e-04) (hash(x)=23785671)
+1748 train 7.653712 (lr=1.5099e-04) (hash(x)=27362772)
+1749 train 7.491914 (lr=1.5094e-04) (hash(x)=25097859)
+1750 val loss 7.4241
+1750 val perplexity 1675.8538
+1750 train 7.398105 (lr=1.5089e-04) (hash(x)=24662466)
+1751 train 7.315423 (lr=1.5084e-04) (hash(x)=25493916)
+1752 train 7.408375 (lr=1.5079e-04) (hash(x)=24655868)
+1753 train 7.676053 (lr=1.5074e-04) (hash(x)=19819210)
+1754 train 7.228853 (lr=1.5069e-04) (hash(x)=21377155)
+1755 train 8.029016 (lr=1.5064e-04) (hash(x)=28618702)
+1756 train 7.939727 (lr=1.5059e-04) (hash(x)=27324953)
+1757 train 7.712291 (lr=1.5054e-04) (hash(x)=29707907)
+1758 train 7.472987 (lr=1.5049e-04) (hash(x)=24485921)
+1759 train 7.547792 (lr=1.5044e-04) (hash(x)=24289951)
+1760 train 7.251049 (lr=1.5039e-04) (hash(x)=22496716)
+1761 train 7.365695 (lr=1.5034e-04) (hash(x)=25147026)
+1762 train 7.452530 (lr=1.5029e-04) (hash(x)=26851828)
+1763 train 7.405739 (lr=1.5024e-04) (hash(x)=26331486)
+1764 train 7.285439 (lr=1.5018e-04) (hash(x)=24383054)
+1765 train 7.511705 (lr=1.5013e-04) (hash(x)=25885126)
+1766 train 7.476259 (lr=1.5008e-04) (hash(x)=25848470)
+1767 train 7.275662 (lr=1.5003e-04) (hash(x)=23648671)
+1768 train 7.228921 (lr=1.4998e-04) (hash(x)=23168674)
+1769 train 7.083650 (lr=1.4993e-04) (hash(x)=20252079)
+1770 train 7.287660 (lr=1.4988e-04) (hash(x)=23914287)
+1771 train 7.598964 (lr=1.4983e-04) (hash(x)=27292797)
+1772 train 6.836681 (lr=1.4978e-04) (hash(x)=16175151)
+1773 train 6.945499 (lr=1.4973e-04) (hash(x)=18317379)
+1774 train 7.313827 (lr=1.4968e-04) (hash(x)=24464271)
+1775 train 7.293664 (lr=1.4963e-04) (hash(x)=24992055)
+1776 train 7.955152 (lr=1.4958e-04) (hash(x)=26032451)
+1777 train 7.692388 (lr=1.4953e-04) (hash(x)=24734221)
+1778 train 7.669325 (lr=1.4947e-04) (hash(x)=25413430)
+1779 train 7.527295 (lr=1.4942e-04) (hash(x)=24398330)
+1780 train 7.392790 (lr=1.4937e-04) (hash(x)=24568049)
+1781 train 7.290550 (lr=1.4932e-04) (hash(x)=23573984)
+1782 train 7.493874 (lr=1.4927e-04) (hash(x)=27338410)
+1783 train 7.446908 (lr=1.4922e-04) (hash(x)=26005549)
+1784 train 7.308959 (lr=1.4917e-04) (hash(x)=24332331)
+1785 train 7.159361 (lr=1.4912e-04) (hash(x)=22583878)
+1786 train 7.321544 (lr=1.4907e-04) (hash(x)=24599113)
+1787 train 7.755334 (lr=1.4902e-04) (hash(x)=30259737)
+1788 train 7.519524 (lr=1.4897e-04) (hash(x)=26504237)
+1789 train 7.382997 (lr=1.4891e-04) (hash(x)=25196470)
+1790 train 7.284232 (lr=1.4886e-04) (hash(x)=23607871)
+1791 train 7.195536 (lr=1.4881e-04) (hash(x)=21046554)
+1792 train 7.475659 (lr=1.4876e-04) (hash(x)=27285635)
+1793 train 7.413747 (lr=1.4871e-04) (hash(x)=25454371)
+1794 train 7.483853 (lr=1.4866e-04) (hash(x)=26486575)
+1795 train 6.944235 (lr=1.4861e-04) (hash(x)=18773877)
+1796 train 7.127643 (lr=1.4856e-04) (hash(x)=22506761)
+1797 train 7.375667 (lr=1.4851e-04) (hash(x)=24645168)
+1798 train 7.462008 (lr=1.4846e-04) (hash(x)=25046236)
+1799 train 7.509509 (lr=1.4840e-04) (hash(x)=26321539)
+1800 val loss 7.3611
+1800 val perplexity 1573.6171
+1800 train 7.283519 (lr=1.4835e-04) (hash(x)=24602494)
+1801 train 7.481577 (lr=1.4830e-04) (hash(x)=25722713)
+1802 train 7.219048 (lr=1.4825e-04) (hash(x)=23711219)
+1803 train 7.347841 (lr=1.4820e-04) (hash(x)=22850804)
+1804 train 7.681991 (lr=1.4815e-04) (hash(x)=25829388)
+1805 train 7.215493 (lr=1.4810e-04) (hash(x)=22503524)
+1806 train 7.493742 (lr=1.4805e-04) (hash(x)=26669453)
+1807 train 7.399320 (lr=1.4799e-04) (hash(x)=27807872)
+1808 train 7.410016 (lr=1.4794e-04) (hash(x)=23543560)
+1809 train 7.558102 (lr=1.4789e-04) (hash(x)=25845590)
+1810 train 7.338853 (lr=1.4784e-04) (hash(x)=23026635)
+1811 train 7.293640 (lr=1.4779e-04) (hash(x)=25545137)
+1812 train 7.798065 (lr=1.4774e-04) (hash(x)=27746841)
+1813 train 7.178151 (lr=1.4769e-04) (hash(x)=25471231)
+1814 train 7.337848 (lr=1.4764e-04) (hash(x)=24333204)
+1815 train 7.168788 (lr=1.4758e-04) (hash(x)=21555364)
+1816 train 7.390189 (lr=1.4753e-04) (hash(x)=26317977)
+1817 train 7.425731 (lr=1.4748e-04) (hash(x)=24474988)
+1818 train 7.202350 (lr=1.4743e-04) (hash(x)=21975953)
+1819 train 7.752751 (lr=1.4738e-04) (hash(x)=27243798)
+1820 train 7.354698 (lr=1.4733e-04) (hash(x)=25097367)
+1821 train 7.269377 (lr=1.4728e-04) (hash(x)=24419085)
+1822 train 7.213040 (lr=1.4722e-04) (hash(x)=23058837)
+1823 train 7.336942 (lr=1.4717e-04) (hash(x)=26325324)
+1824 train 7.087615 (lr=1.4712e-04) (hash(x)=20581023)
+1825 train 7.394899 (lr=1.4707e-04) (hash(x)=24822111)
+1826 train 7.203331 (lr=1.4702e-04) (hash(x)=24336304)
+1827 train 7.384494 (lr=1.4697e-04) (hash(x)=26228728)
+1828 train 7.512310 (lr=1.4691e-04) (hash(x)=26445781)
+1829 train 7.523616 (lr=1.4686e-04) (hash(x)=24707042)
+1830 train 7.820026 (lr=1.4681e-04) (hash(x)=27882744)
+1831 train 7.297761 (lr=1.4676e-04) (hash(x)=24956294)
+1832 train 7.120910 (lr=1.4671e-04) (hash(x)=20984728)
+1833 train 7.142688 (lr=1.4666e-04) (hash(x)=23424737)
+1834 train 7.550031 (lr=1.4660e-04) (hash(x)=26207120)
+1835 train 7.547705 (lr=1.4655e-04) (hash(x)=25592289)
+1836 train 7.230104 (lr=1.4650e-04) (hash(x)=24326649)
+1837 train 7.402763 (lr=1.4645e-04) (hash(x)=26826109)
+1838 train 7.349364 (lr=1.4640e-04) (hash(x)=24759294)
+1839 train 7.369251 (lr=1.4635e-04) (hash(x)=24429389)
+1840 train 7.315778 (lr=1.4629e-04) (hash(x)=25537519)
+1841 train 7.331338 (lr=1.4624e-04) (hash(x)=24747421)
+1842 train 7.208848 (lr=1.4619e-04) (hash(x)=23079065)
+1843 train 7.591408 (lr=1.4614e-04) (hash(x)=28733708)
+1844 train 7.335758 (lr=1.4609e-04) (hash(x)=23937742)
+1845 train 7.630711 (lr=1.4604e-04) (hash(x)=29704803)
+1846 train 7.804163 (lr=1.4598e-04) (hash(x)=34617155)
+1847 train 7.510725 (lr=1.4593e-04) (hash(x)=27929846)
+1848 train 7.862694 (lr=1.4588e-04) (hash(x)=28280878)
+1849 train 6.938325 (lr=1.4583e-04) (hash(x)=18961171)
+1850 val loss 7.3708
+1850 val perplexity 1588.8945
+1850 train 7.458823 (lr=1.4578e-04) (hash(x)=27146015)
+1851 train 7.242453 (lr=1.4572e-04) (hash(x)=22417476)
+1852 train 7.418354 (lr=1.4567e-04) (hash(x)=24583152)
+1853 train 7.431844 (lr=1.4562e-04) (hash(x)=26364120)
+1854 train 7.612901 (lr=1.4557e-04) (hash(x)=25946767)
+1855 train 7.451012 (lr=1.4552e-04) (hash(x)=25282897)
+1856 train 7.405148 (lr=1.4546e-04) (hash(x)=25154557)
+1857 train 7.110167 (lr=1.4541e-04) (hash(x)=22082503)
+1858 train 7.148811 (lr=1.4536e-04) (hash(x)=23974606)
+1859 train 7.303853 (lr=1.4531e-04) (hash(x)=22278062)
+1860 train 7.216537 (lr=1.4526e-04) (hash(x)=19509639)
+1861 train 7.503419 (lr=1.4520e-04) (hash(x)=24271468)
+1862 train 7.104127 (lr=1.4515e-04) (hash(x)=21943809)
+1863 train 7.322714 (lr=1.4510e-04) (hash(x)=26802508)
+1864 train 7.876977 (lr=1.4505e-04) (hash(x)=34178409)
+1865 train 7.996706 (lr=1.4500e-04) (hash(x)=33468379)
+1866 train 7.244541 (lr=1.4494e-04) (hash(x)=22109262)
+1867 train 7.037815 (lr=1.4489e-04) (hash(x)=22094832)
+1868 train 7.273154 (lr=1.4484e-04) (hash(x)=24016953)
+1869 train 7.526350 (lr=1.4479e-04) (hash(x)=26759850)
+1870 train 7.392551 (lr=1.4474e-04) (hash(x)=23570779)
+1871 train 7.769624 (lr=1.4468e-04) (hash(x)=28390416)
+1872 train 7.791414 (lr=1.4463e-04) (hash(x)=26215770)
+1873 train 7.644415 (lr=1.4458e-04) (hash(x)=22727956)
+1874 train 7.446382 (lr=1.4453e-04) (hash(x)=21304587)
+1875 train 7.726724 (lr=1.4447e-04) (hash(x)=26379331)
+1876 train 7.783021 (lr=1.4442e-04) (hash(x)=25252419)
+1877 train 7.629682 (lr=1.4437e-04) (hash(x)=25048158)
+1878 train 7.574242 (lr=1.4432e-04) (hash(x)=23588991)
+1879 train 7.573280 (lr=1.4427e-04) (hash(x)=26292451)
+1880 train 7.431454 (lr=1.4421e-04) (hash(x)=23617086)
+1881 train 7.330258 (lr=1.4416e-04) (hash(x)=23336031)
+1882 train 7.320919 (lr=1.4411e-04) (hash(x)=19198742)
+1883 train 7.997247 (lr=1.4406e-04) (hash(x)=26301866)
+1884 train 7.983585 (lr=1.4400e-04) (hash(x)=30114703)
+1885 train 7.539153 (lr=1.4395e-04) (hash(x)=26687040)
+1886 train 7.382946 (lr=1.4390e-04) (hash(x)=25810717)
+1887 train 7.192689 (lr=1.4385e-04) (hash(x)=22915344)
+1888 train 7.517217 (lr=1.4379e-04) (hash(x)=27046189)
+1889 train 7.096809 (lr=1.4374e-04) (hash(x)=19831900)
+1890 train 7.483636 (lr=1.4369e-04) (hash(x)=27786987)
+1891 train 7.367326 (lr=1.4364e-04) (hash(x)=25448318)
+1892 train 7.372167 (lr=1.4358e-04) (hash(x)=25166953)
+1893 train 7.350670 (lr=1.4353e-04) (hash(x)=24993116)
+1894 train 7.415283 (lr=1.4348e-04) (hash(x)=25748002)
+1895 train 7.623775 (lr=1.4343e-04) (hash(x)=24744383)
+1896 train 7.370906 (lr=1.4337e-04) (hash(x)=25560120)
+1897 train 7.186038 (lr=1.4332e-04) (hash(x)=23731849)
+1898 train 7.220933 (lr=1.4327e-04) (hash(x)=24115851)
+1899 train 7.249841 (lr=1.4322e-04) (hash(x)=22835201)
+1900 val loss 7.3766
+1900 val perplexity 1598.2212
+1900 train 7.025630 (lr=1.4316e-04) (hash(x)=21927896)
+1901 train 7.413840 (lr=1.4311e-04) (hash(x)=24652361)
+1902 train 7.609656 (lr=1.4306e-04) (hash(x)=27332405)
+1903 train 7.404773 (lr=1.4301e-04) (hash(x)=26284678)
+1904 train 7.381489 (lr=1.4295e-04) (hash(x)=23441305)
+1905 train 7.468060 (lr=1.4290e-04) (hash(x)=27522881)
+1906 train 7.514740 (lr=1.4285e-04) (hash(x)=25521191)
+1907 train 7.285646 (lr=1.4280e-04) (hash(x)=24745936)
+1908 train 7.201126 (lr=1.4274e-04) (hash(x)=21653364)
+1909 train 7.231824 (lr=1.4269e-04) (hash(x)=21973969)
+1910 train 7.237419 (lr=1.4264e-04) (hash(x)=24318192)
+1911 train 7.192297 (lr=1.4258e-04) (hash(x)=21654269)
+1912 train 7.254066 (lr=1.4253e-04) (hash(x)=24142904)
+1913 train 7.136388 (lr=1.4248e-04) (hash(x)=21708739)
+1914 train 7.380311 (lr=1.4243e-04) (hash(x)=22937923)
+1915 train 7.948709 (lr=1.4237e-04) (hash(x)=32387999)
+1916 train 8.111959 (lr=1.4232e-04) (hash(x)=28958671)
+1917 train 8.130831 (lr=1.4227e-04) (hash(x)=32662682)
+1918 train 8.035621 (lr=1.4222e-04) (hash(x)=31364539)
+1919 train 8.105278 (lr=1.4216e-04) (hash(x)=29466268)
+1920 train 8.106369 (lr=1.4211e-04) (hash(x)=31407564)
+1921 train 7.910625 (lr=1.4206e-04) (hash(x)=28372973)
+1922 train 8.066846 (lr=1.4200e-04) (hash(x)=28620993)
+1923 train 8.069340 (lr=1.4195e-04) (hash(x)=30736727)
+1924 train 8.010571 (lr=1.4190e-04) (hash(x)=30370374)
+1925 train 7.935004 (lr=1.4185e-04) (hash(x)=29935562)
+1926 train 7.929082 (lr=1.4179e-04) (hash(x)=30528627)
+1927 train 7.955107 (lr=1.4174e-04) (hash(x)=32616762)
+1928 train 7.801029 (lr=1.4169e-04) (hash(x)=29150044)
+1929 train 7.971021 (lr=1.4163e-04) (hash(x)=32861403)
+1930 train 7.921162 (lr=1.4158e-04) (hash(x)=31053918)
+1931 train 7.818897 (lr=1.4153e-04) (hash(x)=29358578)
+1932 train 7.903773 (lr=1.4147e-04) (hash(x)=31521292)
+1933 train 7.851202 (lr=1.4142e-04) (hash(x)=31218966)
+1934 train 7.850513 (lr=1.4137e-04) (hash(x)=31811872)
+1935 train 8.021227 (lr=1.4132e-04) (hash(x)=32201138)
+1936 train 7.778070 (lr=1.4126e-04) (hash(x)=28631348)
+1937 train 7.861200 (lr=1.4121e-04) (hash(x)=30545133)
+1938 train 7.917662 (lr=1.4116e-04) (hash(x)=32136080)
+1939 train 7.972374 (lr=1.4110e-04) (hash(x)=30041621)
+1940 train 7.789993 (lr=1.4105e-04) (hash(x)=30537181)
+1941 train 7.804097 (lr=1.4100e-04) (hash(x)=30371023)
+1942 train 7.939886 (lr=1.4094e-04) (hash(x)=30734634)
+1943 train 7.858467 (lr=1.4089e-04) (hash(x)=33683468)
+1944 train 7.916838 (lr=1.4084e-04) (hash(x)=30472451)
+1945 train 7.737354 (lr=1.4078e-04) (hash(x)=29809830)
+1946 train 7.533173 (lr=1.4073e-04) (hash(x)=26077593)
+1947 train 7.555912 (lr=1.4068e-04) (hash(x)=26837755)
+1948 train 7.528078 (lr=1.4063e-04) (hash(x)=23910920)
+1949 train 7.504462 (lr=1.4057e-04) (hash(x)=26084089)
+1950 val loss 7.4681
+1950 val perplexity 1751.2587
+1950 train 7.670559 (lr=1.4052e-04) (hash(x)=26963533)
+1951 train 7.534390 (lr=1.4047e-04) (hash(x)=27498125)
+1952 train 7.663857 (lr=1.4041e-04) (hash(x)=29512508)
+1953 train 7.863080 (lr=1.4036e-04) (hash(x)=34478395)
+1954 train 7.596715 (lr=1.4031e-04) (hash(x)=25357046)
+1955 train 7.409717 (lr=1.4025e-04) (hash(x)=22372507)
+1956 train 7.363355 (lr=1.4020e-04) (hash(x)=24501779)
+1957 train 7.410160 (lr=1.4015e-04) (hash(x)=25638879)
+1958 train 7.255287 (lr=1.4009e-04) (hash(x)=24243109)
+1959 train 7.245857 (lr=1.4004e-04) (hash(x)=25164318)
+1960 train 7.383896 (lr=1.3999e-04) (hash(x)=24139533)
+1961 train 7.402897 (lr=1.3993e-04) (hash(x)=27271900)
+1962 train 7.268352 (lr=1.3988e-04) (hash(x)=24869232)
+1963 train 7.439406 (lr=1.3983e-04) (hash(x)=26562947)
+1964 train 7.359503 (lr=1.3977e-04) (hash(x)=26477326)
+1965 train 7.460117 (lr=1.3972e-04) (hash(x)=24917192)
+1966 train 7.244346 (lr=1.3967e-04) (hash(x)=23110147)
+1967 train 7.371056 (lr=1.3961e-04) (hash(x)=25690221)
+1968 train 7.743857 (lr=1.3956e-04) (hash(x)=26999273)
+1969 train 7.397488 (lr=1.3951e-04) (hash(x)=24807841)
+1970 train 7.313692 (lr=1.3945e-04) (hash(x)=23918831)
+1971 train 7.265836 (lr=1.3940e-04) (hash(x)=21947305)
+1972 train 7.309865 (lr=1.3935e-04) (hash(x)=22874486)
+1973 train 7.227818 (lr=1.3929e-04) (hash(x)=22195089)
+1974 train 7.342461 (lr=1.3924e-04) (hash(x)=25345359)
+1975 train 7.491669 (lr=1.3918e-04) (hash(x)=29031550)
+1976 train 7.467710 (lr=1.3913e-04) (hash(x)=29947423)
+1977 train 7.639959 (lr=1.3908e-04) (hash(x)=29395823)
+1978 train 7.402033 (lr=1.3902e-04) (hash(x)=26968216)
+1979 train 7.454800 (lr=1.3897e-04) (hash(x)=26551589)
+1980 train 7.432500 (lr=1.3892e-04) (hash(x)=25657210)
+1981 train 7.408823 (lr=1.3886e-04) (hash(x)=23689487)
+1982 train 7.513907 (lr=1.3881e-04) (hash(x)=25744240)
+1983 train 7.507813 (lr=1.3876e-04) (hash(x)=24094093)
+1984 train 7.267200 (lr=1.3870e-04) (hash(x)=21724872)
+1985 train 7.311403 (lr=1.3865e-04) (hash(x)=24106453)
+1986 train 7.325658 (lr=1.3860e-04) (hash(x)=25004577)
+1987 train 7.318784 (lr=1.3854e-04) (hash(x)=23639076)
+1988 train 7.581506 (lr=1.3849e-04) (hash(x)=29408797)
+1989 train 7.219393 (lr=1.3843e-04) (hash(x)=25107314)
+1990 train 9.796709 (lr=1.3838e-04) (hash(x)=49896019)
+1991 train 11.389509 (lr=1.3833e-04) (hash(x)=61455960)
+1992 train 11.199609 (lr=1.3827e-04) (hash(x)=63788199)
+1993 train 11.218637 (lr=1.3822e-04) (hash(x)=63899424)
+1994 train 10.892535 (lr=1.3817e-04) (hash(x)=66412689)
+1995 train 10.461685 (lr=1.3811e-04) (hash(x)=65636572)
+1996 train 10.607290 (lr=1.3806e-04) (hash(x)=69649789)
+1997 train 10.333987 (lr=1.3801e-04) (hash(x)=71578682)
+1998 train 9.442017 (lr=1.3795e-04) (hash(x)=58341730)
+1999 train 9.376145 (lr=1.3790e-04) (hash(x)=61104710)
+2000 val loss 8.0253
+2000 val perplexity 3057.3850
+2000 train 8.889552 (lr=1.3784e-04) (hash(x)=52865322)
+2001 train 8.246135 (lr=1.3779e-04) (hash(x)=23633693)
+2002 train 8.266812 (lr=1.3774e-04) (hash(x)=25297571)
+2003 train 8.363865 (lr=1.3768e-04) (hash(x)=24123821)
+2004 train 7.665681 (lr=1.3763e-04) (hash(x)=20161517)
+2005 train 7.522065 (lr=1.3757e-04) (hash(x)=19919984)
+2006 train 7.492342 (lr=1.3752e-04) (hash(x)=18626507)
+2007 train 7.607999 (lr=1.3747e-04) (hash(x)=20881126)
+2008 train 7.794594 (lr=1.3741e-04) (hash(x)=26261448)
+2009 train 7.876622 (lr=1.3736e-04) (hash(x)=27528050)
+2010 train 7.853878 (lr=1.3731e-04) (hash(x)=26692097)
+2011 train 7.571602 (lr=1.3725e-04) (hash(x)=23209969)
+2012 train 7.513298 (lr=1.3720e-04) (hash(x)=26083446)
+2013 train 7.739723 (lr=1.3714e-04) (hash(x)=28426467)
+2014 train 7.575832 (lr=1.3709e-04) (hash(x)=26158154)
+2015 train 7.660184 (lr=1.3704e-04) (hash(x)=26920243)
+2016 train 7.348814 (lr=1.3698e-04) (hash(x)=21365321)
+2017 train 7.426000 (lr=1.3693e-04) (hash(x)=25730699)
+2018 train 7.517088 (lr=1.3687e-04) (hash(x)=25177106)
+2019 train 7.414274 (lr=1.3682e-04) (hash(x)=26127756)
+2020 train 7.006407 (lr=1.3677e-04) (hash(x)=19770037)
+2021 train 7.407041 (lr=1.3671e-04) (hash(x)=26479346)
+2022 train 7.413276 (lr=1.3666e-04) (hash(x)=25967643)
+2023 train 7.342382 (lr=1.3660e-04) (hash(x)=21970343)
+2024 train 7.572060 (lr=1.3655e-04) (hash(x)=26449648)
+2025 train 7.514812 (lr=1.3650e-04) (hash(x)=24874094)
+2026 train 7.112282 (lr=1.3644e-04) (hash(x)=21399697)
+2027 train 7.330024 (lr=1.3639e-04) (hash(x)=24097897)
+2028 train 7.358948 (lr=1.3633e-04) (hash(x)=24453548)
+2029 train 7.500507 (lr=1.3628e-04) (hash(x)=26692093)
+2030 train 7.317958 (lr=1.3623e-04) (hash(x)=27217002)
+2031 train 7.656145 (lr=1.3617e-04) (hash(x)=31676352)
+2032 train 7.371322 (lr=1.3612e-04) (hash(x)=23396350)
+2033 train 7.411235 (lr=1.3606e-04) (hash(x)=26245173)
+2034 train 7.475589 (lr=1.3601e-04) (hash(x)=24821033)
+2035 train 7.504057 (lr=1.3595e-04) (hash(x)=23908053)
+2036 train 7.257535 (lr=1.3590e-04) (hash(x)=23469373)
+2037 train 7.334743 (lr=1.3585e-04) (hash(x)=24102198)
+2038 train 7.311240 (lr=1.3579e-04) (hash(x)=24712135)
+2039 train 7.563541 (lr=1.3574e-04) (hash(x)=25600562)
+2040 train 7.463445 (lr=1.3568e-04) (hash(x)=23193393)
+2041 train 7.436662 (lr=1.3563e-04) (hash(x)=24776954)
+2042 train 7.590161 (lr=1.3558e-04) (hash(x)=28066546)
+2043 train 7.165835 (lr=1.3552e-04) (hash(x)=23549168)
+2044 train 7.195644 (lr=1.3547e-04) (hash(x)=22681487)
+2045 train 7.427989 (lr=1.3541e-04) (hash(x)=26663184)
+2046 train 7.351776 (lr=1.3536e-04) (hash(x)=23320809)
+2047 train 7.221137 (lr=1.3530e-04) (hash(x)=22022924)
+2048 train 7.549211 (lr=1.3525e-04) (hash(x)=27960930)
+2049 train 7.373939 (lr=1.3520e-04) (hash(x)=24899178)
+2050 val loss 7.3754
+2050 val perplexity 1596.1740
+2050 train 7.284887 (lr=1.3514e-04) (hash(x)=24450711)
+2051 train 7.221153 (lr=1.3509e-04) (hash(x)=23294980)
+2052 train 7.162312 (lr=1.3503e-04) (hash(x)=23243665)
+2053 train 7.030423 (lr=1.3498e-04) (hash(x)=21004461)
+2054 train 7.359410 (lr=1.3492e-04) (hash(x)=24493583)
+2055 train 7.283156 (lr=1.3487e-04) (hash(x)=22777085)
+2056 train 7.241379 (lr=1.3482e-04) (hash(x)=25169889)
+2057 train 7.850404 (lr=1.3476e-04) (hash(x)=28395880)
+2058 train 7.770515 (lr=1.3471e-04) (hash(x)=29603726)
+2059 train 7.413278 (lr=1.3465e-04) (hash(x)=26271115)
+2060 train 7.405829 (lr=1.3460e-04) (hash(x)=25616212)
+2061 train 7.468797 (lr=1.3454e-04) (hash(x)=26398325)
+2062 train 7.191123 (lr=1.3449e-04) (hash(x)=23836586)
+2063 train 7.119858 (lr=1.3443e-04) (hash(x)=21727744)
+2064 train 7.331041 (lr=1.3438e-04) (hash(x)=25183195)
+2065 train 7.471272 (lr=1.3433e-04) (hash(x)=27108132)
+2066 train 7.179454 (lr=1.3427e-04) (hash(x)=20987812)
+2067 train 7.510890 (lr=1.3422e-04) (hash(x)=22729318)
+2068 train 7.309917 (lr=1.3416e-04) (hash(x)=23129709)
+2069 train 7.816866 (lr=1.3411e-04) (hash(x)=32820084)
+2070 train 7.876039 (lr=1.3405e-04) (hash(x)=33763489)
+2071 train 7.341712 (lr=1.3400e-04) (hash(x)=20701998)
+2072 train 7.588353 (lr=1.3394e-04) (hash(x)=27765988)
+2073 train 7.305096 (lr=1.3389e-04) (hash(x)=24157446)
+2074 train 7.266301 (lr=1.3384e-04) (hash(x)=22014978)
+2075 train 7.767473 (lr=1.3378e-04) (hash(x)=27928398)
+2076 train 7.600901 (lr=1.3373e-04) (hash(x)=27880142)
+2077 train 7.898193 (lr=1.3367e-04) (hash(x)=34991795)
+2078 train 7.455441 (lr=1.3362e-04) (hash(x)=25944128)
+2079 train 7.232315 (lr=1.3356e-04) (hash(x)=20863982)
+2080 train 7.617375 (lr=1.3351e-04) (hash(x)=28036097)
+2081 train 7.635370 (lr=1.3345e-04) (hash(x)=25813615)
+2082 train 7.099230 (lr=1.3340e-04) (hash(x)=22862316)
+2083 train 7.143976 (lr=1.3334e-04) (hash(x)=22827054)
+2084 train 7.235747 (lr=1.3329e-04) (hash(x)=23996531)
+2085 train 7.359204 (lr=1.3323e-04) (hash(x)=25756087)
+2086 train 7.404468 (lr=1.3318e-04) (hash(x)=23165889)
+2087 train 7.578144 (lr=1.3313e-04) (hash(x)=25084926)
+2088 train 7.406813 (lr=1.3307e-04) (hash(x)=26063862)
+2089 train 7.465392 (lr=1.3302e-04) (hash(x)=27843638)
+2090 train 7.722232 (lr=1.3296e-04) (hash(x)=27375554)
+2091 train 7.444577 (lr=1.3291e-04) (hash(x)=25540961)
+2092 train 7.189000 (lr=1.3285e-04) (hash(x)=22933785)
+2093 train 7.379575 (lr=1.3280e-04) (hash(x)=23996956)
+2094 train 7.087859 (lr=1.3274e-04) (hash(x)=22915854)
+2095 train 7.353734 (lr=1.3269e-04) (hash(x)=24412897)
+2096 train 7.377080 (lr=1.3263e-04) (hash(x)=25152336)
+2097 train 7.691850 (lr=1.3258e-04) (hash(x)=29525589)
+2098 train 7.500739 (lr=1.3252e-04) (hash(x)=26435656)
+2099 train 7.400954 (lr=1.3247e-04) (hash(x)=26269869)
+2100 val loss 7.3540
+2100 val perplexity 1562.3557
+2100 train 7.188169 (lr=1.3241e-04) (hash(x)=23856783)
+2101 train 7.418791 (lr=1.3236e-04) (hash(x)=26039611)
+2102 train 7.202087 (lr=1.3230e-04) (hash(x)=25048861)
+2103 train 7.307898 (lr=1.3225e-04) (hash(x)=25434913)
+2104 train 7.480032 (lr=1.3219e-04) (hash(x)=24203891)
+2105 train 7.345956 (lr=1.3214e-04) (hash(x)=26016998)
+2106 train 7.479160 (lr=1.3209e-04) (hash(x)=23986767)
+2107 train 7.370867 (lr=1.3203e-04) (hash(x)=25157653)
+2108 train 7.505496 (lr=1.3198e-04) (hash(x)=30193751)
+2109 train 7.337888 (lr=1.3192e-04) (hash(x)=22630574)
+2110 train 7.233959 (lr=1.3187e-04) (hash(x)=23475467)
+2111 train 7.536676 (lr=1.3181e-04) (hash(x)=26302544)
+2112 train 7.336858 (lr=1.3176e-04) (hash(x)=21276592)
+2113 train 7.537456 (lr=1.3170e-04) (hash(x)=27566393)
+2114 train 7.323658 (lr=1.3165e-04) (hash(x)=25028015)
+2115 train 7.111867 (lr=1.3159e-04) (hash(x)=22010703)
+2116 train 7.436395 (lr=1.3154e-04) (hash(x)=23711709)
+2117 train 7.458768 (lr=1.3148e-04) (hash(x)=26105026)
+2118 train 7.805944 (lr=1.3143e-04) (hash(x)=34433894)
+2119 train 7.875570 (lr=1.3137e-04) (hash(x)=34976197)
+2120 train 7.393713 (lr=1.3132e-04) (hash(x)=27690727)
+2121 train 7.246240 (lr=1.3126e-04) (hash(x)=24368234)
+2122 train 7.233181 (lr=1.3121e-04) (hash(x)=25095726)
+2123 train 7.428979 (lr=1.3115e-04) (hash(x)=28248301)
+2124 train 7.185949 (lr=1.3110e-04) (hash(x)=23322302)
+2125 train 7.600826 (lr=1.3104e-04) (hash(x)=26416200)
+2126 train 7.290264 (lr=1.3099e-04) (hash(x)=26577567)
+2127 train 7.345291 (lr=1.3093e-04) (hash(x)=23870805)
+2128 train 7.275348 (lr=1.3088e-04) (hash(x)=25440544)
+2129 train 7.374747 (lr=1.3082e-04) (hash(x)=25795021)
+2130 train 7.253686 (lr=1.3077e-04) (hash(x)=20896402)
+2131 train 7.284997 (lr=1.3071e-04) (hash(x)=24457252)
+2132 train 7.360669 (lr=1.3066e-04) (hash(x)=25926760)
+2133 train 7.213953 (lr=1.3060e-04) (hash(x)=23503725)
+2134 train 7.767339 (lr=1.3055e-04) (hash(x)=28728828)
+2135 train 7.290922 (lr=1.3049e-04) (hash(x)=25041103)
+2136 train 7.292593 (lr=1.3044e-04) (hash(x)=22863770)
+2137 train 7.126546 (lr=1.3038e-04) (hash(x)=23037755)
+2138 train 7.371166 (lr=1.3033e-04) (hash(x)=25848413)
+2139 train 7.427741 (lr=1.3027e-04) (hash(x)=25998487)
+2140 train 7.296459 (lr=1.3022e-04) (hash(x)=22754440)
+2141 train 7.533748 (lr=1.3016e-04) (hash(x)=27705382)
+2142 train 7.553954 (lr=1.3011e-04) (hash(x)=27629095)
+2143 train 7.442361 (lr=1.3005e-04) (hash(x)=26041745)
+2144 train 7.192979 (lr=1.3000e-04) (hash(x)=21909712)
+2145 train 7.379184 (lr=1.2994e-04) (hash(x)=24353905)
+2146 train 7.325130 (lr=1.2989e-04) (hash(x)=24482587)
+2147 train 7.451140 (lr=1.2983e-04) (hash(x)=27249810)
+2148 train 7.580647 (lr=1.2977e-04) (hash(x)=26709938)
+2149 train 7.234303 (lr=1.2972e-04) (hash(x)=23831457)
+2150 val loss 7.3525
+2150 val perplexity 1560.0382
+2150 train 7.573444 (lr=1.2966e-04) (hash(x)=29776243)
+2151 train 7.121049 (lr=1.2961e-04) (hash(x)=24068619)
+2152 train 7.337135 (lr=1.2955e-04) (hash(x)=22208671)
+2153 train 7.452818 (lr=1.2950e-04) (hash(x)=26680905)
+2154 train 7.331996 (lr=1.2944e-04) (hash(x)=23567808)
+2155 train 7.567510 (lr=1.2939e-04) (hash(x)=26359528)
+2156 train 7.330606 (lr=1.2933e-04) (hash(x)=23787652)
+2157 train 7.617696 (lr=1.2928e-04) (hash(x)=28347177)
+2158 train 7.297647 (lr=1.2922e-04) (hash(x)=25266519)
+2159 train 7.222894 (lr=1.2917e-04) (hash(x)=25441262)
+2160 train 7.170961 (lr=1.2911e-04) (hash(x)=23959943)
+2161 train 7.409009 (lr=1.2906e-04) (hash(x)=27888093)
+2162 train 7.286865 (lr=1.2900e-04) (hash(x)=25547833)
+2163 train 7.210516 (lr=1.2895e-04) (hash(x)=24413659)
+2164 train 8.610339 (lr=1.2889e-04) (hash(x)=34397626)
+2165 train 7.179224 (lr=1.2884e-04) (hash(x)=21159323)
+2166 train 7.415258 (lr=1.2878e-04) (hash(x)=25360269)
+2167 train 7.451654 (lr=1.2872e-04) (hash(x)=29181867)
+2168 train 7.251035 (lr=1.2867e-04) (hash(x)=22501613)
+2169 train 7.340433 (lr=1.2861e-04) (hash(x)=26469077)
+2170 train 7.312633 (lr=1.2856e-04) (hash(x)=26665118)
+2171 train 7.949959 (lr=1.2850e-04) (hash(x)=31551575)
+2172 train 7.244606 (lr=1.2845e-04) (hash(x)=24803935)
+2173 train 7.131841 (lr=1.2839e-04) (hash(x)=20896465)
+2174 train 7.602211 (lr=1.2834e-04) (hash(x)=25702284)
+2175 train 7.587929 (lr=1.2828e-04) (hash(x)=27093757)
+2176 train 7.379201 (lr=1.2823e-04) (hash(x)=26024255)
+2177 train 7.494419 (lr=1.2817e-04) (hash(x)=26443521)
+2178 train 7.453350 (lr=1.2812e-04) (hash(x)=25478467)
+2179 train 7.322526 (lr=1.2806e-04) (hash(x)=23624298)
+2180 train 7.434808 (lr=1.2801e-04) (hash(x)=27304178)
+2181 train 7.154115 (lr=1.2795e-04) (hash(x)=23016570)
+2182 train 7.129427 (lr=1.2789e-04) (hash(x)=21073756)
+2183 train 7.218382 (lr=1.2784e-04) (hash(x)=25150275)
+2184 train 7.020399 (lr=1.2778e-04) (hash(x)=21004187)
+2185 train 7.290203 (lr=1.2773e-04) (hash(x)=25876062)
+2186 train 7.236893 (lr=1.2767e-04) (hash(x)=24221275)
+2187 train 7.539560 (lr=1.2762e-04) (hash(x)=26239886)
+2188 train 7.210661 (lr=1.2756e-04) (hash(x)=23299261)
+2189 train 7.673685 (lr=1.2751e-04) (hash(x)=31024703)
+2190 train 7.821297 (lr=1.2745e-04) (hash(x)=30084774)
+2191 train 8.130473 (lr=1.2740e-04) (hash(x)=33457102)
+2192 train 7.247592 (lr=1.2734e-04) (hash(x)=22423723)
+2193 train 7.271119 (lr=1.2728e-04) (hash(x)=21989055)
+2194 train 7.269130 (lr=1.2723e-04) (hash(x)=23286499)
+2195 train 7.193845 (lr=1.2717e-04) (hash(x)=17499738)
+2196 train 7.276403 (lr=1.2712e-04) (hash(x)=25329557)
+2197 train 7.193180 (lr=1.2706e-04) (hash(x)=24195578)
+2198 train 7.440093 (lr=1.2701e-04) (hash(x)=26646383)
+2199 train 7.352083 (lr=1.2695e-04) (hash(x)=25755322)
+2200 val loss 7.3272
+2200 val perplexity 1521.0673
+2200 train 7.376058 (lr=1.2690e-04) (hash(x)=27592223)
+2201 train 7.574101 (lr=1.2684e-04) (hash(x)=26164625)
+2202 train 7.422557 (lr=1.2678e-04) (hash(x)=21856341)
+2203 train 7.285918 (lr=1.2673e-04) (hash(x)=23722795)
+2204 train 7.366445 (lr=1.2667e-04) (hash(x)=25409645)
+2205 train 7.306317 (lr=1.2662e-04) (hash(x)=23415339)
+2206 train 7.282438 (lr=1.2656e-04) (hash(x)=24147928)
+2207 train 7.160336 (lr=1.2651e-04) (hash(x)=23630794)
+2208 train 7.278845 (lr=1.2645e-04) (hash(x)=27361452)
+2209 train 7.297130 (lr=1.2640e-04) (hash(x)=25632158)
+2210 train 7.177527 (lr=1.2634e-04) (hash(x)=21159789)
+2211 train 7.287215 (lr=1.2628e-04) (hash(x)=23374168)
+2212 train 7.323308 (lr=1.2623e-04) (hash(x)=24844739)
+2213 train 7.245702 (lr=1.2617e-04) (hash(x)=23461285)
+2214 train 7.276236 (lr=1.2612e-04) (hash(x)=27958481)
+2215 train 7.177438 (lr=1.2606e-04) (hash(x)=25167987)
+2216 train 7.376911 (lr=1.2601e-04) (hash(x)=22873204)
+2217 train 7.904320 (lr=1.2595e-04) (hash(x)=31038116)
+2218 train 7.412097 (lr=1.2589e-04) (hash(x)=28883155)
+2219 train 7.337593 (lr=1.2584e-04) (hash(x)=30941010)
+2220 train 7.312866 (lr=1.2578e-04) (hash(x)=24947521)
+2221 train 7.318002 (lr=1.2573e-04) (hash(x)=22703293)
+2222 train 7.308584 (lr=1.2567e-04) (hash(x)=23976007)
+2223 train 7.242575 (lr=1.2562e-04) (hash(x)=24043224)
+2224 train 7.180923 (lr=1.2556e-04) (hash(x)=23981093)
+2225 train 7.327152 (lr=1.2550e-04) (hash(x)=26445994)
+2226 train 7.585916 (lr=1.2545e-04) (hash(x)=27252393)
+2227 train 7.569036 (lr=1.2539e-04) (hash(x)=29736627)
+2228 train 7.506229 (lr=1.2534e-04) (hash(x)=24698933)
+2229 train 7.166649 (lr=1.2528e-04) (hash(x)=24357840)
+2230 train 7.319007 (lr=1.2523e-04) (hash(x)=25384498)
+2231 train 7.452044 (lr=1.2517e-04) (hash(x)=24665411)
+2232 train 7.334535 (lr=1.2511e-04) (hash(x)=24646352)
+2233 train 7.319558 (lr=1.2506e-04) (hash(x)=25670741)
+2234 train 7.366857 (lr=1.2500e-04) (hash(x)=26648242)
+2235 train 7.578458 (lr=1.2495e-04) (hash(x)=27916043)
+2236 train 7.334271 (lr=1.2489e-04) (hash(x)=25963100)
+2237 train 7.416046 (lr=1.2484e-04) (hash(x)=27357379)
+2238 train 7.234032 (lr=1.2478e-04) (hash(x)=21852360)
+2239 train 7.244389 (lr=1.2472e-04) (hash(x)=17321657)
+2240 train 7.178877 (lr=1.2467e-04) (hash(x)=18446645)
+2241 train 6.979463 (lr=1.2461e-04) (hash(x)=17550988)
+2242 train 7.300479 (lr=1.2456e-04) (hash(x)=27052347)
+2243 train 7.193748 (lr=1.2450e-04) (hash(x)=23829833)
+2244 train 7.400568 (lr=1.2444e-04) (hash(x)=27267264)
+2245 train 7.592612 (lr=1.2439e-04) (hash(x)=24673611)
+2246 train 7.522835 (lr=1.2433e-04) (hash(x)=25248507)
+2247 train 7.765388 (lr=1.2428e-04) (hash(x)=27932591)
+2248 train 7.588825 (lr=1.2422e-04) (hash(x)=26078877)
+2249 train 7.633720 (lr=1.2417e-04) (hash(x)=26067367)
+2250 val loss 7.3369
+2250 val perplexity 1535.9473
+2250 train 7.638143 (lr=1.2411e-04) (hash(x)=29143527)
+2251 train 7.633760 (lr=1.2405e-04) (hash(x)=28206079)
+2252 train 8.129898 (lr=1.2400e-04) (hash(x)=28894494)
+2253 train 7.745090 (lr=1.2394e-04) (hash(x)=27977422)
+2254 train 7.368396 (lr=1.2389e-04) (hash(x)=26446420)
+2255 train 7.568714 (lr=1.2383e-04) (hash(x)=29447954)
+2256 train 7.395242 (lr=1.2377e-04) (hash(x)=22181789)
+2257 train 7.375820 (lr=1.2372e-04) (hash(x)=24976337)
+2258 train 7.331882 (lr=1.2366e-04) (hash(x)=23277532)
+2259 train 7.433353 (lr=1.2361e-04) (hash(x)=25935364)
+2260 train 7.551698 (lr=1.2355e-04) (hash(x)=26988889)
+2261 train 7.386099 (lr=1.2350e-04) (hash(x)=26887303)
+2262 train 7.315971 (lr=1.2344e-04) (hash(x)=25021426)
+2263 train 7.275934 (lr=1.2338e-04) (hash(x)=24621816)
+2264 train 7.179654 (lr=1.2333e-04) (hash(x)=22132007)
+2265 train 7.144741 (lr=1.2327e-04) (hash(x)=22648602)
+2266 train 7.417531 (lr=1.2322e-04) (hash(x)=23132242)
+2267 train 7.452237 (lr=1.2316e-04) (hash(x)=24070405)
+2268 train 7.082161 (lr=1.2310e-04) (hash(x)=21412906)
+2269 train 7.754032 (lr=1.2305e-04) (hash(x)=27547292)
+2270 train 7.507767 (lr=1.2299e-04) (hash(x)=27740500)
+2271 train 7.243507 (lr=1.2294e-04) (hash(x)=24682294)
+2272 train 7.637109 (lr=1.2288e-04) (hash(x)=27969424)
+2273 train 7.348180 (lr=1.2282e-04) (hash(x)=22172182)
+2274 train 7.377634 (lr=1.2277e-04) (hash(x)=26485905)
+2275 train 7.232732 (lr=1.2271e-04) (hash(x)=24050209)
+2276 train 7.400537 (lr=1.2266e-04) (hash(x)=28802650)
+2277 train 7.177891 (lr=1.2260e-04) (hash(x)=23644616)
+2278 train 7.332939 (lr=1.2254e-04) (hash(x)=25409768)
+2279 train 7.480591 (lr=1.2249e-04) (hash(x)=28057095)
+2280 train 7.997008 (lr=1.2243e-04) (hash(x)=31689723)
+2281 train 7.164173 (lr=1.2238e-04) (hash(x)=22252427)
+2282 train 7.379658 (lr=1.2232e-04) (hash(x)=24142092)
+2283 train 7.347426 (lr=1.2226e-04) (hash(x)=22523232)
+2284 train 7.534782 (lr=1.2221e-04) (hash(x)=26017294)
+2285 train 7.397786 (lr=1.2215e-04) (hash(x)=25025388)
+2286 train 7.149895 (lr=1.2210e-04) (hash(x)=23819479)
+2287 train 7.334384 (lr=1.2204e-04) (hash(x)=24547536)
+2288 train 7.118237 (lr=1.2198e-04) (hash(x)=22622789)
+2289 train 7.134998 (lr=1.2193e-04) (hash(x)=23874051)
+2290 train 7.406568 (lr=1.2187e-04) (hash(x)=25015641)
+2291 train 7.332167 (lr=1.2182e-04) (hash(x)=24978712)
+2292 train 7.412590 (lr=1.2176e-04) (hash(x)=25311986)
+2293 train 7.156543 (lr=1.2170e-04) (hash(x)=24298295)
+2294 train 7.268828 (lr=1.2165e-04) (hash(x)=26481527)
+2295 train 6.985777 (lr=1.2159e-04) (hash(x)=18987545)
+2296 train 7.227939 (lr=1.2153e-04) (hash(x)=24617990)
+2297 train 7.250352 (lr=1.2148e-04) (hash(x)=23903200)
+2298 train 7.536595 (lr=1.2142e-04) (hash(x)=26278697)
+2299 train 7.289148 (lr=1.2137e-04) (hash(x)=24092784)
+2300 val loss 7.3275
+2300 val perplexity 1521.6418
+2300 train 7.236032 (lr=1.2131e-04) (hash(x)=22894919)
+2301 train 7.324580 (lr=1.2125e-04) (hash(x)=24253964)
+2302 train 7.288645 (lr=1.2120e-04) (hash(x)=23750610)
+2303 train 7.289325 (lr=1.2114e-04) (hash(x)=26745063)
+2304 train 7.119083 (lr=1.2109e-04) (hash(x)=21407001)
+2305 train 7.478880 (lr=1.2103e-04) (hash(x)=26680082)
+2306 train 7.412882 (lr=1.2097e-04) (hash(x)=26722122)
+2307 train 7.245864 (lr=1.2092e-04) (hash(x)=22539112)
+2308 train 7.032407 (lr=1.2086e-04) (hash(x)=19927356)
+2309 train 7.120549 (lr=1.2081e-04) (hash(x)=21431267)
+2310 train 7.062447 (lr=1.2075e-04) (hash(x)=21073487)
+2311 train 7.088003 (lr=1.2069e-04) (hash(x)=21447406)
+2312 train 7.058801 (lr=1.2064e-04) (hash(x)=22667253)
+2313 train 7.044438 (lr=1.2058e-04) (hash(x)=20849089)
+2314 train 7.033091 (lr=1.2052e-04) (hash(x)=19168351)
+2315 train 7.038078 (lr=1.2047e-04) (hash(x)=21082139)
+2316 train 7.036279 (lr=1.2041e-04) (hash(x)=21493530)
+2317 train 6.968533 (lr=1.2036e-04) (hash(x)=19506447)
+2318 train 7.089156 (lr=1.2030e-04) (hash(x)=23128797)
+2319 train 7.232611 (lr=1.2024e-04) (hash(x)=24650655)
+2320 train 6.998539 (lr=1.2019e-04) (hash(x)=21833080)
+2321 train 7.544307 (lr=1.2013e-04) (hash(x)=26355512)
+2322 train 7.701582 (lr=1.2007e-04) (hash(x)=26746363)
+2323 train 7.139726 (lr=1.2002e-04) (hash(x)=22130721)
+2324 train 7.531201 (lr=1.1996e-04) (hash(x)=28301752)
+2325 train 7.398447 (lr=1.1991e-04) (hash(x)=26444359)
+2326 train 7.764785 (lr=1.1985e-04) (hash(x)=24836130)
+2327 train 8.194371 (lr=1.1979e-04) (hash(x)=26519976)
+2328 train 9.777392 (lr=1.1974e-04) (hash(x)=35558906)
+2329 train 7.831758 (lr=1.1968e-04) (hash(x)=30877729)
+2330 train 7.605953 (lr=1.1963e-04) (hash(x)=28028485)
+2331 train 7.799790 (lr=1.1957e-04) (hash(x)=25582440)
+2332 train 8.123045 (lr=1.1951e-04) (hash(x)=29402491)
+2333 train 7.459949 (lr=1.1946e-04) (hash(x)=25200284)
+2334 train 7.559106 (lr=1.1940e-04) (hash(x)=26288480)
+2335 train 7.357192 (lr=1.1934e-04) (hash(x)=20106514)
+2336 train 7.309360 (lr=1.1929e-04) (hash(x)=22522123)
+2337 train 7.291934 (lr=1.1923e-04) (hash(x)=23362041)
+2338 train 7.360526 (lr=1.1918e-04) (hash(x)=26003099)
+2339 train 7.321597 (lr=1.1912e-04) (hash(x)=25695510)
+2340 train 7.323009 (lr=1.1906e-04) (hash(x)=27225904)
+2341 train 7.048445 (lr=1.1901e-04) (hash(x)=21573008)
+2342 train 7.514509 (lr=1.1895e-04) (hash(x)=21386628)
+2343 train 7.268292 (lr=1.1889e-04) (hash(x)=20117808)
+2344 train 7.440924 (lr=1.1884e-04) (hash(x)=21592790)
+2345 train 7.343841 (lr=1.1878e-04) (hash(x)=19909192)
+2346 train 7.482692 (lr=1.1872e-04) (hash(x)=22529262)
+2347 train 7.470496 (lr=1.1867e-04) (hash(x)=24501900)
+2348 train 7.285324 (lr=1.1861e-04) (hash(x)=25912171)
+2349 train 7.392514 (lr=1.1856e-04) (hash(x)=25606665)
+2350 val loss 7.3547
+2350 val perplexity 1563.4572
+2350 train 7.295940 (lr=1.1850e-04) (hash(x)=24487351)
+2351 train 7.556497 (lr=1.1844e-04) (hash(x)=25510334)
+2352 train 7.474605 (lr=1.1839e-04) (hash(x)=25357989)
+2353 train 7.110825 (lr=1.1833e-04) (hash(x)=24656801)
+2354 train 7.185584 (lr=1.1827e-04) (hash(x)=23312772)
+2355 train 7.043502 (lr=1.1822e-04) (hash(x)=22099158)
+2356 train 7.135903 (lr=1.1816e-04) (hash(x)=26507898)
+2357 train 7.403975 (lr=1.1811e-04) (hash(x)=28351614)
+2358 train 7.432901 (lr=1.1805e-04) (hash(x)=27489567)
+2359 train 7.397092 (lr=1.1799e-04) (hash(x)=25749120)
+2360 train 7.733029 (lr=1.1794e-04) (hash(x)=31711338)
+2361 train 7.807616 (lr=1.1788e-04) (hash(x)=29645018)
+2362 train 7.846231 (lr=1.1782e-04) (hash(x)=29713268)
+2363 train 7.045041 (lr=1.1777e-04) (hash(x)=21720691)
+2364 train 7.148522 (lr=1.1771e-04) (hash(x)=24316633)
+2365 train 7.093819 (lr=1.1765e-04) (hash(x)=21597124)
+2366 train 7.136301 (lr=1.1760e-04) (hash(x)=22520345)
+2367 train 7.173714 (lr=1.1754e-04) (hash(x)=24357241)
+2368 train 7.284966 (lr=1.1749e-04) (hash(x)=24085450)
+2369 train 7.238107 (lr=1.1743e-04) (hash(x)=25136495)
+2370 train 7.689870 (lr=1.1737e-04) (hash(x)=26073986)
+2371 train 7.624794 (lr=1.1732e-04) (hash(x)=28911272)
+2372 train 7.407945 (lr=1.1726e-04) (hash(x)=26667356)
+2373 train 7.227445 (lr=1.1720e-04) (hash(x)=25225894)
+2374 train 7.240672 (lr=1.1715e-04) (hash(x)=24404081)
+2375 train 7.326763 (lr=1.1709e-04) (hash(x)=25584945)
+2376 train 7.180790 (lr=1.1703e-04) (hash(x)=23831571)
+2377 train 7.146085 (lr=1.1698e-04) (hash(x)=23521916)
+2378 train 7.192333 (lr=1.1692e-04) (hash(x)=25318634)
+2379 train 7.074250 (lr=1.1687e-04) (hash(x)=21847287)
+2380 train 7.415644 (lr=1.1681e-04) (hash(x)=23877060)
+2381 train 7.209344 (lr=1.1675e-04) (hash(x)=24069020)
+2382 train 7.016820 (lr=1.1670e-04) (hash(x)=21724290)
+2383 train 7.260241 (lr=1.1664e-04) (hash(x)=25198897)
+2384 train 7.115338 (lr=1.1658e-04) (hash(x)=24109958)
+2385 train 6.996094 (lr=1.1653e-04) (hash(x)=20122390)
+2386 train 7.264219 (lr=1.1647e-04) (hash(x)=24062305)
+2387 train 7.036210 (lr=1.1641e-04) (hash(x)=22436833)
+2388 train 7.350803 (lr=1.1636e-04) (hash(x)=26013214)
+2389 train 7.720506 (lr=1.1630e-04) (hash(x)=27691436)
+2390 train 7.793036 (lr=1.1624e-04) (hash(x)=30802878)
+2391 train 6.979148 (lr=1.1619e-04) (hash(x)=23475891)
+2392 train 6.962018 (lr=1.1613e-04) (hash(x)=23118133)
+2393 train 6.870954 (lr=1.1608e-04) (hash(x)=21469159)
+2394 train 7.271051 (lr=1.1602e-04) (hash(x)=26444484)
+2395 train 7.143225 (lr=1.1596e-04) (hash(x)=25083992)
+2396 train 7.469303 (lr=1.1591e-04) (hash(x)=23461229)
+2397 train 7.332635 (lr=1.1585e-04) (hash(x)=20441653)
+2398 train 7.422645 (lr=1.1579e-04) (hash(x)=28024211)
+2399 train 7.268642 (lr=1.1574e-04) (hash(x)=23644804)
+2400 val loss 7.2893
+2400 val perplexity 1464.5612
+2400 train 7.069307 (lr=1.1568e-04) (hash(x)=26685301)
+2401 train 6.978157 (lr=1.1562e-04) (hash(x)=20820913)
+2402 train 7.129201 (lr=1.1557e-04) (hash(x)=22178190)
+2403 train 7.695747 (lr=1.1551e-04) (hash(x)=31377168)
+2404 train 7.911227 (lr=1.1545e-04) (hash(x)=33795307)
+2405 train 8.021607 (lr=1.1540e-04) (hash(x)=34450341)
+2406 train 7.250282 (lr=1.1534e-04) (hash(x)=25834183)
+2407 train 7.441139 (lr=1.1529e-04) (hash(x)=25629584)
+2408 train 7.208380 (lr=1.1523e-04) (hash(x)=25080123)
+2409 train 7.085568 (lr=1.1517e-04) (hash(x)=21975628)
+2410 train 7.662763 (lr=1.1512e-04) (hash(x)=27430197)
+2411 train 7.809600 (lr=1.1506e-04) (hash(x)=29285135)
+2412 train 7.496807 (lr=1.1500e-04) (hash(x)=24640105)
+2413 train 7.598836 (lr=1.1495e-04) (hash(x)=29628864)
+2414 train 7.830053 (lr=1.1489e-04) (hash(x)=30096444)
+2415 train 7.631348 (lr=1.1483e-04) (hash(x)=29797280)
+2416 train 7.036424 (lr=1.1478e-04) (hash(x)=22686143)
+2417 train 7.617786 (lr=1.1472e-04) (hash(x)=28346842)
+2418 train 7.580419 (lr=1.1466e-04) (hash(x)=28167937)
+2419 train 7.824948 (lr=1.1461e-04) (hash(x)=33122326)
+2420 train 7.889731 (lr=1.1455e-04) (hash(x)=33044913)
+2421 train 7.684249 (lr=1.1449e-04) (hash(x)=31250981)
+2422 train 7.890440 (lr=1.1444e-04) (hash(x)=29827111)
+2423 train 7.807275 (lr=1.1438e-04) (hash(x)=30026394)
+2424 train 7.819698 (lr=1.1433e-04) (hash(x)=26998238)
+2425 train 7.723310 (lr=1.1427e-04) (hash(x)=24850684)
+2426 train 8.107585 (lr=1.1421e-04) (hash(x)=36659853)
+2427 train 7.939622 (lr=1.1416e-04) (hash(x)=34353164)
+2428 train 7.267661 (lr=1.1410e-04) (hash(x)=23630644)
+2429 train 7.301193 (lr=1.1404e-04) (hash(x)=24528186)
+2430 train 7.198413 (lr=1.1399e-04) (hash(x)=22665222)
+2431 train 7.347336 (lr=1.1393e-04) (hash(x)=26594177)
+2432 train 7.674001 (lr=1.1387e-04) (hash(x)=29300546)
+2433 train 7.117517 (lr=1.1382e-04) (hash(x)=21331715)
+2434 train 7.399742 (lr=1.1376e-04) (hash(x)=26290885)
+2435 train 7.326842 (lr=1.1370e-04) (hash(x)=25554738)
+2436 train 7.597253 (lr=1.1365e-04) (hash(x)=26744311)
+2437 train 7.479067 (lr=1.1359e-04) (hash(x)=26872344)
+2438 train 7.533886 (lr=1.1353e-04) (hash(x)=27636081)
+2439 train 7.349183 (lr=1.1348e-04) (hash(x)=23766256)
+2440 train 7.469759 (lr=1.1342e-04) (hash(x)=24434438)
+2441 train 7.271641 (lr=1.1336e-04) (hash(x)=22992618)
+2442 train 7.155994 (lr=1.1331e-04) (hash(x)=22393467)
+2443 train 7.397470 (lr=1.1325e-04) (hash(x)=26853444)
+2444 train 7.342702 (lr=1.1319e-04) (hash(x)=25101020)
+2445 train 7.248133 (lr=1.1314e-04) (hash(x)=24705456)
+2446 train 7.540276 (lr=1.1308e-04) (hash(x)=26798611)
+2447 train 7.182594 (lr=1.1303e-04) (hash(x)=24250150)
+2448 train 7.220384 (lr=1.1297e-04) (hash(x)=24494331)
+2449 train 7.260193 (lr=1.1291e-04) (hash(x)=27579257)
+2450 val loss 7.3034
+2450 val perplexity 1485.3918
+2450 train 7.060413 (lr=1.1286e-04) (hash(x)=22377407)
+2451 train 7.340116 (lr=1.1280e-04) (hash(x)=26289588)
+2452 train 7.277795 (lr=1.1274e-04) (hash(x)=25871900)
+2453 train 7.138024 (lr=1.1269e-04) (hash(x)=23437197)
+2454 train 7.383206 (lr=1.1263e-04) (hash(x)=23557786)
+2455 train 7.301460 (lr=1.1257e-04) (hash(x)=26108817)
+2456 train 7.220953 (lr=1.1252e-04) (hash(x)=26440482)
+2457 train 7.242940 (lr=1.1246e-04) (hash(x)=24583191)
+2458 train 7.213441 (lr=1.1240e-04) (hash(x)=23756440)
+2459 train 7.141790 (lr=1.1235e-04) (hash(x)=23814987)
+2460 train 7.467914 (lr=1.1229e-04) (hash(x)=28508433)
+2461 train 7.171135 (lr=1.1223e-04) (hash(x)=25692442)
+2462 train 7.146938 (lr=1.1218e-04) (hash(x)=24699197)
+2463 train 6.880041 (lr=1.1212e-04) (hash(x)=18582688)
+2464 train 7.142892 (lr=1.1206e-04) (hash(x)=23266625)
+2465 train 7.468713 (lr=1.1201e-04) (hash(x)=26565489)
+2466 train 6.958264 (lr=1.1195e-04) (hash(x)=21686599)
+2467 train 7.280749 (lr=1.1189e-04) (hash(x)=25558792)
+2468 train 7.041496 (lr=1.1184e-04) (hash(x)=25110035)
+2469 train 7.384336 (lr=1.1178e-04) (hash(x)=26263661)
+2470 train 7.128213 (lr=1.1172e-04) (hash(x)=22282189)
+2471 train 7.122669 (lr=1.1167e-04) (hash(x)=23272705)
+2472 train 7.206025 (lr=1.1161e-04) (hash(x)=25300067)
+2473 train 7.380448 (lr=1.1156e-04) (hash(x)=26802369)
+2474 train 7.101034 (lr=1.1150e-04) (hash(x)=24646471)
+2475 train 7.042474 (lr=1.1144e-04) (hash(x)=24709241)
+2476 train 7.144023 (lr=1.1139e-04) (hash(x)=26747197)
+2477 train 7.217755 (lr=1.1133e-04) (hash(x)=25201108)
+2478 train 7.308418 (lr=1.1127e-04) (hash(x)=24962427)
+2479 train 7.175332 (lr=1.1122e-04) (hash(x)=24793412)
+2480 train 7.194240 (lr=1.1116e-04) (hash(x)=24452301)
+2481 train 7.208467 (lr=1.1110e-04) (hash(x)=25177251)
+2482 train 7.164400 (lr=1.1105e-04) (hash(x)=25801499)
+2483 train 7.308623 (lr=1.1099e-04) (hash(x)=27256707)
+2484 train 7.564458 (lr=1.1093e-04) (hash(x)=25303237)
+2485 train 7.177144 (lr=1.1088e-04) (hash(x)=21641481)
+2486 train 7.140242 (lr=1.1082e-04) (hash(x)=23818831)
+2487 train 6.918015 (lr=1.1076e-04) (hash(x)=19280989)
+2488 train 7.251680 (lr=1.1071e-04) (hash(x)=24075167)
+2489 train 7.293465 (lr=1.1065e-04) (hash(x)=26651546)
+2490 train 7.239517 (lr=1.1059e-04) (hash(x)=25367186)
+2491 train 7.171509 (lr=1.1054e-04) (hash(x)=26508642)
+2492 train 7.264108 (lr=1.1048e-04) (hash(x)=25294182)
+2493 train 7.183875 (lr=1.1042e-04) (hash(x)=23916886)
+2494 train 7.027750 (lr=1.1037e-04) (hash(x)=21189910)
+2495 train 7.125838 (lr=1.1031e-04) (hash(x)=22751150)
+2496 train 7.553675 (lr=1.1025e-04) (hash(x)=26608502)
+2497 train 7.934716 (lr=1.1020e-04) (hash(x)=25372010)
+2498 train 7.185121 (lr=1.1014e-04) (hash(x)=22006251)
+2499 train 7.136785 (lr=1.1008e-04) (hash(x)=23880160)
+2500 val loss 7.2674
+2500 val perplexity 1432.8910
+2500 train 7.087983 (lr=1.1003e-04) (hash(x)=23225337)
+2501 train 7.245520 (lr=1.0997e-04) (hash(x)=24932950)
+2502 train 6.997854 (lr=1.0992e-04) (hash(x)=20022340)
+2503 train 7.361969 (lr=1.0986e-04) (hash(x)=23537942)
+2504 train 7.263988 (lr=1.0980e-04) (hash(x)=24884288)
+2505 train 6.922050 (lr=1.0975e-04) (hash(x)=21296580)
+2506 train 7.174046 (lr=1.0969e-04) (hash(x)=23001455)
+2507 train 7.443999 (lr=1.0963e-04) (hash(x)=26975313)
+2508 train 7.425578 (lr=1.0958e-04) (hash(x)=26029962)
+2509 train 7.143188 (lr=1.0952e-04) (hash(x)=24302204)
+2510 train 6.875085 (lr=1.0946e-04) (hash(x)=22997203)
+2511 train 6.996931 (lr=1.0941e-04) (hash(x)=23748375)
+2512 train 7.205055 (lr=1.0935e-04) (hash(x)=24453191)
+2513 train 6.906122 (lr=1.0929e-04) (hash(x)=22026776)
+2514 train 7.024286 (lr=1.0924e-04) (hash(x)=19934168)
+2515 train 7.312940 (lr=1.0918e-04) (hash(x)=25541754)
+2516 train 7.660609 (lr=1.0912e-04) (hash(x)=26604471)
+2517 train 7.662843 (lr=1.0907e-04) (hash(x)=27900386)
+2518 train 7.608125 (lr=1.0901e-04) (hash(x)=26403431)
+2519 train 7.619301 (lr=1.0895e-04) (hash(x)=27413825)
+2520 train 7.713075 (lr=1.0890e-04) (hash(x)=28332637)
+2521 train 7.502391 (lr=1.0884e-04) (hash(x)=27223027)
+2522 train 7.512877 (lr=1.0878e-04) (hash(x)=23843387)
+2523 train 7.521239 (lr=1.0873e-04) (hash(x)=27075951)
+2524 train 7.691080 (lr=1.0867e-04) (hash(x)=29300154)
+2525 train 7.326977 (lr=1.0861e-04) (hash(x)=28100582)
+2526 train 7.405580 (lr=1.0856e-04) (hash(x)=28051084)
+2527 train 7.140348 (lr=1.0850e-04) (hash(x)=21682445)
+2528 train 7.329391 (lr=1.0844e-04) (hash(x)=24062589)
+2529 train 7.510764 (lr=1.0839e-04) (hash(x)=29616079)
+2530 train 7.443836 (lr=1.0833e-04) (hash(x)=25170523)
+2531 train 7.048874 (lr=1.0828e-04) (hash(x)=23361504)
+2532 train 7.239818 (lr=1.0822e-04) (hash(x)=24444462)
+2533 train 7.247040 (lr=1.0816e-04) (hash(x)=24035993)
+2534 train 7.236022 (lr=1.0811e-04) (hash(x)=24696651)
+2535 train 7.208167 (lr=1.0805e-04) (hash(x)=22040184)
+2536 train 7.116173 (lr=1.0799e-04) (hash(x)=27400103)
+2537 train 7.419983 (lr=1.0794e-04) (hash(x)=27383080)
+2538 train 7.248113 (lr=1.0788e-04) (hash(x)=24212212)
+2539 train 7.097492 (lr=1.0782e-04) (hash(x)=23727731)
+2540 train 7.261692 (lr=1.0777e-04) (hash(x)=24149487)
+2541 train 7.027219 (lr=1.0771e-04) (hash(x)=23794649)
+2542 train 7.196279 (lr=1.0765e-04) (hash(x)=26147774)
+2543 train 7.305780 (lr=1.0760e-04) (hash(x)=24463229)
+2544 train 7.378619 (lr=1.0754e-04) (hash(x)=26361238)
+2545 train 7.024034 (lr=1.0748e-04) (hash(x)=18891545)
+2546 train 7.592189 (lr=1.0743e-04) (hash(x)=30380438)
+2547 train 7.812424 (lr=1.0737e-04) (hash(x)=32663792)
+2548 train 7.216858 (lr=1.0731e-04) (hash(x)=25175499)
+2549 train 7.391145 (lr=1.0726e-04) (hash(x)=26702407)
+2550 val loss 7.2797
+2550 val perplexity 1450.5428
+2550 train 7.180441 (lr=1.0720e-04) (hash(x)=24578061)
+2551 train 7.213176 (lr=1.0714e-04) (hash(x)=24091954)
+2552 train 7.256697 (lr=1.0709e-04) (hash(x)=23041778)
+2553 train 7.040588 (lr=1.0703e-04) (hash(x)=23686239)
+2554 train 7.165271 (lr=1.0697e-04) (hash(x)=22745355)
+2555 train 7.194443 (lr=1.0692e-04) (hash(x)=23599013)
+2556 train 7.120615 (lr=1.0686e-04) (hash(x)=26033088)
+2557 train 7.177921 (lr=1.0681e-04) (hash(x)=21634218)
+2558 train 7.151769 (lr=1.0675e-04) (hash(x)=20985281)
+2559 train 7.375487 (lr=1.0669e-04) (hash(x)=26670219)
+2560 train 7.128450 (lr=1.0664e-04) (hash(x)=26499936)
+2561 train 7.253258 (lr=1.0658e-04) (hash(x)=23547908)
+2562 train 7.103468 (lr=1.0652e-04) (hash(x)=22306373)
+2563 train 7.213091 (lr=1.0647e-04) (hash(x)=24380893)
+2564 train 7.141400 (lr=1.0641e-04) (hash(x)=23726190)
+2565 train 7.186754 (lr=1.0635e-04) (hash(x)=26967512)
+2566 train 7.279155 (lr=1.0630e-04) (hash(x)=23414576)
+2567 train 7.481882 (lr=1.0624e-04) (hash(x)=25558986)
+2568 train 7.366718 (lr=1.0618e-04) (hash(x)=27057505)
+2569 train 7.354530 (lr=1.0613e-04) (hash(x)=26048135)
+2570 train 7.334603 (lr=1.0607e-04) (hash(x)=26991032)
+2571 train 7.389830 (lr=1.0601e-04) (hash(x)=25729492)
+2572 train 6.952890 (lr=1.0596e-04) (hash(x)=20611723)
+2573 train 7.042079 (lr=1.0590e-04) (hash(x)=24563606)
+2574 train 7.132943 (lr=1.0584e-04) (hash(x)=23330043)
+2575 train 7.196462 (lr=1.0579e-04) (hash(x)=19218943)
+2576 train 7.523392 (lr=1.0573e-04) (hash(x)=20985122)
+2577 train 7.161952 (lr=1.0567e-04) (hash(x)=24133609)
+2578 train 7.473827 (lr=1.0562e-04) (hash(x)=28368610)
+2579 train 7.189766 (lr=1.0556e-04) (hash(x)=23952206)
+2580 train 7.110007 (lr=1.0551e-04) (hash(x)=23068957)
+2581 train 7.224373 (lr=1.0545e-04) (hash(x)=25365277)
+2582 train 7.499107 (lr=1.0539e-04) (hash(x)=24721184)
+2583 train 7.237845 (lr=1.0534e-04) (hash(x)=24551402)
+2584 train 6.960274 (lr=1.0528e-04) (hash(x)=20469327)
+2585 train 7.396620 (lr=1.0522e-04) (hash(x)=24966478)
+2586 train 7.101252 (lr=1.0517e-04) (hash(x)=18626184)
+2587 train 7.145909 (lr=1.0511e-04) (hash(x)=24007642)
+2588 train 7.102001 (lr=1.0505e-04) (hash(x)=23521875)
+2589 train 7.301354 (lr=1.0500e-04) (hash(x)=25204207)
+2590 train 7.112523 (lr=1.0494e-04) (hash(x)=25449801)
+2591 train 7.298560 (lr=1.0488e-04) (hash(x)=25229281)
+2592 train 7.145602 (lr=1.0483e-04) (hash(x)=23202696)
+2593 train 7.015373 (lr=1.0477e-04) (hash(x)=22435944)
+2594 train 7.020151 (lr=1.0471e-04) (hash(x)=20787439)
+2595 train 6.641038 (lr=1.0466e-04) (hash(x)=18214283)
+2596 train 6.827404 (lr=1.0460e-04) (hash(x)=20851477)
+2597 train 6.803205 (lr=1.0455e-04) (hash(x)=20609675)
+2598 train 6.931728 (lr=1.0449e-04) (hash(x)=20061218)
+2599 train 6.945615 (lr=1.0443e-04) (hash(x)=21251127)
+2600 val loss 7.2612
+2600 val perplexity 1423.8977
+2600 train 7.477444 (lr=1.0438e-04) (hash(x)=30948038)
+2601 train 7.667073 (lr=1.0432e-04) (hash(x)=32279160)
+2602 train 7.393004 (lr=1.0426e-04) (hash(x)=26607151)
+2603 train 7.251523 (lr=1.0421e-04) (hash(x)=25097619)
+2604 train 6.809604 (lr=1.0415e-04) (hash(x)=20892421)
+2605 train 7.016261 (lr=1.0409e-04) (hash(x)=22212821)
+2606 train 7.300643 (lr=1.0404e-04) (hash(x)=24720588)
+2607 train 7.318673 (lr=1.0398e-04) (hash(x)=25800857)
+2608 train 7.145417 (lr=1.0392e-04) (hash(x)=22901279)
+2609 train 6.999675 (lr=1.0387e-04) (hash(x)=20921910)
+2610 train 7.237645 (lr=1.0381e-04) (hash(x)=24846267)
+2611 train 7.107316 (lr=1.0376e-04) (hash(x)=22918428)
+2612 train 7.057501 (lr=1.0370e-04) (hash(x)=22805901)
+2613 train 7.219521 (lr=1.0364e-04) (hash(x)=24345816)
+2614 train 7.058473 (lr=1.0359e-04) (hash(x)=22962012)
+2615 train 7.307718 (lr=1.0353e-04) (hash(x)=25836189)
+2616 train 7.367383 (lr=1.0347e-04) (hash(x)=27922916)
+2617 train 7.101459 (lr=1.0342e-04) (hash(x)=21697866)
+2618 train 7.096619 (lr=1.0336e-04) (hash(x)=24283369)
+2619 train 6.992362 (lr=1.0330e-04) (hash(x)=24504567)
+2620 train 7.126472 (lr=1.0325e-04) (hash(x)=25557725)
+2621 train 7.127150 (lr=1.0319e-04) (hash(x)=23135849)
+2622 train 7.096893 (lr=1.0313e-04) (hash(x)=22888908)
+2623 train 7.285657 (lr=1.0308e-04) (hash(x)=25999255)
+2624 train 7.131107 (lr=1.0302e-04) (hash(x)=24446851)
+2625 train 6.882973 (lr=1.0297e-04) (hash(x)=21137520)
+2626 train 7.209253 (lr=1.0291e-04) (hash(x)=26245754)
+2627 train 7.512419 (lr=1.0285e-04) (hash(x)=27308968)
+2628 train 7.253406 (lr=1.0280e-04) (hash(x)=23961169)
+2629 train 7.206355 (lr=1.0274e-04) (hash(x)=25924731)
+2630 train 7.291878 (lr=1.0268e-04) (hash(x)=25782315)
+2631 train 7.353929 (lr=1.0263e-04) (hash(x)=20149394)
+2632 train 7.420818 (lr=1.0257e-04) (hash(x)=23801981)
+2633 train 7.196033 (lr=1.0251e-04) (hash(x)=23830286)
+2634 train 7.126241 (lr=1.0246e-04) (hash(x)=25325236)
+2635 train 7.120725 (lr=1.0240e-04) (hash(x)=24498556)
+2636 train 7.077368 (lr=1.0235e-04) (hash(x)=23693078)
+2637 train 7.244664 (lr=1.0229e-04) (hash(x)=25484922)
+2638 train 6.946556 (lr=1.0223e-04) (hash(x)=22645025)
+2639 train 6.904605 (lr=1.0218e-04) (hash(x)=21999338)
+2640 train 7.152966 (lr=1.0212e-04) (hash(x)=21758019)
+2641 train 7.095196 (lr=1.0206e-04) (hash(x)=24064168)
+2642 train 7.103728 (lr=1.0201e-04) (hash(x)=26847292)
+2643 train 6.976638 (lr=1.0195e-04) (hash(x)=23280568)
+2644 train 6.997726 (lr=1.0189e-04) (hash(x)=21749161)
+2645 train 7.575201 (lr=1.0184e-04) (hash(x)=30082352)
+2646 train 7.496008 (lr=1.0178e-04) (hash(x)=28334297)
+2647 train 7.603710 (lr=1.0173e-04) (hash(x)=27611302)
+2648 train 8.003199 (lr=1.0167e-04) (hash(x)=31007436)
+2649 train 6.957375 (lr=1.0161e-04) (hash(x)=22356183)
+2650 val loss 7.2709
+2650 val perplexity 1437.8285
+2650 train 6.994687 (lr=1.0156e-04) (hash(x)=23071731)
+2651 train 6.991212 (lr=1.0150e-04) (hash(x)=23982308)
+2652 train 7.338782 (lr=1.0144e-04) (hash(x)=25673823)
+2653 train 7.107347 (lr=1.0139e-04) (hash(x)=22973788)
+2654 train 7.283667 (lr=1.0133e-04) (hash(x)=25386647)
+2655 train 7.015683 (lr=1.0128e-04) (hash(x)=22778356)
+2656 train 7.242926 (lr=1.0122e-04) (hash(x)=26669130)
+2657 train 6.945034 (lr=1.0116e-04) (hash(x)=23542930)
+2658 train 7.107432 (lr=1.0111e-04) (hash(x)=23307871)
+2659 train 7.065517 (lr=1.0105e-04) (hash(x)=23467046)
+2660 train 7.197048 (lr=1.0099e-04) (hash(x)=24728872)
+2661 train 7.847847 (lr=1.0094e-04) (hash(x)=29719902)
+2662 train 7.108670 (lr=1.0088e-04) (hash(x)=25114165)
+2663 train 7.033769 (lr=1.0082e-04) (hash(x)=24195959)
+2664 train 7.253144 (lr=1.0077e-04) (hash(x)=26938509)
+2665 train 7.437725 (lr=1.0071e-04) (hash(x)=27168434)
+2666 train 7.553778 (lr=1.0066e-04) (hash(x)=27488221)
+2667 train 8.218013 (lr=1.0060e-04) (hash(x)=32710438)
+2668 train 7.372844 (lr=1.0054e-04) (hash(x)=25073185)
+2669 train 7.372521 (lr=1.0049e-04) (hash(x)=26951664)
+2670 train 7.527099 (lr=1.0043e-04) (hash(x)=24886228)
+2671 train 7.026252 (lr=1.0037e-04) (hash(x)=19127465)
+2672 train 7.264952 (lr=1.0032e-04) (hash(x)=27134917)
+2673 train 7.180439 (lr=1.0026e-04) (hash(x)=25673955)
+2674 train 7.716633 (lr=1.0021e-04) (hash(x)=27111776)
+2675 train 7.668365 (lr=1.0015e-04) (hash(x)=28962580)
+2676 train 7.186687 (lr=1.0009e-04) (hash(x)=25593381)
+2677 train 7.245926 (lr=1.0004e-04) (hash(x)=25238916)
+2678 train 7.163141 (lr=9.9981e-05) (hash(x)=27453574)
+2679 train 7.130936 (lr=9.9925e-05) (hash(x)=22426274)
+2680 train 7.137575 (lr=9.9869e-05) (hash(x)=22974780)
+2681 train 7.169595 (lr=9.9813e-05) (hash(x)=24668644)
+2682 train 7.178676 (lr=9.9757e-05) (hash(x)=26182084)
+2683 train 7.367491 (lr=9.9700e-05) (hash(x)=25606512)
+2684 train 7.189362 (lr=9.9644e-05) (hash(x)=24885252)
+2685 train 6.985510 (lr=9.9588e-05) (hash(x)=21290254)
+2686 train 6.908441 (lr=9.9532e-05) (hash(x)=21367078)
+2687 train 7.121069 (lr=9.9476e-05) (hash(x)=23785205)
+2688 train 7.050142 (lr=9.9420e-05) (hash(x)=24640056)
+2689 train 7.458692 (lr=9.9363e-05) (hash(x)=27083886)
+2690 train 7.147604 (lr=9.9307e-05) (hash(x)=23603571)
+2691 train 7.225488 (lr=9.9251e-05) (hash(x)=24779414)
+2692 train 6.912895 (lr=9.9195e-05) (hash(x)=22200693)
+2693 train 7.290294 (lr=9.9139e-05) (hash(x)=26907868)
+2694 train 7.620943 (lr=9.9083e-05) (hash(x)=32034827)
+2695 train 7.478162 (lr=9.9026e-05) (hash(x)=28505676)
+2696 train 7.063972 (lr=9.8970e-05) (hash(x)=23805750)
+2697 train 7.396422 (lr=9.8914e-05) (hash(x)=29804750)
+2698 train 7.694166 (lr=9.8858e-05) (hash(x)=28443583)
+2699 train 7.593996 (lr=9.8802e-05) (hash(x)=29156288)
+2700 val loss 7.2648
+2700 val perplexity 1429.1169
+2700 train 7.303749 (lr=9.8746e-05) (hash(x)=25895743)
+2701 train 6.931661 (lr=9.8690e-05) (hash(x)=21173795)
+2702 train 6.836502 (lr=9.8634e-05) (hash(x)=20790866)
+2703 train 7.431942 (lr=9.8577e-05) (hash(x)=27706477)
+2704 train 7.531652 (lr=9.8521e-05) (hash(x)=30358985)
+2705 train 7.125824 (lr=9.8465e-05) (hash(x)=23548492)
+2706 train 7.247984 (lr=9.8409e-05) (hash(x)=25879696)
+2707 train 7.109025 (lr=9.8353e-05) (hash(x)=23711800)
+2708 train 7.637329 (lr=9.8297e-05) (hash(x)=28763123)
+2709 train 7.255094 (lr=9.8241e-05) (hash(x)=23327642)
+2710 train 7.299195 (lr=9.8185e-05) (hash(x)=25634166)
+2711 train 7.217785 (lr=9.8129e-05) (hash(x)=28684175)
+2712 train 7.289359 (lr=9.8073e-05) (hash(x)=23996278)
+2713 train 6.897635 (lr=9.8017e-05) (hash(x)=21795980)
+2714 train 7.254148 (lr=9.7961e-05) (hash(x)=24840769)
+2715 train 7.203526 (lr=9.7905e-05) (hash(x)=25225466)
+2716 train 7.490515 (lr=9.7849e-05) (hash(x)=27500471)
+2717 train 7.177479 (lr=9.7793e-05) (hash(x)=24703036)
+2718 train 7.311563 (lr=9.7736e-05) (hash(x)=24294293)
+2719 train 7.262130 (lr=9.7680e-05) (hash(x)=28003600)
+2720 train 7.007512 (lr=9.7624e-05) (hash(x)=22822962)
+2721 train 6.905962 (lr=9.7568e-05) (hash(x)=24189246)
+2722 train 7.054471 (lr=9.7512e-05) (hash(x)=22608951)
+2723 train 7.686523 (lr=9.7456e-05) (hash(x)=27989890)
+2724 train 7.353616 (lr=9.7400e-05) (hash(x)=24175838)
+2725 train 7.204566 (lr=9.7344e-05) (hash(x)=24781792)
+2726 train 7.068987 (lr=9.7288e-05) (hash(x)=23413276)
+2727 train 7.479125 (lr=9.7232e-05) (hash(x)=27586845)
+2728 train 7.227300 (lr=9.7176e-05) (hash(x)=27336264)
+2729 train 7.322677 (lr=9.7120e-05) (hash(x)=26808464)
+2730 train 7.132360 (lr=9.7064e-05) (hash(x)=22312009)
+2731 train 7.160190 (lr=9.7008e-05) (hash(x)=22373927)
+2732 train 7.135486 (lr=9.6953e-05) (hash(x)=23428834)
+2733 train 7.138680 (lr=9.6897e-05) (hash(x)=25304441)
+2734 train 7.149881 (lr=9.6841e-05) (hash(x)=24798164)
+2735 train 6.949497 (lr=9.6785e-05) (hash(x)=21176405)
+2736 train 7.038577 (lr=9.6729e-05) (hash(x)=22343075)
+2737 train 7.130310 (lr=9.6673e-05) (hash(x)=23825332)
+2738 train 7.167645 (lr=9.6617e-05) (hash(x)=24191865)
+2739 train 6.975643 (lr=9.6561e-05) (hash(x)=23806052)
+2740 train 7.028880 (lr=9.6505e-05) (hash(x)=21764591)
+2741 train 7.183351 (lr=9.6449e-05) (hash(x)=25548695)
+2742 train 7.380863 (lr=9.6393e-05) (hash(x)=26847535)
+2743 train 7.104126 (lr=9.6337e-05) (hash(x)=25888433)
+2744 train 7.085192 (lr=9.6281e-05) (hash(x)=24327454)
+2745 train 6.953284 (lr=9.6225e-05) (hash(x)=22543301)
+2746 train 7.408540 (lr=9.6170e-05) (hash(x)=24593022)
+2747 train 8.004128 (lr=9.6114e-05) (hash(x)=27797727)
+2748 train 7.465442 (lr=9.6058e-05) (hash(x)=28067682)
+2749 train 7.076646 (lr=9.6002e-05) (hash(x)=25278538)
+2750 val loss 7.2497
+2750 val perplexity 1407.6926
+2750 train 7.047268 (lr=9.5946e-05) (hash(x)=23875731)
+2751 train 7.227456 (lr=9.5890e-05) (hash(x)=27916982)
+2752 train 7.207663 (lr=9.5834e-05) (hash(x)=25726799)
+2753 train 7.050640 (lr=9.5778e-05) (hash(x)=25227141)
+2754 train 7.319304 (lr=9.5723e-05) (hash(x)=27679212)
+2755 train 7.011028 (lr=9.5667e-05) (hash(x)=24621793)
+2756 train 6.945415 (lr=9.5611e-05) (hash(x)=21962296)
+2757 train 7.273607 (lr=9.5555e-05) (hash(x)=24899679)
+2758 train 6.977040 (lr=9.5499e-05) (hash(x)=21452158)
+2759 train 7.072443 (lr=9.5443e-05) (hash(x)=24334708)
+2760 train 7.349379 (lr=9.5388e-05) (hash(x)=25523041)
+2761 train 7.472319 (lr=9.5332e-05) (hash(x)=30389813)
+2762 train 7.000115 (lr=9.5276e-05) (hash(x)=22426014)
+2763 train 7.081682 (lr=9.5220e-05) (hash(x)=24419143)
+2764 train 7.164840 (lr=9.5164e-05) (hash(x)=24850536)
+2765 train 7.230513 (lr=9.5109e-05) (hash(x)=24181393)
+2766 train 6.771331 (lr=9.5053e-05) (hash(x)=18882503)
+2767 train 7.245216 (lr=9.4997e-05) (hash(x)=25617709)
+2768 train 7.185379 (lr=9.4941e-05) (hash(x)=24076662)
+2769 train 7.098006 (lr=9.4886e-05) (hash(x)=21656802)
+2770 train 7.029471 (lr=9.4830e-05) (hash(x)=21014265)
+2771 train 7.181481 (lr=9.4774e-05) (hash(x)=24556034)
+2772 train 6.940083 (lr=9.4718e-05) (hash(x)=22046665)
+2773 train 7.227962 (lr=9.4663e-05) (hash(x)=26761579)
+2774 train 8.685274 (lr=9.4607e-05) (hash(x)=41414315)
+2775 train 7.110372 (lr=9.4551e-05) (hash(x)=25152362)
+2776 train 7.295196 (lr=9.4495e-05) (hash(x)=25567641)
+2777 train 7.213603 (lr=9.4440e-05) (hash(x)=25427935)
+2778 train 7.312359 (lr=9.4384e-05) (hash(x)=25824457)
+2779 train 7.235422 (lr=9.4328e-05) (hash(x)=24326376)
+2780 train 7.234834 (lr=9.4273e-05) (hash(x)=27447230)
+2781 train 7.091478 (lr=9.4217e-05) (hash(x)=24003710)
+2782 train 6.993764 (lr=9.4161e-05) (hash(x)=24157390)
+2783 train 7.121426 (lr=9.4106e-05) (hash(x)=24276512)
+2784 train 6.938524 (lr=9.4050e-05) (hash(x)=21503752)
+2785 train 6.879178 (lr=9.3994e-05) (hash(x)=20031488)
+2786 train 6.923171 (lr=9.3939e-05) (hash(x)=21788715)
+2787 train 7.124564 (lr=9.3883e-05) (hash(x)=24344695)
+2788 train 7.152724 (lr=9.3827e-05) (hash(x)=22927763)
+2789 train 7.036736 (lr=9.3772e-05) (hash(x)=23710755)
+2790 train 7.274675 (lr=9.3716e-05) (hash(x)=26924620)
+2791 train 7.621556 (lr=9.3660e-05) (hash(x)=26776133)
+2792 train 7.052655 (lr=9.3605e-05) (hash(x)=19936770)
+2793 train 7.221034 (lr=9.3549e-05) (hash(x)=25440959)
+2794 train 7.171215 (lr=9.3494e-05) (hash(x)=25146097)
+2795 train 6.954814 (lr=9.3438e-05) (hash(x)=21847282)
+2796 train 7.169829 (lr=9.3382e-05) (hash(x)=25639784)
+2797 train 6.950650 (lr=9.3327e-05) (hash(x)=21199921)
+2798 train 7.130487 (lr=9.3271e-05) (hash(x)=22360806)
+2799 train 6.551972 (lr=9.3216e-05) (hash(x)=20254159)
+2800 val loss 7.2433
+2800 val perplexity 1398.6920
+2800 train 6.719254 (lr=9.3160e-05) (hash(x)=23348345)
+2801 train 7.341747 (lr=9.3105e-05) (hash(x)=24908033)
+2802 train 7.087101 (lr=9.3049e-05) (hash(x)=23350309)
+2803 train 7.179512 (lr=9.2993e-05) (hash(x)=25044762)
+2804 train 7.077337 (lr=9.2938e-05) (hash(x)=24071026)
+2805 train 6.879889 (lr=9.2882e-05) (hash(x)=22169363)
+2806 train 7.150328 (lr=9.2827e-05) (hash(x)=23757564)
+2807 train 7.551731 (lr=9.2771e-05) (hash(x)=27873855)
+2808 train 7.316285 (lr=9.2716e-05) (hash(x)=26577893)
+2809 train 7.378113 (lr=9.2660e-05) (hash(x)=27001634)
+2810 train 7.150338 (lr=9.2605e-05) (hash(x)=24796541)
+2811 train 7.069781 (lr=9.2549e-05) (hash(x)=22575615)
+2812 train 7.158424 (lr=9.2494e-05) (hash(x)=25876475)
+2813 train 7.156230 (lr=9.2438e-05) (hash(x)=24765155)
+2814 train 7.122975 (lr=9.2383e-05) (hash(x)=25785699)
+2815 train 7.300153 (lr=9.2327e-05) (hash(x)=25113614)
+2816 train 7.184386 (lr=9.2272e-05) (hash(x)=24415748)
+2817 train 7.262526 (lr=9.2217e-05) (hash(x)=25140622)
+2818 train 7.159035 (lr=9.2161e-05) (hash(x)=24845866)
+2819 train 7.604703 (lr=9.2106e-05) (hash(x)=28062905)
+2820 train 7.150768 (lr=9.2050e-05) (hash(x)=22041086)
+2821 train 7.239625 (lr=9.1995e-05) (hash(x)=24957184)
+2822 train 7.186009 (lr=9.1939e-05) (hash(x)=24360380)
+2823 train 7.297054 (lr=9.1884e-05) (hash(x)=26192886)
+2824 train 7.187079 (lr=9.1829e-05) (hash(x)=25001858)
+2825 train 7.150730 (lr=9.1773e-05) (hash(x)=24721193)
+2826 train 7.224525 (lr=9.1718e-05) (hash(x)=26186227)
+2827 train 7.168474 (lr=9.1662e-05) (hash(x)=25770338)
+2828 train 7.264634 (lr=9.1607e-05) (hash(x)=25920767)
+2829 train 7.179717 (lr=9.1552e-05) (hash(x)=25060684)
+2830 train 6.873849 (lr=9.1496e-05) (hash(x)=22933946)
+2831 train 7.036340 (lr=9.1441e-05) (hash(x)=24614912)
+2832 train 6.783958 (lr=9.1386e-05) (hash(x)=19955522)
+2833 train 6.835436 (lr=9.1330e-05) (hash(x)=21111215)
+2834 train 7.681932 (lr=9.1275e-05) (hash(x)=28817924)
+2835 train 7.238541 (lr=9.1220e-05) (hash(x)=26934071)
+2836 train 7.162776 (lr=9.1164e-05) (hash(x)=24768851)
+2837 train 7.135925 (lr=9.1109e-05) (hash(x)=25706447)
+2838 train 6.927593 (lr=9.1054e-05) (hash(x)=19579834)
+2839 train 7.155224 (lr=9.0999e-05) (hash(x)=25397093)
+2840 train 7.627516 (lr=9.0943e-05) (hash(x)=27902141)
+2841 train 7.223270 (lr=9.0888e-05) (hash(x)=25383069)
+2842 train 7.016426 (lr=9.0833e-05) (hash(x)=22007373)
+2843 train 7.109461 (lr=9.0777e-05) (hash(x)=25925963)
+2844 train 7.148131 (lr=9.0722e-05) (hash(x)=25711128)
+2845 train 6.903069 (lr=9.0667e-05) (hash(x)=21881216)
+2846 train 7.046839 (lr=9.0612e-05) (hash(x)=20277075)
+2847 train 7.100994 (lr=9.0556e-05) (hash(x)=19811802)
+2848 train 7.025764 (lr=9.0501e-05) (hash(x)=23878906)
+2849 train 7.223062 (lr=9.0446e-05) (hash(x)=25034966)
+2850 val loss 7.2285
+2850 val perplexity 1378.1392
+2850 train 7.288188 (lr=9.0391e-05) (hash(x)=24359507)
+2851 train 7.063013 (lr=9.0336e-05) (hash(x)=23248423)
+2852 train 7.047222 (lr=9.0280e-05) (hash(x)=21782773)
+2853 train 7.173500 (lr=9.0225e-05) (hash(x)=23804418)
+2854 train 7.206058 (lr=9.0170e-05) (hash(x)=22525078)
+2855 train 7.189458 (lr=9.0115e-05) (hash(x)=25579655)
+2856 train 7.296371 (lr=9.0060e-05) (hash(x)=27048876)
+2857 train 7.460506 (lr=9.0005e-05) (hash(x)=26468479)
+2858 train 7.129796 (lr=8.9949e-05) (hash(x)=23854933)
+2859 train 7.473882 (lr=8.9894e-05) (hash(x)=25537603)
+2860 train 6.948988 (lr=8.9839e-05) (hash(x)=20979252)
+2861 train 7.453432 (lr=8.9784e-05) (hash(x)=26504374)
+2862 train 7.310754 (lr=8.9729e-05) (hash(x)=27561842)
+2863 train 7.284526 (lr=8.9674e-05) (hash(x)=26096514)
+2864 train 7.290958 (lr=8.9619e-05) (hash(x)=25926899)
+2865 train 7.312017 (lr=8.9564e-05) (hash(x)=26058348)
+2866 train 7.329572 (lr=8.9509e-05) (hash(x)=29802259)
+2867 train 7.235013 (lr=8.9454e-05) (hash(x)=24132888)
+2868 train 6.946392 (lr=8.9398e-05) (hash(x)=23369410)
+2869 train 7.108652 (lr=8.9343e-05) (hash(x)=25387506)
+2870 train 7.314400 (lr=8.9288e-05) (hash(x)=27375344)
+2871 train 7.040798 (lr=8.9233e-05) (hash(x)=22589633)
+2872 train 7.181535 (lr=8.9178e-05) (hash(x)=23250237)
+2873 train 7.078163 (lr=8.9123e-05) (hash(x)=25511322)
+2874 train 6.735813 (lr=8.9068e-05) (hash(x)=18356418)
+2875 train 7.233304 (lr=8.9013e-05) (hash(x)=27781566)
+2876 train 7.068968 (lr=8.8958e-05) (hash(x)=24878173)
+2877 train 7.555267 (lr=8.8903e-05) (hash(x)=30018637)
+2878 train 7.406386 (lr=8.8848e-05) (hash(x)=27168416)
+2879 train 7.391132 (lr=8.8793e-05) (hash(x)=26757147)
+2880 train 7.425745 (lr=8.8738e-05) (hash(x)=26637081)
+2881 train 7.279141 (lr=8.8683e-05) (hash(x)=24795024)
+2882 train 7.539003 (lr=8.8628e-05) (hash(x)=29787745)
+2883 train 7.354644 (lr=8.8574e-05) (hash(x)=26649864)
+2884 train 7.208026 (lr=8.8519e-05) (hash(x)=27306612)
+2885 train 7.299732 (lr=8.8464e-05) (hash(x)=27568311)
+2886 train 7.331838 (lr=8.8409e-05) (hash(x)=27440150)
+2887 train 7.070420 (lr=8.8354e-05) (hash(x)=24963730)
+2888 train 7.100317 (lr=8.8299e-05) (hash(x)=23619807)
+2889 train 7.594577 (lr=8.8244e-05) (hash(x)=29447356)
+2890 train 7.101123 (lr=8.8189e-05) (hash(x)=25144675)
+2891 train 7.069112 (lr=8.8134e-05) (hash(x)=25249959)
+2892 train 7.066423 (lr=8.8079e-05) (hash(x)=26608712)
+2893 train 7.083540 (lr=8.8025e-05) (hash(x)=26333258)
+2894 train 6.860359 (lr=8.7970e-05) (hash(x)=20682182)
+2895 train 7.292667 (lr=8.7915e-05) (hash(x)=27703124)
+2896 train 7.084045 (lr=8.7860e-05) (hash(x)=23228180)
+2897 train 6.966657 (lr=8.7805e-05) (hash(x)=25252411)
+2898 train 6.935758 (lr=8.7751e-05) (hash(x)=22879178)
+2899 train 7.228162 (lr=8.7696e-05) (hash(x)=26459082)
+2900 val loss 7.2454
+2900 val perplexity 1401.6771
+2900 train 7.057446 (lr=8.7641e-05) (hash(x)=24569501)
+2901 train 6.842214 (lr=8.7586e-05) (hash(x)=19803884)
+2902 train 6.899451 (lr=8.7531e-05) (hash(x)=18799747)
+2903 train 7.215332 (lr=8.7477e-05) (hash(x)=24781713)
+2904 train 7.341447 (lr=8.7422e-05) (hash(x)=25016590)
+2905 train 7.550739 (lr=8.7367e-05) (hash(x)=29006906)
+2906 train 7.284384 (lr=8.7312e-05) (hash(x)=24069959)
+2907 train 7.441919 (lr=8.7258e-05) (hash(x)=26597693)
+2908 train 7.043008 (lr=8.7203e-05) (hash(x)=25014146)
+2909 train 7.290802 (lr=8.7148e-05) (hash(x)=24943747)
+2910 train 7.200624 (lr=8.7093e-05) (hash(x)=27847542)
+2911 train 7.140747 (lr=8.7039e-05) (hash(x)=24720476)
+2912 train 7.013004 (lr=8.6984e-05) (hash(x)=24388804)
+2913 train 7.142290 (lr=8.6929e-05) (hash(x)=23567535)
+2914 train 7.424031 (lr=8.6875e-05) (hash(x)=29673625)
+2915 train 7.172195 (lr=8.6820e-05) (hash(x)=23691295)
+2916 train 7.522125 (lr=8.6765e-05) (hash(x)=26572819)
+2917 train 7.159997 (lr=8.6711e-05) (hash(x)=23237812)
+2918 train 7.427156 (lr=8.6656e-05) (hash(x)=26531016)
+2919 train 6.974382 (lr=8.6602e-05) (hash(x)=23481301)
+2920 train 7.252994 (lr=8.6547e-05) (hash(x)=24839184)
+2921 train 7.085931 (lr=8.6492e-05) (hash(x)=23327755)
+2922 train 7.318713 (lr=8.6438e-05) (hash(x)=26347114)
+2923 train 7.012657 (lr=8.6383e-05) (hash(x)=23295676)
+2924 train 7.088529 (lr=8.6329e-05) (hash(x)=24557178)
+2925 train 7.177158 (lr=8.6274e-05) (hash(x)=26067788)
+2926 train 7.086361 (lr=8.6220e-05) (hash(x)=25694982)
+2927 train 7.166893 (lr=8.6165e-05) (hash(x)=25641033)
+2928 train 7.223846 (lr=8.6110e-05) (hash(x)=24906422)
+2929 train 7.389869 (lr=8.6056e-05) (hash(x)=27803515)
+2930 train 7.374954 (lr=8.6001e-05) (hash(x)=26208803)
+2931 train 6.878582 (lr=8.5947e-05) (hash(x)=22441379)
+2932 train 7.127512 (lr=8.5892e-05) (hash(x)=24741626)
+2933 train 7.024147 (lr=8.5838e-05) (hash(x)=24595257)
+2934 train 7.036841 (lr=8.5783e-05) (hash(x)=23939167)
+2935 train 7.333832 (lr=8.5729e-05) (hash(x)=27369437)
+2936 train 6.976411 (lr=8.5674e-05) (hash(x)=21409783)
+2937 train 7.254579 (lr=8.5620e-05) (hash(x)=25923735)
+2938 train 7.272159 (lr=8.5566e-05) (hash(x)=29559511)
+2939 train 7.136259 (lr=8.5511e-05) (hash(x)=24482272)
+2940 train 7.125064 (lr=8.5457e-05) (hash(x)=24767658)
+2941 train 7.315628 (lr=8.5402e-05) (hash(x)=26425020)
+2942 train 7.662413 (lr=8.5348e-05) (hash(x)=27444868)
+2943 train 7.107357 (lr=8.5294e-05) (hash(x)=24760900)
+2944 train 7.154031 (lr=8.5239e-05) (hash(x)=25605407)
+2945 train 7.016965 (lr=8.5185e-05) (hash(x)=22886951)
+2946 train 7.339845 (lr=8.5130e-05) (hash(x)=26112205)
+2947 train 7.181956 (lr=8.5076e-05) (hash(x)=23919156)
+2948 train 7.126415 (lr=8.5022e-05) (hash(x)=23729312)
+2949 train 7.439529 (lr=8.4967e-05) (hash(x)=30440878)
+2950 val loss 7.2428
+2950 val perplexity 1398.0559
+2950 train 6.908051 (lr=8.4913e-05) (hash(x)=20004041)
+2951 train 6.895544 (lr=8.4859e-05) (hash(x)=21692546)
+2952 train 6.903545 (lr=8.4804e-05) (hash(x)=23021681)
+2953 train 7.287581 (lr=8.4750e-05) (hash(x)=26663597)
+2954 train 7.129147 (lr=8.4696e-05) (hash(x)=23727385)
+2955 train 7.143552 (lr=8.4642e-05) (hash(x)=27692087)
+2956 train 7.171819 (lr=8.4587e-05) (hash(x)=24003378)
+2957 train 7.808677 (lr=8.4533e-05) (hash(x)=29534673)
+2958 train 7.081889 (lr=8.4479e-05) (hash(x)=22875068)
+2959 train 7.046308 (lr=8.4425e-05) (hash(x)=22720391)
+2960 train 6.835747 (lr=8.4370e-05) (hash(x)=17997400)
+2961 train 7.042126 (lr=8.4316e-05) (hash(x)=22853822)
+2962 train 7.135301 (lr=8.4262e-05) (hash(x)=25238004)
+2963 train 7.239426 (lr=8.4208e-05) (hash(x)=26146560)
+2964 train 7.337764 (lr=8.4154e-05) (hash(x)=21894867)
+2965 train 7.313027 (lr=8.4099e-05) (hash(x)=23001150)
+2966 train 7.065543 (lr=8.4045e-05) (hash(x)=23392923)
+2967 train 7.103018 (lr=8.3991e-05) (hash(x)=24376979)
+2968 train 7.099043 (lr=8.3937e-05) (hash(x)=23781449)
+2969 train 7.223798 (lr=8.3883e-05) (hash(x)=25315495)
+2970 train 7.354163 (lr=8.3829e-05) (hash(x)=27165470)
+2971 train 7.180748 (lr=8.3775e-05) (hash(x)=22917712)
+2972 train 7.506921 (lr=8.3721e-05) (hash(x)=27928456)
+2973 train 6.901485 (lr=8.3666e-05) (hash(x)=19890855)
+2974 train 6.869814 (lr=8.3612e-05) (hash(x)=21318134)
+2975 train 7.012500 (lr=8.3558e-05) (hash(x)=22244509)
+2976 train 6.913032 (lr=8.3504e-05) (hash(x)=21293137)
+2977 train 7.041870 (lr=8.3450e-05) (hash(x)=23465789)
+2978 train 6.990088 (lr=8.3396e-05) (hash(x)=21169753)
+2979 train 7.379493 (lr=8.3342e-05) (hash(x)=25243385)
+2980 train 7.394501 (lr=8.3288e-05) (hash(x)=27465812)
+2981 train 7.110806 (lr=8.3234e-05) (hash(x)=24615492)
+2982 train 7.051144 (lr=8.3180e-05) (hash(x)=23081307)
+2983 train 6.840234 (lr=8.3126e-05) (hash(x)=21831960)
+2984 train 6.959266 (lr=8.3072e-05) (hash(x)=23242850)
+2985 train 7.057059 (lr=8.3018e-05) (hash(x)=24308188)
+2986 train 7.265155 (lr=8.2964e-05) (hash(x)=28541601)
+2987 train 7.149963 (lr=8.2910e-05) (hash(x)=24842373)
+2988 train 6.892768 (lr=8.2856e-05) (hash(x)=21967126)
+2989 train 7.067186 (lr=8.2802e-05) (hash(x)=22951616)
+2990 train 7.184857 (lr=8.2748e-05) (hash(x)=24325714)
+2991 train 7.004495 (lr=8.2695e-05) (hash(x)=24921535)
+2992 train 7.220352 (lr=8.2641e-05) (hash(x)=25937112)
+2993 train 6.941968 (lr=8.2587e-05) (hash(x)=20716218)
+2994 train 7.196831 (lr=8.2533e-05) (hash(x)=25450724)
+2995 train 7.143517 (lr=8.2479e-05) (hash(x)=24344615)
+2996 train 6.879779 (lr=8.2425e-05) (hash(x)=20299058)
+2997 train 7.087581 (lr=8.2371e-05) (hash(x)=23859426)
+2998 train 7.119475 (lr=8.2318e-05) (hash(x)=23094397)
+2999 train 7.420315 (lr=8.2264e-05) (hash(x)=25381251)
+3000 val loss 7.2354
+3000 val perplexity 1387.7167
+3000 train 7.157125 (lr=8.2210e-05) (hash(x)=23586527)
+3001 train 7.020635 (lr=8.2156e-05) (hash(x)=24220410)
+3002 train 6.896609 (lr=8.2102e-05) (hash(x)=20597347)
+3003 train 7.009266 (lr=8.2049e-05) (hash(x)=22887303)
+3004 train 7.319392 (lr=8.1995e-05) (hash(x)=25869462)
+3005 train 7.029465 (lr=8.1941e-05) (hash(x)=22098530)
+3006 train 7.315038 (lr=8.1887e-05) (hash(x)=26246291)
+3007 train 7.258647 (lr=8.1834e-05) (hash(x)=25687352)
+3008 train 6.988588 (lr=8.1780e-05) (hash(x)=25425646)
+3009 train 7.195645 (lr=8.1726e-05) (hash(x)=26021124)
+3010 train 7.222324 (lr=8.1673e-05) (hash(x)=25392057)
+3011 train 7.306030 (lr=8.1619e-05) (hash(x)=27791412)
+3012 train 7.127555 (lr=8.1565e-05) (hash(x)=23181098)
+3013 train 7.135044 (lr=8.1512e-05) (hash(x)=25521889)
+3014 train 6.964859 (lr=8.1458e-05) (hash(x)=21685795)
+3015 train 7.101865 (lr=8.1404e-05) (hash(x)=25221654)
+3016 train 7.283861 (lr=8.1351e-05) (hash(x)=24888744)
+3017 train 7.185178 (lr=8.1297e-05) (hash(x)=24200150)
+3018 train 7.112284 (lr=8.1243e-05) (hash(x)=26943942)
+3019 train 7.095122 (lr=8.1190e-05) (hash(x)=23243731)
+3020 train 6.961877 (lr=8.1136e-05) (hash(x)=21068284)
+3021 train 7.125371 (lr=8.1083e-05) (hash(x)=23876902)
+3022 train 7.292787 (lr=8.1029e-05) (hash(x)=25337639)
+3023 train 7.164614 (lr=8.0976e-05) (hash(x)=24469863)
+3024 train 7.624680 (lr=8.0922e-05) (hash(x)=27850876)
+3025 train 7.403734 (lr=8.0869e-05) (hash(x)=20515778)
+3026 train 7.218239 (lr=8.0815e-05) (hash(x)=29019173)
+3027 train 6.880957 (lr=8.0762e-05) (hash(x)=22484936)
+3028 train 7.043277 (lr=8.0708e-05) (hash(x)=24639400)
+3029 train 7.217961 (lr=8.0655e-05) (hash(x)=26835174)
+3030 train 7.366324 (lr=8.0601e-05) (hash(x)=29843763)
+3031 train 7.062282 (lr=8.0548e-05) (hash(x)=25291413)
+3032 train 7.029840 (lr=8.0494e-05) (hash(x)=24590244)
+3033 train 7.261258 (lr=8.0441e-05) (hash(x)=28880142)
+3034 train 7.002719 (lr=8.0387e-05) (hash(x)=23372199)
+3035 train 6.996624 (lr=8.0334e-05) (hash(x)=23952225)
+3036 train 7.128025 (lr=8.0281e-05) (hash(x)=24589186)
+3037 train 7.111821 (lr=8.0227e-05) (hash(x)=23260323)
+3038 train 7.283922 (lr=8.0174e-05) (hash(x)=25824498)
+3039 train 7.184599 (lr=8.0120e-05) (hash(x)=25744274)
+3040 train 7.161501 (lr=8.0067e-05) (hash(x)=21610247)
+3041 train 7.269031 (lr=8.0014e-05) (hash(x)=25079786)
+3042 train 6.897417 (lr=7.9960e-05) (hash(x)=23219195)
+3043 train 6.836635 (lr=7.9907e-05) (hash(x)=22616739)
+3044 train 7.131120 (lr=7.9854e-05) (hash(x)=24908480)
+3045 train 6.993392 (lr=7.9801e-05) (hash(x)=22293489)
+3046 train 7.019199 (lr=7.9747e-05) (hash(x)=23557651)
+3047 train 7.073238 (lr=7.9694e-05) (hash(x)=24246963)
+3048 train 7.163709 (lr=7.9641e-05) (hash(x)=24490083)
+3049 train 7.171928 (lr=7.9588e-05) (hash(x)=22372895)
+3050 val loss 7.2254
+3050 val perplexity 1373.9482
+3050 train 6.928779 (lr=7.9534e-05) (hash(x)=21759470)
+3051 train 6.807603 (lr=7.9481e-05) (hash(x)=19407094)
+3052 train 7.165582 (lr=7.9428e-05) (hash(x)=23957047)
+3053 train 7.259171 (lr=7.9375e-05) (hash(x)=24719318)
+3054 train 7.050952 (lr=7.9322e-05) (hash(x)=20719314)
+3055 train 7.011200 (lr=7.9268e-05) (hash(x)=19724058)
+3056 train 6.826070 (lr=7.9215e-05) (hash(x)=14407266)
+3057 train 6.703224 (lr=7.9162e-05) (hash(x)=12468292)
+3058 train 6.985302 (lr=7.9109e-05) (hash(x)=16098279)
+3059 train 7.062811 (lr=7.9056e-05) (hash(x)=18836491)
+3060 train 6.908921 (lr=7.9003e-05) (hash(x)=19132277)
+3061 train 7.045671 (lr=7.8950e-05) (hash(x)=22814208)
+3062 train 7.068984 (lr=7.8897e-05) (hash(x)=24838508)
+3063 train 6.957501 (lr=7.8843e-05) (hash(x)=20705649)
+3064 train 7.962106 (lr=7.8790e-05) (hash(x)=29416914)
+3065 train 7.411810 (lr=7.8737e-05) (hash(x)=25972430)
+3066 train 6.807076 (lr=7.8684e-05) (hash(x)=23705805)
+3067 train 6.856870 (lr=7.8631e-05) (hash(x)=21325875)
+3068 train 7.076042 (lr=7.8578e-05) (hash(x)=23526506)
+3069 train 7.564294 (lr=7.8525e-05) (hash(x)=27282337)
+3070 train 7.397154 (lr=7.8472e-05) (hash(x)=27968043)
+3071 train 7.208839 (lr=7.8419e-05) (hash(x)=24938685)
+3072 train 7.376416 (lr=7.8366e-05) (hash(x)=26942737)
+3073 train 7.301715 (lr=7.8313e-05) (hash(x)=23506879)
+3074 train 7.007686 (lr=7.8261e-05) (hash(x)=23589913)
+3075 train 7.196935 (lr=7.8208e-05) (hash(x)=25152403)
+3076 train 7.308333 (lr=7.8155e-05) (hash(x)=23425868)
+3077 train 7.455746 (lr=7.8102e-05) (hash(x)=23966181)
+3078 train 7.514575 (lr=7.8049e-05) (hash(x)=27312570)
+3079 train 7.154594 (lr=7.7996e-05) (hash(x)=21707000)
+3080 train 7.077843 (lr=7.7943e-05) (hash(x)=25600427)
+3081 train 7.196840 (lr=7.7890e-05) (hash(x)=24270631)
+3082 train 7.312096 (lr=7.7838e-05) (hash(x)=25199537)
+3083 train 6.609046 (lr=7.7785e-05) (hash(x)=17952018)
+3084 train 6.724407 (lr=7.7732e-05) (hash(x)=18733143)
+3085 train 7.328773 (lr=7.7679e-05) (hash(x)=26946100)
+3086 train 7.146439 (lr=7.7626e-05) (hash(x)=25547515)
+3087 train 7.117771 (lr=7.7574e-05) (hash(x)=24948980)
+3088 train 8.343271 (lr=7.7521e-05) (hash(x)=35461645)
+3089 train 7.350742 (lr=7.7468e-05) (hash(x)=28330877)
+3090 train 7.262114 (lr=7.7415e-05) (hash(x)=27687861)
+3091 train 7.387641 (lr=7.7363e-05) (hash(x)=28012110)
+3092 train 7.231575 (lr=7.7310e-05) (hash(x)=24684480)
+3093 train 7.183071 (lr=7.7257e-05) (hash(x)=26225786)
+3094 train 6.887502 (lr=7.7205e-05) (hash(x)=23098156)
+3095 train 7.513692 (lr=7.7152e-05) (hash(x)=30773958)
+3096 train 7.808245 (lr=7.7099e-05) (hash(x)=28640406)
+3097 train 7.718433 (lr=7.7047e-05) (hash(x)=28201086)
+3098 train 8.097651 (lr=7.6994e-05) (hash(x)=35002344)
+3099 train 7.578735 (lr=7.6941e-05) (hash(x)=29481068)
+3100 val loss 7.2266
+3100 val perplexity 1375.5491
+3100 train 7.119473 (lr=7.6889e-05) (hash(x)=26374528)
+3101 train 7.073902 (lr=7.6836e-05) (hash(x)=24153602)
+3102 train 7.135112 (lr=7.6784e-05) (hash(x)=25478746)
+3103 train 7.433759 (lr=7.6731e-05) (hash(x)=26769046)
+3104 train 7.034570 (lr=7.6679e-05) (hash(x)=21841970)
+3105 train 7.288438 (lr=7.6626e-05) (hash(x)=27693052)
+3106 train 6.808014 (lr=7.6573e-05) (hash(x)=20689448)
+3107 train 7.132732 (lr=7.6521e-05) (hash(x)=26755048)
+3108 train 7.146398 (lr=7.6468e-05) (hash(x)=24431904)
+3109 train 7.033182 (lr=7.6416e-05) (hash(x)=21009792)
+3110 train 7.093330 (lr=7.6364e-05) (hash(x)=21909003)
+3111 train 7.149271 (lr=7.6311e-05) (hash(x)=18849656)
+3112 train 7.248209 (lr=7.6259e-05) (hash(x)=22223376)
+3113 train 7.539229 (lr=7.6206e-05) (hash(x)=25652491)
+3114 train 7.462708 (lr=7.6154e-05) (hash(x)=23521434)
+3115 train 7.503259 (lr=7.6101e-05) (hash(x)=25449800)
+3116 train 7.856243 (lr=7.6049e-05) (hash(x)=27655847)
+3117 train 7.924606 (lr=7.5997e-05) (hash(x)=29878248)
+3118 train 7.927545 (lr=7.5944e-05) (hash(x)=30444094)
+3119 train 7.537351 (lr=7.5892e-05) (hash(x)=24624950)
+3120 train 6.883397 (lr=7.5840e-05) (hash(x)=20798511)
+3121 train 7.275777 (lr=7.5787e-05) (hash(x)=26581679)
+3122 train 7.190254 (lr=7.5735e-05) (hash(x)=25333422)
+3123 train 7.234780 (lr=7.5683e-05) (hash(x)=26174069)
+3124 train 7.284744 (lr=7.5630e-05) (hash(x)=25219475)
+3125 train 7.194228 (lr=7.5578e-05) (hash(x)=20919061)
+3126 train 7.161575 (lr=7.5526e-05) (hash(x)=23828688)
+3127 train 7.667997 (lr=7.5474e-05) (hash(x)=27299605)
+3128 train 7.036704 (lr=7.5421e-05) (hash(x)=23797514)
+3129 train 7.263634 (lr=7.5369e-05) (hash(x)=23601883)
+3130 train 7.488931 (lr=7.5317e-05) (hash(x)=31003964)
+3131 train 7.221761 (lr=7.5265e-05) (hash(x)=24777273)
+3132 train 7.095604 (lr=7.5213e-05) (hash(x)=25403249)
+3133 train 7.315634 (lr=7.5160e-05) (hash(x)=28913150)
+3134 train 7.267738 (lr=7.5108e-05) (hash(x)=26541508)
+3135 train 7.228485 (lr=7.5056e-05) (hash(x)=24113445)
+3136 train 7.039874 (lr=7.5004e-05) (hash(x)=25464565)
+3137 train 7.284172 (lr=7.4952e-05) (hash(x)=26581432)
+3138 train 7.116204 (lr=7.4900e-05) (hash(x)=23074513)
+3139 train 6.998468 (lr=7.4848e-05) (hash(x)=23970384)
+3140 train 7.215627 (lr=7.4796e-05) (hash(x)=26694495)
+3141 train 7.196417 (lr=7.4744e-05) (hash(x)=26883445)
+3142 train 7.349796 (lr=7.4692e-05) (hash(x)=28632211)
+3143 train 7.771048 (lr=7.4640e-05) (hash(x)=32644465)
+3144 train 7.499780 (lr=7.4588e-05) (hash(x)=27490443)
+3145 train 7.073689 (lr=7.4536e-05) (hash(x)=23814853)
+3146 train 7.492764 (lr=7.4484e-05) (hash(x)=29664236)
+3147 train 7.824319 (lr=7.4432e-05) (hash(x)=29951548)
+3148 train 7.557340 (lr=7.4380e-05) (hash(x)=28426503)
+3149 train 6.959648 (lr=7.4328e-05) (hash(x)=23727657)
+3150 val loss 7.2243
+3150 val perplexity 1372.4004
+3150 train 7.113782 (lr=7.4276e-05) (hash(x)=21430659)
+3151 train 7.170309 (lr=7.4224e-05) (hash(x)=25829219)
+3152 train 7.333925 (lr=7.4172e-05) (hash(x)=29735208)
+3153 train 7.372371 (lr=7.4120e-05) (hash(x)=28173447)
+3154 train 7.086099 (lr=7.4068e-05) (hash(x)=22909641)
+3155 train 7.217676 (lr=7.4017e-05) (hash(x)=20556094)
+3156 train 6.986973 (lr=7.3965e-05) (hash(x)=24013769)
+3157 train 6.982358 (lr=7.3913e-05) (hash(x)=22525971)
+3158 train 7.066711 (lr=7.3861e-05) (hash(x)=25492728)
+3159 train 7.098711 (lr=7.3809e-05) (hash(x)=25194550)
+3160 train 7.212341 (lr=7.3757e-05) (hash(x)=25610603)
+3161 train 7.189154 (lr=7.3706e-05) (hash(x)=23848640)
+3162 train 6.995070 (lr=7.3654e-05) (hash(x)=24082226)
+3163 train 7.422653 (lr=7.3602e-05) (hash(x)=28482186)
+3164 train 7.302148 (lr=7.3551e-05) (hash(x)=27542978)
+3165 train 7.056638 (lr=7.3499e-05) (hash(x)=22540954)
+3166 train 7.192305 (lr=7.3447e-05) (hash(x)=26103641)
+3167 train 7.150209 (lr=7.3395e-05) (hash(x)=25941804)
+3168 train 7.163013 (lr=7.3344e-05) (hash(x)=25965921)
+3169 train 7.421244 (lr=7.3292e-05) (hash(x)=25631269)
+3170 train 6.985078 (lr=7.3240e-05) (hash(x)=23471525)
+3171 train 7.245594 (lr=7.3189e-05) (hash(x)=27049208)
+3172 train 7.256683 (lr=7.3137e-05) (hash(x)=27074992)
+3173 train 7.171642 (lr=7.3086e-05) (hash(x)=25712617)
+3174 train 7.129979 (lr=7.3034e-05) (hash(x)=25884917)
+3175 train 7.156048 (lr=7.2983e-05) (hash(x)=24075727)
+3176 train 7.017574 (lr=7.2931e-05) (hash(x)=23681759)
+3177 train 7.303845 (lr=7.2879e-05) (hash(x)=25786577)
+3178 train 7.278980 (lr=7.2828e-05) (hash(x)=27307614)
+3179 train 7.327002 (lr=7.2776e-05) (hash(x)=25082806)
+3180 train 7.334489 (lr=7.2725e-05) (hash(x)=26098308)
+3181 train 7.078201 (lr=7.2673e-05) (hash(x)=24080140)
+3182 train 7.287206 (lr=7.2622e-05) (hash(x)=26399395)
+3183 train 7.345574 (lr=7.2571e-05) (hash(x)=23104539)
+3184 train 6.986392 (lr=7.2519e-05) (hash(x)=23356930)
+3185 train 7.202237 (lr=7.2468e-05) (hash(x)=27972420)
+3186 train 6.891807 (lr=7.2416e-05) (hash(x)=21338924)
+3187 train 7.323040 (lr=7.2365e-05) (hash(x)=25351113)
+3188 train 7.261156 (lr=7.2314e-05) (hash(x)=26019439)
+3189 train 7.332606 (lr=7.2262e-05) (hash(x)=30149312)
+3190 train 7.024103 (lr=7.2211e-05) (hash(x)=23028152)
+3191 train 7.362582 (lr=7.2160e-05) (hash(x)=23018983)
+3192 train 7.039773 (lr=7.2108e-05) (hash(x)=23190787)
+3193 train 7.430795 (lr=7.2057e-05) (hash(x)=27798543)
+3194 train 7.195303 (lr=7.2006e-05) (hash(x)=25193663)
+3195 train 6.991137 (lr=7.1954e-05) (hash(x)=25302106)
+3196 train 7.137595 (lr=7.1903e-05) (hash(x)=24325364)
+3197 train 7.184536 (lr=7.1852e-05) (hash(x)=25399101)
+3198 train 7.013640 (lr=7.1801e-05) (hash(x)=23606439)
+3199 train 7.078374 (lr=7.1749e-05) (hash(x)=24422929)
+3200 val loss 7.1998
+3200 val perplexity 1339.1764
+3200 train 7.227316 (lr=7.1698e-05) (hash(x)=24760381)
+3201 train 6.918775 (lr=7.1647e-05) (hash(x)=23278576)
+3202 train 7.114228 (lr=7.1596e-05) (hash(x)=24897511)
+3203 train 7.438525 (lr=7.1545e-05) (hash(x)=29052117)
+3204 train 7.159627 (lr=7.1494e-05) (hash(x)=25772923)
+3205 train 7.315062 (lr=7.1443e-05) (hash(x)=25885977)
+3206 train 7.102977 (lr=7.1391e-05) (hash(x)=21985272)
+3207 train 7.023832 (lr=7.1340e-05) (hash(x)=23389696)
+3208 train 6.933226 (lr=7.1289e-05) (hash(x)=25299042)
+3209 train 7.213129 (lr=7.1238e-05) (hash(x)=23703987)
+3210 train 7.096010 (lr=7.1187e-05) (hash(x)=23362342)
+3211 train 7.166548 (lr=7.1136e-05) (hash(x)=23962503)
+3212 train 7.071224 (lr=7.1085e-05) (hash(x)=21216023)
+3213 train 7.162761 (lr=7.1034e-05) (hash(x)=25841931)
+3214 train 7.036767 (lr=7.0983e-05) (hash(x)=23631428)
+3215 train 7.430521 (lr=7.0932e-05) (hash(x)=29102969)
+3216 train 7.174568 (lr=7.0881e-05) (hash(x)=25782766)
+3217 train 7.428040 (lr=7.0830e-05) (hash(x)=28825867)
+3218 train 7.375652 (lr=7.0779e-05) (hash(x)=24609499)
+3219 train 7.304825 (lr=7.0729e-05) (hash(x)=24948166)
+3220 train 7.348549 (lr=7.0678e-05) (hash(x)=26919841)
+3221 train 7.211362 (lr=7.0627e-05) (hash(x)=27236198)
+3222 train 6.994567 (lr=7.0576e-05) (hash(x)=24029305)
+3223 train 7.599620 (lr=7.0525e-05) (hash(x)=28359859)
+3224 train 7.355492 (lr=7.0474e-05) (hash(x)=24886008)
+3225 train 7.159071 (lr=7.0424e-05) (hash(x)=27159867)
+3226 train 7.409142 (lr=7.0373e-05) (hash(x)=20672023)
+3227 train 7.123111 (lr=7.0322e-05) (hash(x)=22360298)
+3228 train 7.568109 (lr=7.0271e-05) (hash(x)=27478658)
+3229 train 7.360588 (lr=7.0220e-05) (hash(x)=26575886)
+3230 train 7.550322 (lr=7.0170e-05) (hash(x)=26890615)
+3231 train 7.150186 (lr=7.0119e-05) (hash(x)=24630955)
+3232 train 7.441711 (lr=7.0068e-05) (hash(x)=27016054)
+3233 train 7.643829 (lr=7.0018e-05) (hash(x)=28444407)
+3234 train 7.016722 (lr=6.9967e-05) (hash(x)=24053336)
+3235 train 7.311805 (lr=6.9916e-05) (hash(x)=26897402)
+3236 train 7.500777 (lr=6.9866e-05) (hash(x)=29451214)
+3237 train 7.274725 (lr=6.9815e-05) (hash(x)=27268677)
+3238 train 7.408958 (lr=6.9764e-05) (hash(x)=27494000)
+3239 train 7.027641 (lr=6.9714e-05) (hash(x)=22969113)
+3240 train 6.999832 (lr=6.9663e-05) (hash(x)=21944576)
+3241 train 7.255661 (lr=6.9613e-05) (hash(x)=21671079)
+3242 train 7.123276 (lr=6.9562e-05) (hash(x)=23912980)
+3243 train 7.078734 (lr=6.9512e-05) (hash(x)=25205781)
+3244 train 7.051682 (lr=6.9461e-05) (hash(x)=25654244)
+3245 train 7.001229 (lr=6.9411e-05) (hash(x)=23335929)
+3246 train 7.369248 (lr=6.9360e-05) (hash(x)=27953926)
+3247 train 7.197792 (lr=6.9310e-05) (hash(x)=27004415)
+3248 train 6.852520 (lr=6.9259e-05) (hash(x)=20471566)
+3249 train 7.093231 (lr=6.9209e-05) (hash(x)=25797941)
+3250 val loss 7.1943
+3250 val perplexity 1331.8688
+3250 train 6.966956 (lr=6.9158e-05) (hash(x)=21787064)
+3251 train 6.989475 (lr=6.9108e-05) (hash(x)=22974875)
+3252 train 7.212373 (lr=6.9058e-05) (hash(x)=28431267)
+3253 train 7.121338 (lr=6.9007e-05) (hash(x)=25584910)
+3254 train 6.896219 (lr=6.8957e-05) (hash(x)=23888922)
+3255 train 7.113776 (lr=6.8907e-05) (hash(x)=22265063)
+3256 train 6.769573 (lr=6.8856e-05) (hash(x)=21926624)
+3257 train 7.040330 (lr=6.8806e-05) (hash(x)=23073191)
+3258 train 7.047105 (lr=6.8756e-05) (hash(x)=24409183)
+3259 train 7.112288 (lr=6.8706e-05) (hash(x)=23312114)
+3260 train 6.994969 (lr=6.8655e-05) (hash(x)=21001289)
+3261 train 7.220380 (lr=6.8605e-05) (hash(x)=25514824)
+3262 train 6.993824 (lr=6.8555e-05) (hash(x)=22526800)
+3263 train 7.375943 (lr=6.8505e-05) (hash(x)=26905990)
+3264 train 7.076144 (lr=6.8454e-05) (hash(x)=24469631)
+3265 train 6.904518 (lr=6.8404e-05) (hash(x)=21149081)
+3266 train 7.114429 (lr=6.8354e-05) (hash(x)=24696215)
+3267 train 7.450830 (lr=6.8304e-05) (hash(x)=27089280)
+3268 train 6.976674 (lr=6.8254e-05) (hash(x)=23100446)
+3269 train 7.238781 (lr=6.8204e-05) (hash(x)=25061229)
+3270 train 7.103967 (lr=6.8154e-05) (hash(x)=24337543)
+3271 train 7.189028 (lr=6.8104e-05) (hash(x)=24047679)
+3272 train 7.257730 (lr=6.8054e-05) (hash(x)=27616773)
+3273 train 7.151842 (lr=6.8004e-05) (hash(x)=25315110)
+3274 train 7.217429 (lr=6.7954e-05) (hash(x)=28354645)
+3275 train 7.077647 (lr=6.7904e-05) (hash(x)=25034684)
+3276 train 7.112786 (lr=6.7854e-05) (hash(x)=23550342)
+3277 train 7.766184 (lr=6.7804e-05) (hash(x)=28661487)
+3278 train 7.338156 (lr=6.7754e-05) (hash(x)=24724622)
+3279 train 7.283559 (lr=6.7704e-05) (hash(x)=26905582)
+3280 train 7.376474 (lr=6.7654e-05) (hash(x)=26838818)
+3281 train 7.090949 (lr=6.7604e-05) (hash(x)=23949017)
+3282 train 6.598878 (lr=6.7554e-05) (hash(x)=18846300)
+3283 train 6.953223 (lr=6.7504e-05) (hash(x)=21406950)
+3284 train 6.795262 (lr=6.7454e-05) (hash(x)=21157696)
+3285 train 6.900913 (lr=6.7404e-05) (hash(x)=21440152)
+3286 train 7.089375 (lr=6.7355e-05) (hash(x)=26749182)
+3287 train 7.274144 (lr=6.7305e-05) (hash(x)=29018970)
+3288 train 7.225343 (lr=6.7255e-05) (hash(x)=27577517)
+3289 train 6.864372 (lr=6.7205e-05) (hash(x)=19190537)
+3290 train 6.897737 (lr=6.7156e-05) (hash(x)=21957991)
+3291 train 6.945342 (lr=6.7106e-05) (hash(x)=20853530)
+3292 train 6.852211 (lr=6.7056e-05) (hash(x)=22291731)
+3293 train 7.060127 (lr=6.7006e-05) (hash(x)=23786853)
+3294 train 7.192594 (lr=6.6957e-05) (hash(x)=25740147)
+3295 train 7.315764 (lr=6.6907e-05) (hash(x)=24503315)
+3296 train 7.033372 (lr=6.6857e-05) (hash(x)=22541728)
+3297 train 7.360504 (lr=6.6808e-05) (hash(x)=27067328)
+3298 train 6.992886 (lr=6.6758e-05) (hash(x)=22600715)
+3299 train 7.040350 (lr=6.6709e-05) (hash(x)=23080074)
+3300 val loss 7.1900
+3300 val perplexity 1326.0615
+3300 train 6.828106 (lr=6.6659e-05) (hash(x)=22097758)
+3301 train 6.993828 (lr=6.6609e-05) (hash(x)=24105430)
+3302 train 6.869981 (lr=6.6560e-05) (hash(x)=23343775)
+3303 train 7.137676 (lr=6.6510e-05) (hash(x)=22607537)
+3304 train 7.205506 (lr=6.6461e-05) (hash(x)=26501182)
+3305 train 7.451959 (lr=6.6411e-05) (hash(x)=26063650)
+3306 train 7.050038 (lr=6.6362e-05) (hash(x)=23486602)
+3307 train 8.064425 (lr=6.6312e-05) (hash(x)=32179773)
+3308 train 11.566546 (lr=6.6263e-05) (hash(x)=66155855)
+3309 train 8.592377 (lr=6.6214e-05) (hash(x)=37724427)
+3310 train 7.574393 (lr=6.6164e-05) (hash(x)=28861610)
+3311 train 7.507558 (lr=6.6115e-05) (hash(x)=26690225)
+3312 train 7.050058 (lr=6.6065e-05) (hash(x)=24136450)
+3313 train 7.256535 (lr=6.6016e-05) (hash(x)=23702010)
+3314 train 7.485628 (lr=6.5967e-05) (hash(x)=28761762)
+3315 train 6.830510 (lr=6.5917e-05) (hash(x)=22109609)
+3316 train 7.196434 (lr=6.5868e-05) (hash(x)=25168631)
+3317 train 7.097876 (lr=6.5819e-05) (hash(x)=24503786)
+3318 train 7.129040 (lr=6.5770e-05) (hash(x)=23698606)
+3319 train 7.170776 (lr=6.5720e-05) (hash(x)=24226255)
+3320 train 7.760961 (lr=6.5671e-05) (hash(x)=31110577)
+3321 train 7.143698 (lr=6.5622e-05) (hash(x)=24752754)
+3322 train 6.990376 (lr=6.5573e-05) (hash(x)=21135610)
+3323 train 6.949788 (lr=6.5523e-05) (hash(x)=23013573)
+3324 train 6.706539 (lr=6.5474e-05) (hash(x)=20289715)
+3325 train 6.951805 (lr=6.5425e-05) (hash(x)=22700287)
+3326 train 7.025679 (lr=6.5376e-05) (hash(x)=21320362)
+3327 train 7.158241 (lr=6.5327e-05) (hash(x)=23622702)
+3328 train 7.436189 (lr=6.5278e-05) (hash(x)=27435461)
+3329 train 7.177980 (lr=6.5229e-05) (hash(x)=25435452)
+3330 train 7.167068 (lr=6.5180e-05) (hash(x)=27952557)
+3331 train 6.846954 (lr=6.5131e-05) (hash(x)=21517429)
+3332 train 6.981596 (lr=6.5082e-05) (hash(x)=24288985)
+3333 train 7.133567 (lr=6.5033e-05) (hash(x)=23374788)
+3334 train 6.950127 (lr=6.4984e-05) (hash(x)=22042499)
+3335 train 7.217641 (lr=6.4935e-05) (hash(x)=23910425)
+3336 train 7.507652 (lr=6.4886e-05) (hash(x)=28118508)
+3337 train 7.298693 (lr=6.4837e-05) (hash(x)=26737440)
+3338 train 7.078058 (lr=6.4788e-05) (hash(x)=24472271)
+3339 train 7.005853 (lr=6.4739e-05) (hash(x)=24407484)
+3340 train 7.574458 (lr=6.4690e-05) (hash(x)=27908937)
+3341 train 7.698677 (lr=6.4641e-05) (hash(x)=29038937)
+3342 train 7.447904 (lr=6.4592e-05) (hash(x)=24802580)
+3343 train 7.463193 (lr=6.4544e-05) (hash(x)=27213318)
+3344 train 7.509851 (lr=6.4495e-05) (hash(x)=28693458)
+3345 train 6.806643 (lr=6.4446e-05) (hash(x)=20332324)
+3346 train 7.207784 (lr=6.4397e-05) (hash(x)=26726007)
+3347 train 7.102137 (lr=6.4348e-05) (hash(x)=25524191)
+3348 train 7.191072 (lr=6.4300e-05) (hash(x)=25553293)
+3349 train 7.117621 (lr=6.4251e-05) (hash(x)=25614848)
+3350 val loss 7.1908
+3350 val perplexity 1327.1578
+3350 train 7.215784 (lr=6.4202e-05) (hash(x)=25747903)
+3351 train 7.177196 (lr=6.4154e-05) (hash(x)=26701577)
+3352 train 6.930443 (lr=6.4105e-05) (hash(x)=21964135)
+3353 train 7.054143 (lr=6.4056e-05) (hash(x)=24461007)
+3354 train 7.068592 (lr=6.4008e-05) (hash(x)=25818495)
+3355 train 6.911756 (lr=6.3959e-05) (hash(x)=22091266)
+3356 train 6.902341 (lr=6.3911e-05) (hash(x)=24476213)
+3357 train 7.285402 (lr=6.3862e-05) (hash(x)=24500423)
+3358 train 7.041858 (lr=6.3813e-05) (hash(x)=21754841)
+3359 train 7.381479 (lr=6.3765e-05) (hash(x)=26216794)
+3360 train 6.867273 (lr=6.3716e-05) (hash(x)=24267249)
+3361 train 7.183422 (lr=6.3668e-05) (hash(x)=23143515)
+3362 train 7.063334 (lr=6.3619e-05) (hash(x)=24120302)
+3363 train 7.206439 (lr=6.3571e-05) (hash(x)=20817340)
+3364 train 7.189365 (lr=6.3522e-05) (hash(x)=22285847)
+3365 train 7.519376 (lr=6.3474e-05) (hash(x)=28151597)
+3366 train 7.964287 (lr=6.3426e-05) (hash(x)=31593285)
+3367 train 7.586195 (lr=6.3377e-05) (hash(x)=27579623)
+3368 train 7.155691 (lr=6.3329e-05) (hash(x)=24995988)
+3369 train 6.814116 (lr=6.3281e-05) (hash(x)=22166810)
+3370 train 7.077170 (lr=6.3232e-05) (hash(x)=23948298)
+3371 train 6.952234 (lr=6.3184e-05) (hash(x)=21532187)
+3372 train 7.042568 (lr=6.3136e-05) (hash(x)=23571652)
+3373 train 7.433048 (lr=6.3087e-05) (hash(x)=26911513)
+3374 train 7.362466 (lr=6.3039e-05) (hash(x)=24011329)
+3375 train 7.552783 (lr=6.2991e-05) (hash(x)=26086198)
+3376 train 7.130766 (lr=6.2943e-05) (hash(x)=22844402)
+3377 train 7.094296 (lr=6.2894e-05) (hash(x)=21817762)
+3378 train 7.159059 (lr=6.2846e-05) (hash(x)=23903232)
+3379 train 7.105691 (lr=6.2798e-05) (hash(x)=23911729)
+3380 train 7.103951 (lr=6.2750e-05) (hash(x)=24485288)
+3381 train 7.271537 (lr=6.2702e-05) (hash(x)=27955492)
+3382 train 6.990349 (lr=6.2654e-05) (hash(x)=25884586)
+3383 train 7.212014 (lr=6.2606e-05) (hash(x)=24863441)
+3384 train 7.496552 (lr=6.2557e-05) (hash(x)=22045992)
+3385 train 7.601949 (lr=6.2509e-05) (hash(x)=29174796)
+3386 train 7.910475 (lr=6.2461e-05) (hash(x)=32589942)
+3387 train 7.500255 (lr=6.2413e-05) (hash(x)=28856978)
+3388 train 6.947123 (lr=6.2365e-05) (hash(x)=21667904)
+3389 train 6.964090 (lr=6.2317e-05) (hash(x)=23431801)
+3390 train 6.781679 (lr=6.2269e-05) (hash(x)=20877285)
+3391 train 7.027065 (lr=6.2221e-05) (hash(x)=25236385)
+3392 train 7.301746 (lr=6.2174e-05) (hash(x)=25373071)
+3393 train 7.442342 (lr=6.2126e-05) (hash(x)=25713464)
+3394 train 7.404021 (lr=6.2078e-05) (hash(x)=25713475)
+3395 train 7.250355 (lr=6.2030e-05) (hash(x)=24278687)
+3396 train 7.357650 (lr=6.1982e-05) (hash(x)=27491349)
+3397 train 7.243936 (lr=6.1934e-05) (hash(x)=24513692)
+3398 train 7.371564 (lr=6.1886e-05) (hash(x)=26853415)
+3399 train 7.449146 (lr=6.1839e-05) (hash(x)=25330803)
+3400 val loss 7.1879
+3400 val perplexity 1323.2563
+3400 train 7.404848 (lr=6.1791e-05) (hash(x)=26578066)
+3401 train 7.413988 (lr=6.1743e-05) (hash(x)=26811522)
+3402 train 7.114021 (lr=6.1695e-05) (hash(x)=25611092)
+3403 train 6.928165 (lr=6.1648e-05) (hash(x)=21568545)
+3404 train 6.933173 (lr=6.1600e-05) (hash(x)=22756484)
+3405 train 7.193691 (lr=6.1552e-05) (hash(x)=27927608)
+3406 train 7.213269 (lr=6.1505e-05) (hash(x)=27497018)
+3407 train 7.018772 (lr=6.1457e-05) (hash(x)=22508532)
+3408 train 7.472285 (lr=6.1409e-05) (hash(x)=26673287)
+3409 train 7.136124 (lr=6.1362e-05) (hash(x)=23675869)
+3410 train 7.041961 (lr=6.1314e-05) (hash(x)=25496948)
+3411 train 7.024659 (lr=6.1267e-05) (hash(x)=24850662)
+3412 train 7.293067 (lr=6.1219e-05) (hash(x)=29790167)
+3413 train 6.958618 (lr=6.1172e-05) (hash(x)=24193434)
+3414 train 7.318068 (lr=6.1124e-05) (hash(x)=25310919)
+3415 train 7.019608 (lr=6.1077e-05) (hash(x)=21799261)
+3416 train 7.315752 (lr=6.1029e-05) (hash(x)=26620074)
+3417 train 7.253372 (lr=6.0982e-05) (hash(x)=26719309)
+3418 train 7.599008 (lr=6.0934e-05) (hash(x)=23190530)
+3419 train 7.201452 (lr=6.0887e-05) (hash(x)=24884891)
+3420 train 7.187837 (lr=6.0839e-05) (hash(x)=25545849)
+3421 train 7.159610 (lr=6.0792e-05) (hash(x)=26021405)
+3422 train 7.073987 (lr=6.0745e-05) (hash(x)=23887343)
+3423 train 7.160300 (lr=6.0697e-05) (hash(x)=26311168)
+3424 train 6.861867 (lr=6.0650e-05) (hash(x)=21051541)
+3425 train 7.223536 (lr=6.0603e-05) (hash(x)=23553179)
+3426 train 7.090820 (lr=6.0556e-05) (hash(x)=24345540)
+3427 train 7.555986 (lr=6.0508e-05) (hash(x)=27549895)
+3428 train 6.859782 (lr=6.0461e-05) (hash(x)=22559753)
+3429 train 6.858060 (lr=6.0414e-05) (hash(x)=21647642)
+3430 train 6.732888 (lr=6.0367e-05) (hash(x)=20130901)
+3431 train 6.895448 (lr=6.0320e-05) (hash(x)=20977430)
+3432 train 6.883086 (lr=6.0272e-05) (hash(x)=21356429)
+3433 train 6.884992 (lr=6.0225e-05) (hash(x)=23494380)
+3434 train 7.110985 (lr=6.0178e-05) (hash(x)=23805501)
+3435 train 7.085738 (lr=6.0131e-05) (hash(x)=23448855)
+3436 train 7.424397 (lr=6.0084e-05) (hash(x)=26000319)
+3437 train 6.941451 (lr=6.0037e-05) (hash(x)=21760032)
+3438 train 7.053701 (lr=5.9990e-05) (hash(x)=24424886)
+3439 train 7.442035 (lr=5.9943e-05) (hash(x)=26941617)
+3440 train 7.449871 (lr=5.9896e-05) (hash(x)=26798528)
+3441 train 7.501060 (lr=5.9849e-05) (hash(x)=27464193)
+3442 train 7.381217 (lr=5.9802e-05) (hash(x)=25649118)
+3443 train 7.428470 (lr=5.9755e-05) (hash(x)=26953192)
+3444 train 7.270296 (lr=5.9708e-05) (hash(x)=22224958)
+3445 train 7.034786 (lr=5.9661e-05) (hash(x)=24044587)
+3446 train 7.472218 (lr=5.9614e-05) (hash(x)=29584466)
+3447 train 7.896688 (lr=5.9567e-05) (hash(x)=30008957)
+3448 train 7.737370 (lr=5.9521e-05) (hash(x)=26059290)
+3449 train 6.723238 (lr=5.9474e-05) (hash(x)=19733965)
+3450 val loss 7.1956
+3450 val perplexity 1333.5229
+3450 train 7.220191 (lr=5.9427e-05) (hash(x)=23960200)
+3451 train 7.430247 (lr=5.9380e-05) (hash(x)=27069893)
+3452 train 7.035686 (lr=5.9333e-05) (hash(x)=23947772)
+3453 train 7.094502 (lr=5.9287e-05) (hash(x)=22707406)
+3454 train 7.318203 (lr=5.9240e-05) (hash(x)=27832550)
+3455 train 7.163505 (lr=5.9193e-05) (hash(x)=27125962)
+3456 train 7.059817 (lr=5.9147e-05) (hash(x)=24510254)
+3457 train 6.850682 (lr=5.9100e-05) (hash(x)=23545652)
+3458 train 6.927485 (lr=5.9053e-05) (hash(x)=23554751)
+3459 train 7.036369 (lr=5.9007e-05) (hash(x)=23341415)
+3460 train 7.226086 (lr=5.8960e-05) (hash(x)=21784583)
+3461 train 6.996137 (lr=5.8914e-05) (hash(x)=22214769)
+3462 train 7.074724 (lr=5.8867e-05) (hash(x)=24206922)
+3463 train 7.180788 (lr=5.8820e-05) (hash(x)=25888358)
+3464 train 6.998483 (lr=5.8774e-05) (hash(x)=22689666)
+3465 train 7.138557 (lr=5.8727e-05) (hash(x)=24918697)
+3466 train 7.420686 (lr=5.8681e-05) (hash(x)=28237214)
+3467 train 7.498106 (lr=5.8635e-05) (hash(x)=26761645)
+3468 train 7.164031 (lr=5.8588e-05) (hash(x)=26979307)
+3469 train 7.065186 (lr=5.8542e-05) (hash(x)=23553754)
+3470 train 7.233845 (lr=5.8495e-05) (hash(x)=25256849)
+3471 train 7.084991 (lr=5.8449e-05) (hash(x)=21725719)
+3472 train 7.209530 (lr=5.8403e-05) (hash(x)=24897801)
+3473 train 7.110445 (lr=5.8356e-05) (hash(x)=26175307)
+3474 train 6.922659 (lr=5.8310e-05) (hash(x)=23309218)
+3475 train 7.009201 (lr=5.8264e-05) (hash(x)=25746493)
+3476 train 7.356664 (lr=5.8217e-05) (hash(x)=27169613)
+3477 train 7.021625 (lr=5.8171e-05) (hash(x)=22937341)
+3478 train 7.144139 (lr=5.8125e-05) (hash(x)=24250636)
+3479 train 6.974457 (lr=5.8079e-05) (hash(x)=21669704)
+3480 train 6.963726 (lr=5.8032e-05) (hash(x)=24431839)
+3481 train 7.002099 (lr=5.7986e-05) (hash(x)=22763387)
+3482 train 6.965783 (lr=5.7940e-05) (hash(x)=20489446)
+3483 train 6.923836 (lr=5.7894e-05) (hash(x)=21167493)
+3484 train 6.912188 (lr=5.7848e-05) (hash(x)=23465087)
+3485 train 7.185093 (lr=5.7802e-05) (hash(x)=26175023)
+3486 train 7.278946 (lr=5.7756e-05) (hash(x)=24986207)
+3487 train 6.854037 (lr=5.7710e-05) (hash(x)=23166993)
+3488 train 7.140320 (lr=5.7664e-05) (hash(x)=25281216)
+3489 train 6.947511 (lr=5.7618e-05) (hash(x)=21824285)
+3490 train 6.965949 (lr=5.7572e-05) (hash(x)=22352750)
+3491 train 7.219354 (lr=5.7526e-05) (hash(x)=23947208)
+3492 train 7.248227 (lr=5.7480e-05) (hash(x)=26257363)
+3493 train 7.087496 (lr=5.7434e-05) (hash(x)=25103214)
+3494 train 7.146613 (lr=5.7388e-05) (hash(x)=25267583)
+3495 train 7.217636 (lr=5.7342e-05) (hash(x)=26235974)
+3496 train 7.411160 (lr=5.7296e-05) (hash(x)=26430769)
+3497 train 7.822211 (lr=5.7250e-05) (hash(x)=28282027)
+3498 train 7.680571 (lr=5.7205e-05) (hash(x)=28386462)
+3499 train 7.312154 (lr=5.7159e-05) (hash(x)=29822604)
+3500 val loss 7.1807
+3500 val perplexity 1313.8788
+3500 train 7.203775 (lr=5.7113e-05) (hash(x)=29225386)
+3501 train 7.102159 (lr=5.7067e-05) (hash(x)=25249294)
+3502 train 6.845891 (lr=5.7022e-05) (hash(x)=20020741)
+3503 train 7.051179 (lr=5.6976e-05) (hash(x)=25426430)
+3504 train 6.986989 (lr=5.6930e-05) (hash(x)=25720411)
+3505 train 7.056592 (lr=5.6884e-05) (hash(x)=25602639)
+3506 train 7.140514 (lr=5.6839e-05) (hash(x)=26724388)
+3507 train 7.047203 (lr=5.6793e-05) (hash(x)=26043735)
+3508 train 7.012727 (lr=5.6748e-05) (hash(x)=24955163)
+3509 train 7.003009 (lr=5.6702e-05) (hash(x)=20936107)
+3510 train 6.961813 (lr=5.6656e-05) (hash(x)=20317378)
+3511 train 6.996048 (lr=5.6611e-05) (hash(x)=22966314)
+3512 train 7.344905 (lr=5.6565e-05) (hash(x)=25870930)
+3513 train 7.169634 (lr=5.6520e-05) (hash(x)=24656635)
+3514 train 7.427844 (lr=5.6474e-05) (hash(x)=28576810)
+3515 train 7.332461 (lr=5.6429e-05) (hash(x)=27944619)
+3516 train 7.181072 (lr=5.6384e-05) (hash(x)=27421509)
+3517 train 6.918504 (lr=5.6338e-05) (hash(x)=20844620)
+3518 train 7.094504 (lr=5.6293e-05) (hash(x)=28569406)
+3519 train 7.004449 (lr=5.6247e-05) (hash(x)=23448505)
+3520 train 7.194290 (lr=5.6202e-05) (hash(x)=24852577)
+3521 train 7.064769 (lr=5.6157e-05) (hash(x)=23963103)
+3522 train 6.964850 (lr=5.6111e-05) (hash(x)=24816516)
+3523 train 7.141277 (lr=5.6066e-05) (hash(x)=24205942)
+3524 train 6.731194 (lr=5.6021e-05) (hash(x)=20988660)
+3525 train 6.844818 (lr=5.5976e-05) (hash(x)=21631366)
+3526 train 7.058544 (lr=5.5930e-05) (hash(x)=23499370)
+3527 train 7.185297 (lr=5.5885e-05) (hash(x)=26330693)
+3528 train 6.808389 (lr=5.5840e-05) (hash(x)=23937176)
+3529 train 7.102142 (lr=5.5795e-05) (hash(x)=27345885)
+3530 train 6.791351 (lr=5.5750e-05) (hash(x)=21104610)
+3531 train 7.175350 (lr=5.5704e-05) (hash(x)=24844466)
+3532 train 6.535125 (lr=5.5659e-05) (hash(x)=21055483)
+3533 train 6.871315 (lr=5.5614e-05) (hash(x)=23229414)
+3534 train 7.161528 (lr=5.5569e-05) (hash(x)=26676920)
+3535 train 7.127965 (lr=5.5524e-05) (hash(x)=29550596)
+3536 train 6.916266 (lr=5.5479e-05) (hash(x)=22231942)
+3537 train 7.071651 (lr=5.5434e-05) (hash(x)=25843852)
+3538 train 7.237813 (lr=5.5389e-05) (hash(x)=27110533)
+3539 train 6.808816 (lr=5.5344e-05) (hash(x)=20506540)
+3540 train 6.922383 (lr=5.5299e-05) (hash(x)=21599346)
+3541 train 7.121294 (lr=5.5254e-05) (hash(x)=26395519)
+3542 train 7.057941 (lr=5.5210e-05) (hash(x)=25892512)
+3543 train 7.118625 (lr=5.5165e-05) (hash(x)=22124892)
+3544 train 6.996507 (lr=5.5120e-05) (hash(x)=21882567)
+3545 train 7.075073 (lr=5.5075e-05) (hash(x)=24316212)
+3546 train 7.028812 (lr=5.5030e-05) (hash(x)=24296310)
+3547 train 7.083923 (lr=5.4986e-05) (hash(x)=24867036)
+3548 train 7.075865 (lr=5.4941e-05) (hash(x)=23351896)
+3549 train 7.042206 (lr=5.4896e-05) (hash(x)=21576408)
+3550 val loss 7.1743
+3550 val perplexity 1305.3951
+3550 train 7.170288 (lr=5.4851e-05) (hash(x)=26377338)
+3551 train 6.997518 (lr=5.4807e-05) (hash(x)=25607640)
+3552 train 7.338735 (lr=5.4762e-05) (hash(x)=27619776)
+3553 train 6.828317 (lr=5.4717e-05) (hash(x)=23454533)
+3554 train 7.012743 (lr=5.4673e-05) (hash(x)=22542519)
+3555 train 7.074455 (lr=5.4628e-05) (hash(x)=26176930)
+3556 train 6.855667 (lr=5.4584e-05) (hash(x)=22815181)
+3557 train 6.833005 (lr=5.4539e-05) (hash(x)=21821757)
+3558 train 6.878591 (lr=5.4494e-05) (hash(x)=23988293)
+3559 train 6.784729 (lr=5.4450e-05) (hash(x)=23795894)
+3560 train 6.746771 (lr=5.4405e-05) (hash(x)=22898969)
+3561 train 6.760365 (lr=5.4361e-05) (hash(x)=21510825)
+3562 train 6.694698 (lr=5.4317e-05) (hash(x)=22499317)
+3563 train 6.722342 (lr=5.4272e-05) (hash(x)=23756298)
+3564 train 6.771375 (lr=5.4228e-05) (hash(x)=23964512)
+3565 train 6.899702 (lr=5.4183e-05) (hash(x)=23262803)
+3566 train 7.121644 (lr=5.4139e-05) (hash(x)=23347279)
+3567 train 6.996391 (lr=5.4095e-05) (hash(x)=24165449)
+3568 train 7.114464 (lr=5.4050e-05) (hash(x)=25503946)
+3569 train 7.093469 (lr=5.4006e-05) (hash(x)=26532839)
+3570 train 6.753629 (lr=5.3962e-05) (hash(x)=21889816)
+3571 train 7.032385 (lr=5.3918e-05) (hash(x)=26643739)
+3572 train 7.219308 (lr=5.3873e-05) (hash(x)=26826130)
+3573 train 7.227911 (lr=5.3829e-05) (hash(x)=25810624)
+3574 train 7.101811 (lr=5.3785e-05) (hash(x)=23080331)
+3575 train 7.252672 (lr=5.3741e-05) (hash(x)=24697756)
+3576 train 7.111392 (lr=5.3697e-05) (hash(x)=25158900)
+3577 train 7.244498 (lr=5.3652e-05) (hash(x)=25793633)
+3578 train 6.783804 (lr=5.3608e-05) (hash(x)=21468493)
+3579 train 7.129242 (lr=5.3564e-05) (hash(x)=24431101)
+3580 train 6.978407 (lr=5.3520e-05) (hash(x)=27314357)
+3581 train 7.211750 (lr=5.3476e-05) (hash(x)=26286249)
+3582 train 7.473155 (lr=5.3432e-05) (hash(x)=25954856)
+3583 train 7.313221 (lr=5.3388e-05) (hash(x)=27218899)
+3584 train 7.106331 (lr=5.3344e-05) (hash(x)=24249114)
+3585 train 6.992995 (lr=5.3300e-05) (hash(x)=23659934)
+3586 train 7.029475 (lr=5.3256e-05) (hash(x)=25995600)
+3587 train 6.947330 (lr=5.3213e-05) (hash(x)=29462219)
+3588 train 7.094497 (lr=5.3169e-05) (hash(x)=23346714)
+3589 train 7.198629 (lr=5.3125e-05) (hash(x)=27168432)
+3590 train 6.986844 (lr=5.3081e-05) (hash(x)=23954240)
+3591 train 6.972780 (lr=5.3037e-05) (hash(x)=24748522)
+3592 train 7.172752 (lr=5.2993e-05) (hash(x)=24887007)
+3593 train 6.915100 (lr=5.2950e-05) (hash(x)=25539383)
+3594 train 6.857877 (lr=5.2906e-05) (hash(x)=20104613)
+3595 train 7.367597 (lr=5.2862e-05) (hash(x)=24843486)
+3596 train 7.397723 (lr=5.2819e-05) (hash(x)=24357864)
+3597 train 7.051166 (lr=5.2775e-05) (hash(x)=23873745)
+3598 train 7.217400 (lr=5.2731e-05) (hash(x)=25142829)
+3599 train 7.278639 (lr=5.2688e-05) (hash(x)=24965317)
+3600 val loss 7.1701
+3600 val perplexity 1299.9122
+3600 train 6.766049 (lr=5.2644e-05) (hash(x)=18505205)
+3601 train 6.820283 (lr=5.2600e-05) (hash(x)=23632877)
+3602 train 7.015904 (lr=5.2557e-05) (hash(x)=23704554)
+3603 train 7.168067 (lr=5.2513e-05) (hash(x)=26584754)
+3604 train 6.809452 (lr=5.2470e-05) (hash(x)=20667709)
+3605 train 6.686409 (lr=5.2426e-05) (hash(x)=20573248)
+3606 train 6.826100 (lr=5.2383e-05) (hash(x)=23998997)
+3607 train 7.014448 (lr=5.2339e-05) (hash(x)=22031210)
+3608 train 7.079486 (lr=5.2296e-05) (hash(x)=24124536)
+3609 train 6.967997 (lr=5.2253e-05) (hash(x)=22650144)
+3610 train 7.034717 (lr=5.2209e-05) (hash(x)=23796998)
+3611 train 7.114690 (lr=5.2166e-05) (hash(x)=24860582)
+3612 train 6.632400 (lr=5.2123e-05) (hash(x)=20591300)
+3613 train 7.049900 (lr=5.2079e-05) (hash(x)=23447130)
+3614 train 7.040700 (lr=5.2036e-05) (hash(x)=26237963)
+3615 train 7.176569 (lr=5.1993e-05) (hash(x)=25877990)
+3616 train 6.959672 (lr=5.1950e-05) (hash(x)=24808003)
+3617 train 7.177341 (lr=5.1906e-05) (hash(x)=24103543)
+3618 train 7.082489 (lr=5.1863e-05) (hash(x)=24877184)
+3619 train 7.170444 (lr=5.1820e-05) (hash(x)=24970646)
+3620 train 7.087289 (lr=5.1777e-05) (hash(x)=25764524)
+3621 train 7.274499 (lr=5.1734e-05) (hash(x)=25313591)
+3622 train 7.107271 (lr=5.1691e-05) (hash(x)=23260940)
+3623 train 7.038549 (lr=5.1648e-05) (hash(x)=24382381)
+3624 train 7.010371 (lr=5.1605e-05) (hash(x)=24618902)
+3625 train 7.181235 (lr=5.1562e-05) (hash(x)=25074871)
+3626 train 6.874893 (lr=5.1519e-05) (hash(x)=24472251)
+3627 train 6.998931 (lr=5.1476e-05) (hash(x)=25221746)
+3628 train 7.108255 (lr=5.1433e-05) (hash(x)=27448790)
+3629 train 7.085790 (lr=5.1390e-05) (hash(x)=25221431)
+3630 train 6.679416 (lr=5.1347e-05) (hash(x)=22034366)
+3631 train 7.232044 (lr=5.1304e-05) (hash(x)=24551999)
+3632 train 6.927124 (lr=5.1261e-05) (hash(x)=24330217)
+3633 train 7.051815 (lr=5.1218e-05) (hash(x)=22792380)
+3634 train 6.856716 (lr=5.1175e-05) (hash(x)=22393767)
+3635 train 7.160788 (lr=5.1133e-05) (hash(x)=28151378)
+3636 train 7.188635 (lr=5.1090e-05) (hash(x)=26999341)
+3637 train 7.161263 (lr=5.1047e-05) (hash(x)=27251870)
+3638 train 7.136521 (lr=5.1004e-05) (hash(x)=23439462)
+3639 train 7.239192 (lr=5.0962e-05) (hash(x)=25765516)
+3640 train 7.096402 (lr=5.0919e-05) (hash(x)=24720171)
+3641 train 7.285903 (lr=5.0876e-05) (hash(x)=23927187)
+3642 train 7.053818 (lr=5.0834e-05) (hash(x)=23879561)
+3643 train 7.172969 (lr=5.0791e-05) (hash(x)=25630696)
+3644 train 6.783262 (lr=5.0748e-05) (hash(x)=22030016)
+3645 train 7.218132 (lr=5.0706e-05) (hash(x)=28781600)
+3646 train 7.222665 (lr=5.0663e-05) (hash(x)=26668019)
+3647 train 7.265145 (lr=5.0621e-05) (hash(x)=25204247)
+3648 train 7.497859 (lr=5.0578e-05) (hash(x)=31261394)
+3649 train 7.267448 (lr=5.0536e-05) (hash(x)=26193103)
+3650 val loss 7.1670
+3650 val perplexity 1295.9840
+3650 train 7.110490 (lr=5.0493e-05) (hash(x)=23872456)
+3651 train 6.996022 (lr=5.0451e-05) (hash(x)=26326447)
+3652 train 6.980567 (lr=5.0409e-05) (hash(x)=26449631)
+3653 train 7.260958 (lr=5.0366e-05) (hash(x)=26373461)
+3654 train 7.108395 (lr=5.0324e-05) (hash(x)=24882768)
+3655 train 7.188912 (lr=5.0282e-05) (hash(x)=26321813)
+3656 train 7.223038 (lr=5.0239e-05) (hash(x)=27056428)
+3657 train 7.206418 (lr=5.0197e-05) (hash(x)=24583976)
+3658 train 6.908864 (lr=5.0155e-05) (hash(x)=22259624)
+3659 train 7.035305 (lr=5.0112e-05) (hash(x)=25400396)
+3660 train 6.883965 (lr=5.0070e-05) (hash(x)=21095507)
+3661 train 7.137696 (lr=5.0028e-05) (hash(x)=27231042)
+3662 train 6.913951 (lr=4.9986e-05) (hash(x)=27292771)
+3663 train 7.325937 (lr=4.9944e-05) (hash(x)=25528323)
+3664 train 7.108260 (lr=4.9902e-05) (hash(x)=24374502)
+3665 train 6.886581 (lr=4.9860e-05) (hash(x)=22463800)
+3666 train 7.192748 (lr=4.9817e-05) (hash(x)=25413960)
+3667 train 7.099786 (lr=4.9775e-05) (hash(x)=24035353)
+3668 train 7.047901 (lr=4.9733e-05) (hash(x)=24815852)
+3669 train 6.922048 (lr=4.9691e-05) (hash(x)=22995856)
+3670 train 7.194510 (lr=4.9649e-05) (hash(x)=28128238)
+3671 train 7.213510 (lr=4.9608e-05) (hash(x)=25114729)
+3672 train 6.925120 (lr=4.9566e-05) (hash(x)=19337726)
+3673 train 7.381941 (lr=4.9524e-05) (hash(x)=26674420)
+3674 train 6.884468 (lr=4.9482e-05) (hash(x)=22553270)
+3675 train 6.728120 (lr=4.9440e-05) (hash(x)=21634962)
+3676 train 6.948551 (lr=4.9398e-05) (hash(x)=23362669)
+3677 train 7.088283 (lr=4.9356e-05) (hash(x)=24781824)
+3678 train 6.620130 (lr=4.9315e-05) (hash(x)=17909688)
+3679 train 7.843972 (lr=4.9273e-05) (hash(x)=31341964)
+3680 train 7.338391 (lr=4.9231e-05) (hash(x)=29071335)
+3681 train 6.768195 (lr=4.9189e-05) (hash(x)=19486640)
+3682 train 6.925658 (lr=4.9148e-05) (hash(x)=24301133)
+3683 train 7.110587 (lr=4.9106e-05) (hash(x)=29172813)
+3684 train 7.659885 (lr=4.9064e-05) (hash(x)=31501337)
+3685 train 7.264520 (lr=4.9023e-05) (hash(x)=27377840)
+3686 train 7.032142 (lr=4.8981e-05) (hash(x)=24499761)
+3687 train 7.075216 (lr=4.8940e-05) (hash(x)=26326024)
+3688 train 7.045433 (lr=4.8898e-05) (hash(x)=23179996)
+3689 train 6.711981 (lr=4.8857e-05) (hash(x)=20963675)
+3690 train 7.010647 (lr=4.8815e-05) (hash(x)=26650521)
+3691 train 6.753439 (lr=4.8774e-05) (hash(x)=20140071)
+3692 train 6.746533 (lr=4.8732e-05) (hash(x)=21734340)
+3693 train 7.051210 (lr=4.8691e-05) (hash(x)=23848422)
+3694 train 7.091765 (lr=4.8649e-05) (hash(x)=27499953)
+3695 train 7.353049 (lr=4.8608e-05) (hash(x)=27273311)
+3696 train 7.258020 (lr=4.8567e-05) (hash(x)=25741091)
+3697 train 6.988050 (lr=4.8525e-05) (hash(x)=22010794)
+3698 train 7.102034 (lr=4.8484e-05) (hash(x)=24616138)
+3699 train 7.464337 (lr=4.8443e-05) (hash(x)=31276487)
+3700 val loss 7.1715
+3700 val perplexity 1301.7626
+3700 train 7.149334 (lr=4.8401e-05) (hash(x)=24042922)
+3701 train 6.889562 (lr=4.8360e-05) (hash(x)=21985431)
+3702 train 6.751359 (lr=4.8319e-05) (hash(x)=21336316)
+3703 train 6.592282 (lr=4.8278e-05) (hash(x)=17819313)
+3704 train 7.247991 (lr=4.8237e-05) (hash(x)=27033851)
+3705 train 7.254102 (lr=4.8196e-05) (hash(x)=27260043)
+3706 train 7.353191 (lr=4.8154e-05) (hash(x)=26847649)
+3707 train 7.249153 (lr=4.8113e-05) (hash(x)=25843618)
+3708 train 7.241966 (lr=4.8072e-05) (hash(x)=25828009)
+3709 train 7.318578 (lr=4.8031e-05) (hash(x)=24960960)
+3710 train 7.389015 (lr=4.7990e-05) (hash(x)=24852741)
+3711 train 6.827488 (lr=4.7949e-05) (hash(x)=23769243)
+3712 train 7.031845 (lr=4.7908e-05) (hash(x)=27110690)
+3713 train 7.073981 (lr=4.7867e-05) (hash(x)=22817285)
+3714 train 6.746255 (lr=4.7827e-05) (hash(x)=19618355)
+3715 train 7.323046 (lr=4.7786e-05) (hash(x)=28731298)
+3716 train 7.063507 (lr=4.7745e-05) (hash(x)=23091196)
+3717 train 7.626842 (lr=4.7704e-05) (hash(x)=28825233)
+3718 train 7.170130 (lr=4.7663e-05) (hash(x)=25778506)
+3719 train 7.111651 (lr=4.7622e-05) (hash(x)=23788738)
+3720 train 6.418421 (lr=4.7582e-05) (hash(x)=16684794)
+3721 train 6.944945 (lr=4.7541e-05) (hash(x)=24755102)
+3722 train 7.246967 (lr=4.7500e-05) (hash(x)=26839238)
+3723 train 7.263928 (lr=4.7460e-05) (hash(x)=26599031)
+3724 train 7.148173 (lr=4.7419e-05) (hash(x)=25945650)
+3725 train 7.293373 (lr=4.7378e-05) (hash(x)=27434751)
+3726 train 7.060061 (lr=4.7338e-05) (hash(x)=24814591)
+3727 train 7.018223 (lr=4.7297e-05) (hash(x)=24818744)
+3728 train 7.114315 (lr=4.7256e-05) (hash(x)=25649817)
+3729 train 7.013917 (lr=4.7216e-05) (hash(x)=24987021)
+3730 train 6.944778 (lr=4.7175e-05) (hash(x)=24667779)
+3731 train 6.909079 (lr=4.7135e-05) (hash(x)=23053871)
+3732 train 6.643623 (lr=4.7094e-05) (hash(x)=19264856)
+3733 train 7.222000 (lr=4.7054e-05) (hash(x)=23718117)
+3734 train 6.943572 (lr=4.7014e-05) (hash(x)=21904779)
+3735 train 7.136887 (lr=4.6973e-05) (hash(x)=23472795)
+3736 train 7.391135 (lr=4.6933e-05) (hash(x)=24650440)
+3737 train 7.430913 (lr=4.6893e-05) (hash(x)=25243911)
+3738 train 7.839934 (lr=4.6852e-05) (hash(x)=30423616)
+3739 train 7.851177 (lr=4.6812e-05) (hash(x)=29748225)
+3740 train 7.212372 (lr=4.6772e-05) (hash(x)=25180684)
+3741 train 7.201576 (lr=4.6731e-05) (hash(x)=25619065)
+3742 train 7.612439 (lr=4.6691e-05) (hash(x)=31847002)
+3743 train 7.155818 (lr=4.6651e-05) (hash(x)=24991832)
+3744 train 7.088641 (lr=4.6611e-05) (hash(x)=23836263)
+3745 train 6.944663 (lr=4.6571e-05) (hash(x)=24651902)
+3746 train 7.505995 (lr=4.6531e-05) (hash(x)=22936538)
+3747 train 7.509865 (lr=4.6491e-05) (hash(x)=23681545)
+3748 train 6.900678 (lr=4.6450e-05) (hash(x)=21140825)
+3749 train 7.056296 (lr=4.6410e-05) (hash(x)=24932453)
+3750 val loss 7.1632
+3750 val perplexity 1291.0792
+3750 train 7.223682 (lr=4.6370e-05) (hash(x)=25919062)
+3751 train 7.021362 (lr=4.6330e-05) (hash(x)=22424066)
+3752 train 7.080605 (lr=4.6290e-05) (hash(x)=23542210)
+3753 train 6.924242 (lr=4.6251e-05) (hash(x)=22113561)
+3754 train 6.869495 (lr=4.6211e-05) (hash(x)=24892794)
+3755 train 7.340383 (lr=4.6171e-05) (hash(x)=25262748)
+3756 train 7.107275 (lr=4.6131e-05) (hash(x)=24477975)
+3757 train 6.930092 (lr=4.6091e-05) (hash(x)=24681189)
+3758 train 6.954602 (lr=4.6051e-05) (hash(x)=24052603)
+3759 train 7.183561 (lr=4.6011e-05) (hash(x)=26474878)
+3760 train 7.755013 (lr=4.5972e-05) (hash(x)=28228836)
+3761 train 7.241364 (lr=4.5932e-05) (hash(x)=23832522)
+3762 train 7.207471 (lr=4.5892e-05) (hash(x)=24416789)
+3763 train 6.975685 (lr=4.5853e-05) (hash(x)=23930593)
+3764 train 7.017648 (lr=4.5813e-05) (hash(x)=23895092)
+3765 train 6.947886 (lr=4.5773e-05) (hash(x)=26865287)
+3766 train 7.004426 (lr=4.5734e-05) (hash(x)=21330722)
+3767 train 7.104047 (lr=4.5694e-05) (hash(x)=22704349)
+3768 train 7.174661 (lr=4.5654e-05) (hash(x)=27740886)
+3769 train 7.195960 (lr=4.5615e-05) (hash(x)=24935936)
+3770 train 7.014470 (lr=4.5575e-05) (hash(x)=23497487)
+3771 train 7.254451 (lr=4.5536e-05) (hash(x)=24801048)
+3772 train 6.972972 (lr=4.5496e-05) (hash(x)=25490486)
+3773 train 7.006485 (lr=4.5457e-05) (hash(x)=21166466)
+3774 train 7.222695 (lr=4.5418e-05) (hash(x)=23225244)
+3775 train 7.009111 (lr=4.5378e-05) (hash(x)=22293673)
+3776 train 7.314083 (lr=4.5339e-05) (hash(x)=25700016)
+3777 train 6.857217 (lr=4.5300e-05) (hash(x)=22370207)
+3778 train 7.200107 (lr=4.5260e-05) (hash(x)=25224849)
+3779 train 7.095161 (lr=4.5221e-05) (hash(x)=23311934)
+3780 train 6.827376 (lr=4.5182e-05) (hash(x)=19627124)
+3781 train 7.389164 (lr=4.5143e-05) (hash(x)=27132838)
+3782 train 7.290075 (lr=4.5103e-05) (hash(x)=27242104)
+3783 train 6.805257 (lr=4.5064e-05) (hash(x)=21785487)
+3784 train 7.134219 (lr=4.5025e-05) (hash(x)=25798262)
+3785 train 7.030109 (lr=4.4986e-05) (hash(x)=24806937)
+3786 train 6.860701 (lr=4.4947e-05) (hash(x)=24098756)
+3787 train 6.870186 (lr=4.4908e-05) (hash(x)=22981456)
+3788 train 7.315366 (lr=4.4869e-05) (hash(x)=22441908)
+3789 train 7.200142 (lr=4.4830e-05) (hash(x)=25867804)
+3790 train 7.123209 (lr=4.4791e-05) (hash(x)=22835586)
+3791 train 7.348021 (lr=4.4752e-05) (hash(x)=25251063)
+3792 train 7.176354 (lr=4.4713e-05) (hash(x)=27059729)
+3793 train 7.130357 (lr=4.4674e-05) (hash(x)=23819311)
+3794 train 6.837211 (lr=4.4635e-05) (hash(x)=21345757)
+3795 train 7.080579 (lr=4.4596e-05) (hash(x)=25796422)
+3796 train 6.752075 (lr=4.4557e-05) (hash(x)=21414971)
+3797 train 7.080379 (lr=4.4518e-05) (hash(x)=26120920)
+3798 train 6.994156 (lr=4.4480e-05) (hash(x)=22008247)
+3799 train 7.086297 (lr=4.4441e-05) (hash(x)=22722211)
+3800 val loss 7.1630
+3800 val perplexity 1290.7875
+3800 train 6.834387 (lr=4.4402e-05) (hash(x)=24484513)
+3801 train 7.159811 (lr=4.4363e-05) (hash(x)=24463866)
+3802 train 7.173398 (lr=4.4325e-05) (hash(x)=26470775)
+3803 train 7.150404 (lr=4.4286e-05) (hash(x)=24296755)
+3804 train 7.169941 (lr=4.4247e-05) (hash(x)=24381309)
+3805 train 7.395201 (lr=4.4209e-05) (hash(x)=26781262)
+3806 train 6.862491 (lr=4.4170e-05) (hash(x)=23563137)
+3807 train 7.058418 (lr=4.4132e-05) (hash(x)=24522269)
+3808 train 6.884985 (lr=4.4093e-05) (hash(x)=22871995)
+3809 train 7.221278 (lr=4.4055e-05) (hash(x)=24751946)
+3810 train 7.031867 (lr=4.4016e-05) (hash(x)=19879741)
+3811 train 7.108650 (lr=4.3978e-05) (hash(x)=25617184)
+3812 train 6.795371 (lr=4.3939e-05) (hash(x)=21776722)
+3813 train 6.892358 (lr=4.3901e-05) (hash(x)=22663402)
+3814 train 7.263307 (lr=4.3863e-05) (hash(x)=26072046)
+3815 train 6.918229 (lr=4.3824e-05) (hash(x)=23329475)
+3816 train 6.993455 (lr=4.3786e-05) (hash(x)=25519031)
+3817 train 6.966669 (lr=4.3748e-05) (hash(x)=22846270)
+3818 train 7.005933 (lr=4.3709e-05) (hash(x)=20299429)
+3819 train 7.438291 (lr=4.3671e-05) (hash(x)=30652062)
+3820 train 6.761257 (lr=4.3633e-05) (hash(x)=19824665)
+3821 train 7.317647 (lr=4.3595e-05) (hash(x)=26698904)
+3822 train 7.142888 (lr=4.3556e-05) (hash(x)=27612163)
+3823 train 6.940343 (lr=4.3518e-05) (hash(x)=24735165)
+3824 train 6.649311 (lr=4.3480e-05) (hash(x)=19965890)
+3825 train 6.852385 (lr=4.3442e-05) (hash(x)=23518594)
+3826 train 6.859489 (lr=4.3404e-05) (hash(x)=22388460)
+3827 train 6.902782 (lr=4.3366e-05) (hash(x)=23795686)
+3828 train 6.788095 (lr=4.3328e-05) (hash(x)=24470150)
+3829 train 6.482533 (lr=4.3290e-05) (hash(x)=19483392)
+3830 train 6.936870 (lr=4.3252e-05) (hash(x)=23304516)
+3831 train 7.270470 (lr=4.3214e-05) (hash(x)=27002892)
+3832 train 6.989067 (lr=4.3176e-05) (hash(x)=22114813)
+3833 train 7.160964 (lr=4.3138e-05) (hash(x)=26221916)
+3834 train 6.727100 (lr=4.3101e-05) (hash(x)=27261960)
+3835 train 6.999626 (lr=4.3063e-05) (hash(x)=21189101)
+3836 train 6.661820 (lr=4.3025e-05) (hash(x)=20638173)
+3837 train 7.107301 (lr=4.2987e-05) (hash(x)=25497439)
+3838 train 6.588762 (lr=4.2949e-05) (hash(x)=20460499)
+3839 train 7.034448 (lr=4.2912e-05) (hash(x)=23499349)
+3840 train 7.933584 (lr=4.2874e-05) (hash(x)=22671939)
+3841 train 7.932759 (lr=4.2836e-05) (hash(x)=26809295)
+3842 train 7.116166 (lr=4.2799e-05) (hash(x)=28094504)
+3843 train 7.097733 (lr=4.2761e-05) (hash(x)=26807896)
+3844 train 7.166826 (lr=4.2724e-05) (hash(x)=24749334)
+3845 train 7.096694 (lr=4.2686e-05) (hash(x)=25031330)
+3846 train 6.988269 (lr=4.2648e-05) (hash(x)=23008126)
+3847 train 6.950997 (lr=4.2611e-05) (hash(x)=22461589)
+3848 train 7.294914 (lr=4.2573e-05) (hash(x)=24959391)
+3849 train 7.132015 (lr=4.2536e-05) (hash(x)=24239512)
+3850 val loss 7.1664
+3850 val perplexity 1295.1575
+3850 train 6.958182 (lr=4.2499e-05) (hash(x)=24760422)
+3851 train 7.441490 (lr=4.2461e-05) (hash(x)=26904123)
+3852 train 6.602844 (lr=4.2424e-05) (hash(x)=17986444)
+3853 train 6.947839 (lr=4.2386e-05) (hash(x)=21618533)
+3854 train 6.989272 (lr=4.2349e-05) (hash(x)=27107027)
+3855 train 7.259696 (lr=4.2312e-05) (hash(x)=26415040)
+3856 train 7.869658 (lr=4.2275e-05) (hash(x)=28682703)
+3857 train 6.966309 (lr=4.2237e-05) (hash(x)=22824767)
+3858 train 7.118549 (lr=4.2200e-05) (hash(x)=24540450)
+3859 train 7.082116 (lr=4.2163e-05) (hash(x)=24463181)
+3860 train 7.029148 (lr=4.2126e-05) (hash(x)=22832558)
+3861 train 7.231564 (lr=4.2089e-05) (hash(x)=26582384)
+3862 train 7.908388 (lr=4.2052e-05) (hash(x)=32327364)
+3863 train 7.276016 (lr=4.2015e-05) (hash(x)=26349465)
+3864 train 6.966671 (lr=4.1977e-05) (hash(x)=23079414)
+3865 train 7.036663 (lr=4.1940e-05) (hash(x)=23464639)
+3866 train 6.857491 (lr=4.1903e-05) (hash(x)=21406620)
+3867 train 6.702072 (lr=4.1867e-05) (hash(x)=21205988)
+3868 train 6.768100 (lr=4.1830e-05) (hash(x)=22742634)
+3869 train 6.828960 (lr=4.1793e-05) (hash(x)=24868938)
+3870 train 7.194219 (lr=4.1756e-05) (hash(x)=28095283)
+3871 train 6.896798 (lr=4.1719e-05) (hash(x)=21596677)
+3872 train 7.127485 (lr=4.1682e-05) (hash(x)=26884381)
+3873 train 7.201337 (lr=4.1645e-05) (hash(x)=26410272)
+3874 train 6.959358 (lr=4.1608e-05) (hash(x)=22915785)
+3875 train 6.960404 (lr=4.1572e-05) (hash(x)=23575666)
+3876 train 6.949908 (lr=4.1535e-05) (hash(x)=25313223)
+3877 train 6.412118 (lr=4.1498e-05) (hash(x)=16319719)
+3878 train 7.072855 (lr=4.1462e-05) (hash(x)=23227579)
+3879 train 6.973640 (lr=4.1425e-05) (hash(x)=24117012)
+3880 train 7.038799 (lr=4.1388e-05) (hash(x)=24681517)
+3881 train 6.965404 (lr=4.1352e-05) (hash(x)=23186527)
+3882 train 6.956124 (lr=4.1315e-05) (hash(x)=23472784)
+3883 train 6.979190 (lr=4.1279e-05) (hash(x)=26013014)
+3884 train 7.149700 (lr=4.1242e-05) (hash(x)=25952206)
+3885 train 7.278705 (lr=4.1206e-05) (hash(x)=23897834)
+3886 train 6.999307 (lr=4.1169e-05) (hash(x)=26350364)
+3887 train 7.032937 (lr=4.1133e-05) (hash(x)=24105761)
+3888 train 7.130380 (lr=4.1096e-05) (hash(x)=22801707)
+3889 train 6.985443 (lr=4.1060e-05) (hash(x)=21821937)
+3890 train 6.931473 (lr=4.1024e-05) (hash(x)=24264640)
+3891 train 6.864919 (lr=4.0987e-05) (hash(x)=20369133)
+3892 train 6.809850 (lr=4.0951e-05) (hash(x)=24313506)
+3893 train 6.859244 (lr=4.0915e-05) (hash(x)=22104086)
+3894 train 7.089218 (lr=4.0879e-05) (hash(x)=25312602)
+3895 train 7.164980 (lr=4.0842e-05) (hash(x)=25725049)
+3896 train 6.968927 (lr=4.0806e-05) (hash(x)=22981231)
+3897 train 6.813501 (lr=4.0770e-05) (hash(x)=18021467)
+3898 train 6.810410 (lr=4.0734e-05) (hash(x)=17960254)
+3899 train 6.973947 (lr=4.0698e-05) (hash(x)=19808118)
+3900 val loss 7.1514
+3900 val perplexity 1275.8448
+3900 train 6.739002 (lr=4.0662e-05) (hash(x)=21022829)
+3901 train 6.925448 (lr=4.0626e-05) (hash(x)=22434663)
+3902 train 6.669693 (lr=4.0590e-05) (hash(x)=20208091)
+3903 train 6.813385 (lr=4.0554e-05) (hash(x)=22892776)
+3904 train 6.931334 (lr=4.0518e-05) (hash(x)=21554367)
+3905 train 7.053946 (lr=4.0482e-05) (hash(x)=23704875)
+3906 train 7.048537 (lr=4.0446e-05) (hash(x)=21690340)
+3907 train 6.957361 (lr=4.0410e-05) (hash(x)=23736780)
+3908 train 6.831966 (lr=4.0374e-05) (hash(x)=21060920)
+3909 train 6.763573 (lr=4.0338e-05) (hash(x)=20091559)
+3910 train 7.046903 (lr=4.0303e-05) (hash(x)=22147974)
+3911 train 6.970684 (lr=4.0267e-05) (hash(x)=21630383)
+3912 train 7.290639 (lr=4.0231e-05) (hash(x)=28339385)
+3913 train 7.023323 (lr=4.0195e-05) (hash(x)=25355505)
+3914 train 6.871151 (lr=4.0160e-05) (hash(x)=20843914)
+3915 train 7.392242 (lr=4.0124e-05) (hash(x)=25397467)
+3916 train 7.080284 (lr=4.0088e-05) (hash(x)=23587501)
+3917 train 6.662299 (lr=4.0053e-05) (hash(x)=19036533)
+3918 train 6.862203 (lr=4.0017e-05) (hash(x)=29749389)
+3919 train 6.784043 (lr=3.9982e-05) (hash(x)=24727094)
+3920 train 6.792675 (lr=3.9946e-05) (hash(x)=22723450)
+3921 train 6.995922 (lr=3.9911e-05) (hash(x)=24424680)
+3922 train 7.132564 (lr=3.9875e-05) (hash(x)=25817917)
+3923 train 6.914925 (lr=3.9840e-05) (hash(x)=23951182)
+3924 train 6.943748 (lr=3.9804e-05) (hash(x)=21177944)
+3925 train 6.778018 (lr=3.9769e-05) (hash(x)=23533768)
+3926 train 7.008571 (lr=3.9734e-05) (hash(x)=24263615)
+3927 train 6.819757 (lr=3.9698e-05) (hash(x)=22835000)
+3928 train 7.055248 (lr=3.9663e-05) (hash(x)=26076156)
+3929 train 7.016237 (lr=3.9628e-05) (hash(x)=25171508)
+3930 train 7.038661 (lr=3.9592e-05) (hash(x)=22021396)
+3931 train 7.319789 (lr=3.9557e-05) (hash(x)=28767849)
+3932 train 7.239929 (lr=3.9522e-05) (hash(x)=29497606)
+3933 train 6.878116 (lr=3.9487e-05) (hash(x)=22723124)
+3934 train 7.134038 (lr=3.9452e-05) (hash(x)=27106616)
+3935 train 7.028121 (lr=3.9417e-05) (hash(x)=22839049)
+3936 train 7.040085 (lr=3.9381e-05) (hash(x)=25101923)
+3937 train 7.013339 (lr=3.9346e-05) (hash(x)=25945975)
+3938 train 7.143863 (lr=3.9311e-05) (hash(x)=25382013)
+3939 train 6.693320 (lr=3.9276e-05) (hash(x)=19930900)
+3940 train 6.832309 (lr=3.9241e-05) (hash(x)=22202373)
+3941 train 7.033472 (lr=3.9207e-05) (hash(x)=24592992)
+3942 train 6.914936 (lr=3.9172e-05) (hash(x)=25002271)
+3943 train 6.785155 (lr=3.9137e-05) (hash(x)=20654136)
+3944 train 6.857511 (lr=3.9102e-05) (hash(x)=20061590)
+3945 train 6.789484 (lr=3.9067e-05) (hash(x)=21441361)
+3946 train 6.983579 (lr=3.9032e-05) (hash(x)=20055468)
+3947 train 7.721863 (lr=3.8997e-05) (hash(x)=28495621)
+3948 train 7.123244 (lr=3.8963e-05) (hash(x)=25959236)
+3949 train 7.451259 (lr=3.8928e-05) (hash(x)=26750193)
+3950 val loss 7.1574
+3950 val perplexity 1283.5548
+3950 train 7.289441 (lr=3.8893e-05) (hash(x)=25882605)
+3951 train 7.338931 (lr=3.8859e-05) (hash(x)=26776000)
+3952 train 6.907058 (lr=3.8824e-05) (hash(x)=24155107)
+3953 train 7.006532 (lr=3.8789e-05) (hash(x)=23441845)
+3954 train 6.915903 (lr=3.8755e-05) (hash(x)=22860915)
+3955 train 6.718040 (lr=3.8720e-05) (hash(x)=21584429)
+3956 train 6.311347 (lr=3.8686e-05) (hash(x)=16535556)
+3957 train 6.406620 (lr=3.8651e-05) (hash(x)=17946180)
+3958 train 6.965197 (lr=3.8617e-05) (hash(x)=25367610)
+3959 train 6.829463 (lr=3.8582e-05) (hash(x)=22560658)
+3960 train 7.126878 (lr=3.8548e-05) (hash(x)=23809585)
+3961 train 7.352764 (lr=3.8514e-05) (hash(x)=20438213)
+3962 train 7.738770 (lr=3.8479e-05) (hash(x)=30520037)
+3963 train 7.382238 (lr=3.8445e-05) (hash(x)=25276565)
+3964 train 7.069873 (lr=3.8411e-05) (hash(x)=26796532)
+3965 train 6.859938 (lr=3.8376e-05) (hash(x)=22850475)
+3966 train 7.364389 (lr=3.8342e-05) (hash(x)=25983698)
+3967 train 7.276979 (lr=3.8308e-05) (hash(x)=25995933)
+3968 train 7.447498 (lr=3.8274e-05) (hash(x)=25319339)
+3969 train 7.069337 (lr=3.8240e-05) (hash(x)=25066892)
+3970 train 7.264033 (lr=3.8206e-05) (hash(x)=26931819)
+3971 train 7.184647 (lr=3.8171e-05) (hash(x)=24163910)
+3972 train 7.129418 (lr=3.8137e-05) (hash(x)=25359634)
+3973 train 7.024987 (lr=3.8103e-05) (hash(x)=24323444)
+3974 train 7.171532 (lr=3.8069e-05) (hash(x)=26529231)
+3975 train 7.232196 (lr=3.8035e-05) (hash(x)=24635394)
+3976 train 7.522604 (lr=3.8001e-05) (hash(x)=24783093)
+3977 train 7.630280 (lr=3.7967e-05) (hash(x)=26710509)
+3978 train 7.019994 (lr=3.7934e-05) (hash(x)=25396630)
+3979 train 6.940587 (lr=3.7900e-05) (hash(x)=22556381)
+3980 train 7.258890 (lr=3.7866e-05) (hash(x)=26912161)
+3981 train 6.800989 (lr=3.7832e-05) (hash(x)=22268078)
+3982 train 7.855812 (lr=3.7798e-05) (hash(x)=30430328)
+3983 train 7.463872 (lr=3.7765e-05) (hash(x)=27537228)
+3984 train 6.886932 (lr=3.7731e-05) (hash(x)=24468603)
+3985 train 7.209764 (lr=3.7697e-05) (hash(x)=27006663)
+3986 train 7.448048 (lr=3.7663e-05) (hash(x)=27014728)
+3987 train 6.894713 (lr=3.7630e-05) (hash(x)=20883633)
+3988 train 7.001840 (lr=3.7596e-05) (hash(x)=23361791)
+3989 train 7.105110 (lr=3.7563e-05) (hash(x)=26775925)
+3990 train 7.687436 (lr=3.7529e-05) (hash(x)=30648934)
+3991 train 7.172940 (lr=3.7496e-05) (hash(x)=26496730)
+3992 train 6.987354 (lr=3.7462e-05) (hash(x)=25942897)
+3993 train 6.997217 (lr=3.7429e-05) (hash(x)=24887111)
+3994 train 6.918404 (lr=3.7395e-05) (hash(x)=22908550)
+3995 train 6.622266 (lr=3.7362e-05) (hash(x)=20342150)
+3996 train 6.916701 (lr=3.7328e-05) (hash(x)=22261760)
+3997 train 6.980319 (lr=3.7295e-05) (hash(x)=22731641)
+3998 train 6.836938 (lr=3.7262e-05) (hash(x)=20669749)
+3999 train 6.786751 (lr=3.7228e-05) (hash(x)=16533310)
+4000 val loss 7.1497
+4000 val perplexity 1273.7526
+4000 train 6.970246 (lr=3.7195e-05) (hash(x)=23661341)
+4001 train 7.005373 (lr=3.7162e-05) (hash(x)=24644301)
+4002 train 6.809587 (lr=3.7129e-05) (hash(x)=22938438)
+4003 train 6.935575 (lr=3.7095e-05) (hash(x)=24315862)
+4004 train 7.097293 (lr=3.7062e-05) (hash(x)=25169315)
+4005 train 7.080138 (lr=3.7029e-05) (hash(x)=24752796)
+4006 train 7.033238 (lr=3.6996e-05) (hash(x)=23103706)
+4007 train 7.159740 (lr=3.6963e-05) (hash(x)=24881176)
+4008 train 7.015570 (lr=3.6930e-05) (hash(x)=23971947)
+4009 train 7.359048 (lr=3.6897e-05) (hash(x)=27741054)
+4010 train 7.735327 (lr=3.6864e-05) (hash(x)=30956251)
+4011 train 7.109514 (lr=3.6831e-05) (hash(x)=23649686)
+4012 train 6.915732 (lr=3.6798e-05) (hash(x)=23344798)
+4013 train 7.582448 (lr=3.6765e-05) (hash(x)=29529498)
+4014 train 7.113546 (lr=3.6732e-05) (hash(x)=24688359)
+4015 train 7.054056 (lr=3.6700e-05) (hash(x)=25593613)
+4016 train 7.160155 (lr=3.6667e-05) (hash(x)=25674488)
+4017 train 6.611989 (lr=3.6634e-05) (hash(x)=21345346)
+4018 train 6.946446 (lr=3.6601e-05) (hash(x)=21978324)
+4019 train 6.967886 (lr=3.6569e-05) (hash(x)=23669244)
+4020 train 6.834630 (lr=3.6536e-05) (hash(x)=22479613)
+4021 train 6.809645 (lr=3.6503e-05) (hash(x)=22855256)
+4022 train 7.239552 (lr=3.6471e-05) (hash(x)=19759826)
+4023 train 7.117691 (lr=3.6438e-05) (hash(x)=22886646)
+4024 train 7.040625 (lr=3.6405e-05) (hash(x)=25553008)
+4025 train 6.973889 (lr=3.6373e-05) (hash(x)=25487028)
+4026 train 7.560818 (lr=3.6340e-05) (hash(x)=26799246)
+4027 train 7.866690 (lr=3.6308e-05) (hash(x)=30728540)
+4028 train 7.252631 (lr=3.6275e-05) (hash(x)=23966676)
+4029 train 6.968742 (lr=3.6243e-05) (hash(x)=22118783)
+4030 train 7.085323 (lr=3.6211e-05) (hash(x)=24744703)
+4031 train 7.098102 (lr=3.6178e-05) (hash(x)=21407676)
+4032 train 7.023472 (lr=3.6146e-05) (hash(x)=20623349)
+4033 train 6.791777 (lr=3.6114e-05) (hash(x)=24723788)
+4034 train 7.101026 (lr=3.6081e-05) (hash(x)=25030709)
+4035 train 7.151115 (lr=3.6049e-05) (hash(x)=26326164)
+4036 train 7.023258 (lr=3.6017e-05) (hash(x)=23754475)
+4037 train 7.674397 (lr=3.5985e-05) (hash(x)=30112933)
+4038 train 7.376022 (lr=3.5952e-05) (hash(x)=27474299)
+4039 train 6.836150 (lr=3.5920e-05) (hash(x)=21720304)
+4040 train 7.304112 (lr=3.5888e-05) (hash(x)=25142674)
+4041 train 7.510755 (lr=3.5856e-05) (hash(x)=25284552)
+4042 train 7.408374 (lr=3.5824e-05) (hash(x)=24554942)
+4043 train 7.128845 (lr=3.5792e-05) (hash(x)=23773870)
+4044 train 6.873399 (lr=3.5760e-05) (hash(x)=23896338)
+4045 train 7.781590 (lr=3.5728e-05) (hash(x)=34984911)
+4046 train 7.008353 (lr=3.5696e-05) (hash(x)=23854263)
+4047 train 7.291181 (lr=3.5664e-05) (hash(x)=27263416)
+4048 train 6.973663 (lr=3.5632e-05) (hash(x)=24989642)
+4049 train 7.006287 (lr=3.5601e-05) (hash(x)=24492055)
+4050 val loss 7.1613
+4050 val perplexity 1288.5785
+4050 train 6.916070 (lr=3.5569e-05) (hash(x)=21579916)
+4051 train 7.133292 (lr=3.5537e-05) (hash(x)=25274710)
+4052 train 7.023969 (lr=3.5505e-05) (hash(x)=24701947)
+4053 train 6.993421 (lr=3.5474e-05) (hash(x)=25477340)
+4054 train 6.903501 (lr=3.5442e-05) (hash(x)=23774195)
+4055 train 7.170146 (lr=3.5410e-05) (hash(x)=25840801)
+4056 train 7.402266 (lr=3.5379e-05) (hash(x)=27972529)
+4057 train 7.133827 (lr=3.5347e-05) (hash(x)=26952458)
+4058 train 6.627651 (lr=3.5315e-05) (hash(x)=22683653)
+4059 train 6.686784 (lr=3.5284e-05) (hash(x)=20984129)
+4060 train 6.875657 (lr=3.5252e-05) (hash(x)=22816482)
+4061 train 7.143331 (lr=3.5221e-05) (hash(x)=24285302)
+4062 train 7.591479 (lr=3.5189e-05) (hash(x)=31517950)
+4063 train 7.867444 (lr=3.5158e-05) (hash(x)=31424568)
+4064 train 7.534997 (lr=3.5127e-05) (hash(x)=29497876)
+4065 train 7.390546 (lr=3.5095e-05) (hash(x)=27277376)
+4066 train 7.122528 (lr=3.5064e-05) (hash(x)=26832588)
+4067 train 6.929433 (lr=3.5032e-05) (hash(x)=25149712)
+4068 train 6.945882 (lr=3.5001e-05) (hash(x)=23728457)
+4069 train 6.839968 (lr=3.4970e-05) (hash(x)=25265136)
+4070 train 7.401427 (lr=3.4939e-05) (hash(x)=25241681)
+4071 train 7.056175 (lr=3.4908e-05) (hash(x)=23403065)
+4072 train 7.037093 (lr=3.4876e-05) (hash(x)=25808207)
+4073 train 6.936357 (lr=3.4845e-05) (hash(x)=23904844)
+4074 train 6.611742 (lr=3.4814e-05) (hash(x)=18865309)
+4075 train 7.093981 (lr=3.4783e-05) (hash(x)=23531744)
+4076 train 7.098204 (lr=3.4752e-05) (hash(x)=25784275)
+4077 train 6.861902 (lr=3.4721e-05) (hash(x)=22417529)
+4078 train 6.872176 (lr=3.4690e-05) (hash(x)=23095491)
+4079 train 7.004237 (lr=3.4659e-05) (hash(x)=22656033)
+4080 train 7.017711 (lr=3.4628e-05) (hash(x)=25865435)
+4081 train 7.157125 (lr=3.4597e-05) (hash(x)=25699377)
+4082 train 7.132128 (lr=3.4566e-05) (hash(x)=20854084)
+4083 train 6.690212 (lr=3.4536e-05) (hash(x)=18950799)
+4084 train 6.920520 (lr=3.4505e-05) (hash(x)=22633739)
+4085 train 7.886055 (lr=3.4474e-05) (hash(x)=34054446)
+4086 train 7.301459 (lr=3.4443e-05) (hash(x)=27599387)
+4087 train 7.127466 (lr=3.4413e-05) (hash(x)=26869295)
+4088 train 7.091526 (lr=3.4382e-05) (hash(x)=24075139)
+4089 train 7.535074 (lr=3.4351e-05) (hash(x)=29784110)
+4090 train 7.860230 (lr=3.4321e-05) (hash(x)=34273918)
+4091 train 8.258621 (lr=3.4290e-05) (hash(x)=34472685)
+4092 train 7.592324 (lr=3.4259e-05) (hash(x)=30113791)
+4093 train 6.812881 (lr=3.4229e-05) (hash(x)=22366381)
+4094 train 7.066308 (lr=3.4198e-05) (hash(x)=24922935)
+4095 train 7.288678 (lr=3.4168e-05) (hash(x)=25504151)
+4096 train 7.231274 (lr=3.4137e-05) (hash(x)=24517375)
+4097 train 7.915816 (lr=3.4107e-05) (hash(x)=25871651)
+4098 train 6.949622 (lr=3.4077e-05) (hash(x)=23480225)
+4099 train 6.804489 (lr=3.4046e-05) (hash(x)=22559978)
+4100 val loss 7.1462
+4100 val perplexity 1269.3354
+4100 train 7.248029 (lr=3.4016e-05) (hash(x)=25795272)
+4101 train 7.220094 (lr=3.3986e-05) (hash(x)=25440399)
+4102 train 6.871644 (lr=3.3955e-05) (hash(x)=21581806)
+4103 train 6.943910 (lr=3.3925e-05) (hash(x)=25781518)
+4104 train 7.021294 (lr=3.3895e-05) (hash(x)=24682372)
+4105 train 6.887197 (lr=3.3865e-05) (hash(x)=22440094)
+4106 train 7.071294 (lr=3.3835e-05) (hash(x)=23661032)
+4107 train 7.308706 (lr=3.3804e-05) (hash(x)=26966012)
+4108 train 7.332935 (lr=3.3774e-05) (hash(x)=26232227)
+4109 train 6.967000 (lr=3.3744e-05) (hash(x)=24110656)
+4110 train 7.259293 (lr=3.3714e-05) (hash(x)=25938621)
+4111 train 7.050165 (lr=3.3684e-05) (hash(x)=26432850)
+4112 train 7.065239 (lr=3.3654e-05) (hash(x)=25387672)
+4113 train 6.805929 (lr=3.3624e-05) (hash(x)=22740017)
+4114 train 7.212180 (lr=3.3595e-05) (hash(x)=26384190)
+4115 train 6.917011 (lr=3.3565e-05) (hash(x)=24725583)
+4116 train 7.029507 (lr=3.3535e-05) (hash(x)=23986700)
+4117 train 7.027429 (lr=3.3505e-05) (hash(x)=18529900)
+4118 train 7.051764 (lr=3.3475e-05) (hash(x)=22236257)
+4119 train 6.715741 (lr=3.3445e-05) (hash(x)=20155894)
+4120 train 6.505634 (lr=3.3416e-05) (hash(x)=17423813)
+4121 train 6.470755 (lr=3.3386e-05) (hash(x)=18905183)
+4122 train 6.838379 (lr=3.3356e-05) (hash(x)=22534398)
+4123 train 7.522826 (lr=3.3327e-05) (hash(x)=25247868)
+4124 train 7.062192 (lr=3.3297e-05) (hash(x)=23994188)
+4125 train 6.898936 (lr=3.3268e-05) (hash(x)=22929754)
+4126 train 6.785211 (lr=3.3238e-05) (hash(x)=22485897)
+4127 train 6.849542 (lr=3.3209e-05) (hash(x)=22270169)
+4128 train 6.822431 (lr=3.3179e-05) (hash(x)=23638027)
+4129 train 7.132697 (lr=3.3150e-05) (hash(x)=23821210)
+4130 train 6.991547 (lr=3.3120e-05) (hash(x)=25021512)
+4131 train 7.076759 (lr=3.3091e-05) (hash(x)=25240141)
+4132 train 7.013475 (lr=3.3061e-05) (hash(x)=22833160)
+4133 train 6.947923 (lr=3.3032e-05) (hash(x)=22909944)
+4134 train 7.214862 (lr=3.3003e-05) (hash(x)=26163558)
+4135 train 6.955665 (lr=3.2973e-05) (hash(x)=22108461)
+4136 train 6.889922 (lr=3.2944e-05) (hash(x)=22549232)
+4137 train 7.133420 (lr=3.2915e-05) (hash(x)=24701302)
+4138 train 7.282955 (lr=3.2886e-05) (hash(x)=25206013)
+4139 train 7.210605 (lr=3.2857e-05) (hash(x)=27896130)
+4140 train 6.925110 (lr=3.2828e-05) (hash(x)=24106243)
+4141 train 7.530069 (lr=3.2799e-05) (hash(x)=27158651)
+4142 train 7.069484 (lr=3.2769e-05) (hash(x)=23841147)
+4143 train 7.055198 (lr=3.2740e-05) (hash(x)=24802848)
+4144 train 7.339870 (lr=3.2711e-05) (hash(x)=24911295)
+4145 train 7.100208 (lr=3.2682e-05) (hash(x)=26473900)
+4146 train 7.204195 (lr=3.2654e-05) (hash(x)=26785092)
+4147 train 7.482728 (lr=3.2625e-05) (hash(x)=30188532)
+4148 train 7.011467 (lr=3.2596e-05) (hash(x)=25010649)
+4149 train 6.963718 (lr=3.2567e-05) (hash(x)=22409016)
+4150 val loss 7.1486
+4150 val perplexity 1272.3333
+4150 train 7.751812 (lr=3.2538e-05) (hash(x)=31675024)
+4151 train 7.001420 (lr=3.2509e-05) (hash(x)=25086604)
+4152 train 7.011966 (lr=3.2481e-05) (hash(x)=24429343)
+4153 train 7.200120 (lr=3.2452e-05) (hash(x)=25014232)
+4154 train 7.105598 (lr=3.2423e-05) (hash(x)=25366275)
+4155 train 7.608784 (lr=3.2395e-05) (hash(x)=24031473)
+4156 train 7.113018 (lr=3.2366e-05) (hash(x)=26651059)
+4157 train 7.174915 (lr=3.2337e-05) (hash(x)=26069721)
+4158 train 7.330647 (lr=3.2309e-05) (hash(x)=28114382)
+4159 train 7.343088 (lr=3.2280e-05) (hash(x)=26983186)
+4160 train 6.676301 (lr=3.2252e-05) (hash(x)=21944670)
+4161 train 7.448352 (lr=3.2223e-05) (hash(x)=28155702)
+4162 train 6.881860 (lr=3.2195e-05) (hash(x)=24765002)
+4163 train 7.105867 (lr=3.2166e-05) (hash(x)=26492636)
+4164 train 7.079769 (lr=3.2138e-05) (hash(x)=24063705)
+4165 train 7.352301 (lr=3.2110e-05) (hash(x)=27079573)
+4166 train 7.020087 (lr=3.2081e-05) (hash(x)=24912201)
+4167 train 7.122438 (lr=3.2053e-05) (hash(x)=27208507)
+4168 train 7.058468 (lr=3.2025e-05) (hash(x)=25824320)
+4169 train 7.601448 (lr=3.1997e-05) (hash(x)=29641677)
+4170 train 7.274902 (lr=3.1968e-05) (hash(x)=26275614)
+4171 train 7.097307 (lr=3.1940e-05) (hash(x)=25227725)
+4172 train 7.196962 (lr=3.1912e-05) (hash(x)=27417375)
+4173 train 7.398736 (lr=3.1884e-05) (hash(x)=25581973)
+4174 train 7.669125 (lr=3.1856e-05) (hash(x)=30360417)
+4175 train 6.906166 (lr=3.1828e-05) (hash(x)=23862845)
+4176 train 6.999195 (lr=3.1800e-05) (hash(x)=25415130)
+4177 train 6.986897 (lr=3.1772e-05) (hash(x)=23111123)
+4178 train 6.948386 (lr=3.1744e-05) (hash(x)=24022804)
+4179 train 6.996887 (lr=3.1716e-05) (hash(x)=25148490)
+4180 train 7.198306 (lr=3.1688e-05) (hash(x)=22792092)
+4181 train 7.329830 (lr=3.1660e-05) (hash(x)=24779698)
+4182 train 7.211236 (lr=3.1632e-05) (hash(x)=24870844)
+4183 train 6.904922 (lr=3.1605e-05) (hash(x)=22664494)
+4184 train 6.967006 (lr=3.1577e-05) (hash(x)=22599729)
+4185 train 7.177681 (lr=3.1549e-05) (hash(x)=24707078)
+4186 train 6.925524 (lr=3.1521e-05) (hash(x)=23823945)
+4187 train 6.639921 (lr=3.1494e-05) (hash(x)=22219856)
+4188 train 7.379086 (lr=3.1466e-05) (hash(x)=27061401)
+4189 train 7.074612 (lr=3.1438e-05) (hash(x)=23398766)
+4190 train 7.173112 (lr=3.1411e-05) (hash(x)=27916730)
+4191 train 7.060840 (lr=3.1383e-05) (hash(x)=24092927)
+4192 train 7.118783 (lr=3.1356e-05) (hash(x)=24723657)
+4193 train 7.140972 (lr=3.1328e-05) (hash(x)=24676155)
+4194 train 7.049809 (lr=3.1301e-05) (hash(x)=23455369)
+4195 train 6.967917 (lr=3.1273e-05) (hash(x)=21999890)
+4196 train 6.895746 (lr=3.1246e-05) (hash(x)=23385567)
+4197 train 7.115800 (lr=3.1219e-05) (hash(x)=25120814)
+4198 train 6.809013 (lr=3.1191e-05) (hash(x)=21308113)
+4199 train 7.143487 (lr=3.1164e-05) (hash(x)=27213812)
+4200 val loss 7.1391
+4200 val perplexity 1260.2480
+4200 train 6.668872 (lr=3.1137e-05) (hash(x)=19675382)
+4201 train 6.980583 (lr=3.1110e-05) (hash(x)=23882161)
+4202 train 6.972454 (lr=3.1082e-05) (hash(x)=24338567)
+4203 train 7.267128 (lr=3.1055e-05) (hash(x)=27649723)
+4204 train 7.078716 (lr=3.1028e-05) (hash(x)=27563514)
+4205 train 7.051230 (lr=3.1001e-05) (hash(x)=23128552)
+4206 train 6.985609 (lr=3.0974e-05) (hash(x)=26203283)
+4207 train 7.018700 (lr=3.0947e-05) (hash(x)=23929955)
+4208 train 6.678713 (lr=3.0920e-05) (hash(x)=20978691)
+4209 train 6.997725 (lr=3.0893e-05) (hash(x)=21875178)
+4210 train 7.061256 (lr=3.0866e-05) (hash(x)=23563293)
+4211 train 7.223117 (lr=3.0839e-05) (hash(x)=25538503)
+4212 train 7.231466 (lr=3.0812e-05) (hash(x)=24171014)
+4213 train 7.084049 (lr=3.0785e-05) (hash(x)=22306665)
+4214 train 7.017114 (lr=3.0758e-05) (hash(x)=26082318)
+4215 train 6.798442 (lr=3.0731e-05) (hash(x)=23025790)
+4216 train 6.871166 (lr=3.0705e-05) (hash(x)=21146597)
+4217 train 7.262064 (lr=3.0678e-05) (hash(x)=27470230)
+4218 train 6.978653 (lr=3.0651e-05) (hash(x)=22691005)
+4219 train 6.765464 (lr=3.0625e-05) (hash(x)=21550313)
+4220 train 6.873684 (lr=3.0598e-05) (hash(x)=20618443)
+4221 train 6.962485 (lr=3.0571e-05) (hash(x)=25260787)
+4222 train 7.061949 (lr=3.0545e-05) (hash(x)=25249873)
+4223 train 6.667768 (lr=3.0518e-05) (hash(x)=20452272)
+4224 train 6.960718 (lr=3.0492e-05) (hash(x)=25649764)
+4225 train 6.834314 (lr=3.0465e-05) (hash(x)=19589460)
+4226 train 7.271887 (lr=3.0439e-05) (hash(x)=26477595)
+4227 train 7.459774 (lr=3.0412e-05) (hash(x)=27585442)
+4228 train 7.259403 (lr=3.0386e-05) (hash(x)=25821343)
+4229 train 7.151810 (lr=3.0360e-05) (hash(x)=24549919)
+4230 train 7.080376 (lr=3.0333e-05) (hash(x)=26124522)
+4231 train 7.372259 (lr=3.0307e-05) (hash(x)=26473464)
+4232 train 7.375717 (lr=3.0281e-05) (hash(x)=28883028)
+4233 train 7.325811 (lr=3.0254e-05) (hash(x)=29611296)
+4234 train 7.215646 (lr=3.0228e-05) (hash(x)=29059941)
+4235 train 7.061755 (lr=3.0202e-05) (hash(x)=26368203)
+4236 train 7.088394 (lr=3.0176e-05) (hash(x)=27021360)
+4237 train 7.029920 (lr=3.0150e-05) (hash(x)=26135379)
+4238 train 6.792922 (lr=3.0124e-05) (hash(x)=25862549)
+4239 train 7.220259 (lr=3.0098e-05) (hash(x)=28276603)
+4240 train 6.789015 (lr=3.0072e-05) (hash(x)=22170090)
+4241 train 7.116278 (lr=3.0046e-05) (hash(x)=22625589)
+4242 train 7.146156 (lr=3.0020e-05) (hash(x)=25751475)
+4243 train 7.074408 (lr=2.9994e-05) (hash(x)=25836838)
+4244 train 6.997907 (lr=2.9968e-05) (hash(x)=23938214)
+4245 train 6.920592 (lr=2.9942e-05) (hash(x)=22759365)
+4246 train 6.903831 (lr=2.9916e-05) (hash(x)=24964628)
+4247 train 6.624333 (lr=2.9890e-05) (hash(x)=21480367)
+4248 train 7.185894 (lr=2.9865e-05) (hash(x)=25974694)
+4249 train 7.515077 (lr=2.9839e-05) (hash(x)=29830546)
+4250 val loss 7.1417
+4250 val perplexity 1263.6371
+4250 train 7.192688 (lr=2.9813e-05) (hash(x)=26283200)
+4251 train 7.207462 (lr=2.9788e-05) (hash(x)=25605672)
+4252 train 6.849256 (lr=2.9762e-05) (hash(x)=21439107)
+4253 train 6.760181 (lr=2.9736e-05) (hash(x)=22626883)
+4254 train 7.150579 (lr=2.9711e-05) (hash(x)=25627150)
+4255 train 7.321559 (lr=2.9685e-05) (hash(x)=24658642)
+4256 train 7.402571 (lr=2.9660e-05) (hash(x)=29755505)
+4257 train 7.103014 (lr=2.9634e-05) (hash(x)=22750846)
+4258 train 7.041011 (lr=2.9609e-05) (hash(x)=21892651)
+4259 train 7.074574 (lr=2.9583e-05) (hash(x)=22487960)
+4260 train 7.145543 (lr=2.9558e-05) (hash(x)=24059869)
+4261 train 6.901696 (lr=2.9533e-05) (hash(x)=21090180)
+4262 train 7.019815 (lr=2.9507e-05) (hash(x)=22716452)
+4263 train 7.299461 (lr=2.9482e-05) (hash(x)=26854801)
+4264 train 7.051108 (lr=2.9457e-05) (hash(x)=23815428)
+4265 train 6.902293 (lr=2.9432e-05) (hash(x)=23368704)
+4266 train 6.945374 (lr=2.9406e-05) (hash(x)=24301098)
+4267 train 7.167107 (lr=2.9381e-05) (hash(x)=25025039)
+4268 train 6.931163 (lr=2.9356e-05) (hash(x)=25425736)
+4269 train 7.162310 (lr=2.9331e-05) (hash(x)=27439380)
+4270 train 6.591798 (lr=2.9306e-05) (hash(x)=18682756)
+4271 train 6.718518 (lr=2.9281e-05) (hash(x)=17862226)
+4272 train 7.314143 (lr=2.9256e-05) (hash(x)=29946491)
+4273 train 6.574368 (lr=2.9231e-05) (hash(x)=21392062)
+4274 train 7.139888 (lr=2.9206e-05) (hash(x)=25195556)
+4275 train 7.126453 (lr=2.9181e-05) (hash(x)=26682036)
+4276 train 7.039318 (lr=2.9156e-05) (hash(x)=21235260)
+4277 train 6.834931 (lr=2.9131e-05) (hash(x)=22118984)
+4278 train 6.877840 (lr=2.9107e-05) (hash(x)=24094510)
+4279 train 7.417282 (lr=2.9082e-05) (hash(x)=28519182)
+4280 train 7.065979 (lr=2.9057e-05) (hash(x)=26652859)
+4281 train 6.977573 (lr=2.9032e-05) (hash(x)=24463139)
+4282 train 6.947978 (lr=2.9008e-05) (hash(x)=23281870)
+4283 train 7.187253 (lr=2.8983e-05) (hash(x)=29181174)
+4284 train 6.859195 (lr=2.8958e-05) (hash(x)=24797417)
+4285 train 7.219100 (lr=2.8934e-05) (hash(x)=29026537)
+4286 train 6.981637 (lr=2.8909e-05) (hash(x)=23045165)
+4287 train 6.945978 (lr=2.8885e-05) (hash(x)=25193694)
+4288 train 6.970973 (lr=2.8860e-05) (hash(x)=23475407)
+4289 train 7.145172 (lr=2.8836e-05) (hash(x)=24875410)
+4290 train 7.020188 (lr=2.8811e-05) (hash(x)=26328101)
+4291 train 7.327929 (lr=2.8787e-05) (hash(x)=26273661)
+4292 train 7.016412 (lr=2.8763e-05) (hash(x)=23271891)
+4293 train 6.987794 (lr=2.8738e-05) (hash(x)=23300732)
+4294 train 7.079151 (lr=2.8714e-05) (hash(x)=24243693)
+4295 train 7.177389 (lr=2.8690e-05) (hash(x)=25642620)
+4296 train 7.227742 (lr=2.8666e-05) (hash(x)=27730411)
+4297 train 6.982779 (lr=2.8641e-05) (hash(x)=25485335)
+4298 train 6.853067 (lr=2.8617e-05) (hash(x)=25268789)
+4299 train 7.331268 (lr=2.8593e-05) (hash(x)=28917143)
+4300 val loss 7.1372
+4300 val perplexity 1257.9431
+4300 train 7.461325 (lr=2.8569e-05) (hash(x)=28987991)
+4301 train 7.186005 (lr=2.8545e-05) (hash(x)=25989151)
+4302 train 7.056306 (lr=2.8521e-05) (hash(x)=25658195)
+4303 train 6.993283 (lr=2.8497e-05) (hash(x)=25765909)
+4304 train 7.012242 (lr=2.8473e-05) (hash(x)=25704261)
+4305 train 7.014410 (lr=2.8449e-05) (hash(x)=24438198)
+4306 train 6.837914 (lr=2.8425e-05) (hash(x)=22871710)
+4307 train 6.671644 (lr=2.8401e-05) (hash(x)=20160896)
+4308 train 7.238515 (lr=2.8377e-05) (hash(x)=24218641)
+4309 train 6.663266 (lr=2.8353e-05) (hash(x)=22073751)
+4310 train 6.984147 (lr=2.8330e-05) (hash(x)=26434959)
+4311 train 6.690973 (lr=2.8306e-05) (hash(x)=20750531)
+4312 train 6.829014 (lr=2.8282e-05) (hash(x)=22232293)
+4313 train 7.146584 (lr=2.8259e-05) (hash(x)=27324521)
+4314 train 6.776500 (lr=2.8235e-05) (hash(x)=22217862)
+4315 train 7.263611 (lr=2.8211e-05) (hash(x)=25741958)
+4316 train 6.984032 (lr=2.8188e-05) (hash(x)=22738456)
+4317 train 7.039789 (lr=2.8164e-05) (hash(x)=25387302)
+4318 train 6.987751 (lr=2.8141e-05) (hash(x)=24669014)
+4319 train 7.107744 (lr=2.8117e-05) (hash(x)=24917098)
+4320 train 7.071530 (lr=2.8094e-05) (hash(x)=26698227)
+4321 train 6.885747 (lr=2.8070e-05) (hash(x)=23518293)
+4322 train 6.804257 (lr=2.8047e-05) (hash(x)=23643971)
+4323 train 7.021505 (lr=2.8023e-05) (hash(x)=25659505)
+4324 train 6.788262 (lr=2.8000e-05) (hash(x)=22697720)
+4325 train 7.312273 (lr=2.7977e-05) (hash(x)=25082178)
+4326 train 6.840364 (lr=2.7954e-05) (hash(x)=24166546)
+4327 train 7.014803 (lr=2.7930e-05) (hash(x)=24499766)
+4328 train 7.150787 (lr=2.7907e-05) (hash(x)=24338607)
+4329 train 6.908802 (lr=2.7884e-05) (hash(x)=23225420)
+4330 train 7.067050 (lr=2.7861e-05) (hash(x)=25907032)
+4331 train 6.868347 (lr=2.7838e-05) (hash(x)=24634979)
+4332 train 6.953561 (lr=2.7815e-05) (hash(x)=22161377)
+4333 train 7.101311 (lr=2.7792e-05) (hash(x)=22559939)
+4334 train 6.868886 (lr=2.7769e-05) (hash(x)=20840022)
+4335 train 7.184178 (lr=2.7746e-05) (hash(x)=25067358)
+4336 train 6.845691 (lr=2.7723e-05) (hash(x)=23432626)
+4337 train 7.010270 (lr=2.7700e-05) (hash(x)=23820385)
+4338 train 7.852075 (lr=2.7677e-05) (hash(x)=31594930)
+4339 train 7.239964 (lr=2.7654e-05) (hash(x)=27138750)
+4340 train 7.420023 (lr=2.7631e-05) (hash(x)=30031341)
+4341 train 6.954865 (lr=2.7609e-05) (hash(x)=24602807)
+4342 train 6.742818 (lr=2.7586e-05) (hash(x)=21584976)
+4343 train 7.182088 (lr=2.7563e-05) (hash(x)=27479796)
+4344 train 6.842094 (lr=2.7540e-05) (hash(x)=22746241)
+4345 train 7.020842 (lr=2.7518e-05) (hash(x)=19728452)
+4346 train 6.832452 (lr=2.7495e-05) (hash(x)=24502020)
+4347 train 7.304822 (lr=2.7473e-05) (hash(x)=28225954)
+4348 train 6.929578 (lr=2.7450e-05) (hash(x)=23893447)
+4349 train 7.250643 (lr=2.7427e-05) (hash(x)=25654586)
+4350 val loss 7.1370
+4350 val perplexity 1257.5894
+4350 train 7.092712 (lr=2.7405e-05) (hash(x)=23856469)
+4351 train 7.001488 (lr=2.7383e-05) (hash(x)=23136080)
+4352 train 7.139702 (lr=2.7360e-05) (hash(x)=26532918)
+4353 train 7.047936 (lr=2.7338e-05) (hash(x)=25461947)
+4354 train 7.063713 (lr=2.7315e-05) (hash(x)=26590231)
+4355 train 6.767641 (lr=2.7293e-05) (hash(x)=21441985)
+4356 train 7.041162 (lr=2.7271e-05) (hash(x)=26507941)
+4357 train 7.342660 (lr=2.7249e-05) (hash(x)=26245238)
+4358 train 7.132085 (lr=2.7226e-05) (hash(x)=24879059)
+4359 train 7.385198 (lr=2.7204e-05) (hash(x)=29810074)
+4360 train 6.780037 (lr=2.7182e-05) (hash(x)=24258069)
+4361 train 6.944420 (lr=2.7160e-05) (hash(x)=25229360)
+4362 train 7.145889 (lr=2.7138e-05) (hash(x)=25440206)
+4363 train 7.003584 (lr=2.7116e-05) (hash(x)=23222125)
+4364 train 6.857724 (lr=2.7094e-05) (hash(x)=23353186)
+4365 train 7.061269 (lr=2.7072e-05) (hash(x)=26995240)
+4366 train 7.002150 (lr=2.7050e-05) (hash(x)=24135899)
+4367 train 7.022707 (lr=2.7028e-05) (hash(x)=24765539)
+4368 train 7.070691 (lr=2.7006e-05) (hash(x)=26051004)
+4369 train 6.846719 (lr=2.6984e-05) (hash(x)=22559142)
+4370 train 6.774832 (lr=2.6962e-05) (hash(x)=20364388)
+4371 train 7.221207 (lr=2.6940e-05) (hash(x)=25938817)
+4372 train 7.266492 (lr=2.6919e-05) (hash(x)=26060945)
+4373 train 7.171887 (lr=2.6897e-05) (hash(x)=27866714)
+4374 train 7.112647 (lr=2.6875e-05) (hash(x)=27104972)
+4375 train 6.772266 (lr=2.6854e-05) (hash(x)=22216309)
+4376 train 6.856560 (lr=2.6832e-05) (hash(x)=20781533)
+4377 train 6.736304 (lr=2.6810e-05) (hash(x)=18784350)
+4378 train 6.903280 (lr=2.6789e-05) (hash(x)=21102897)
+4379 train 7.148748 (lr=2.6767e-05) (hash(x)=25647489)
+4380 train 6.949451 (lr=2.6746e-05) (hash(x)=24486462)
+4381 train 7.215370 (lr=2.6724e-05) (hash(x)=26539114)
+4382 train 6.855762 (lr=2.6703e-05) (hash(x)=20026045)
+4383 train 7.137067 (lr=2.6681e-05) (hash(x)=20613861)
+4384 train 6.862495 (lr=2.6660e-05) (hash(x)=20676237)
+4385 train 7.074549 (lr=2.6639e-05) (hash(x)=24893163)
+4386 train 6.616573 (lr=2.6617e-05) (hash(x)=17299395)
+4387 train 6.790198 (lr=2.6596e-05) (hash(x)=19580191)
+4388 train 6.962050 (lr=2.6575e-05) (hash(x)=25588218)
+4389 train 7.109204 (lr=2.6554e-05) (hash(x)=26433063)
+4390 train 7.174252 (lr=2.6533e-05) (hash(x)=24917693)
+4391 train 6.854571 (lr=2.6511e-05) (hash(x)=23462447)
+4392 train 7.075246 (lr=2.6490e-05) (hash(x)=27185416)
+4393 train 7.210347 (lr=2.6469e-05) (hash(x)=24109010)
+4394 train 6.961236 (lr=2.6448e-05) (hash(x)=21486000)
+4395 train 6.855686 (lr=2.6427e-05) (hash(x)=22230006)
+4396 train 7.259866 (lr=2.6406e-05) (hash(x)=26092311)
+4397 train 6.991824 (lr=2.6385e-05) (hash(x)=24112426)
+4398 train 6.854513 (lr=2.6364e-05) (hash(x)=21881373)
+4399 train 6.975924 (lr=2.6343e-05) (hash(x)=26739455)
+4400 val loss 7.1297
+4400 val perplexity 1248.4531
+4400 train 6.849041 (lr=2.6323e-05) (hash(x)=22873602)
+4401 train 6.947090 (lr=2.6302e-05) (hash(x)=26748712)
+4402 train 7.186719 (lr=2.6281e-05) (hash(x)=26306618)
+4403 train 7.360063 (lr=2.6260e-05) (hash(x)=26898808)
+4404 train 7.007050 (lr=2.6240e-05) (hash(x)=25067751)
+4405 train 7.071611 (lr=2.6219e-05) (hash(x)=25397145)
+4406 train 7.218662 (lr=2.6198e-05) (hash(x)=24796962)
+4407 train 7.005182 (lr=2.6178e-05) (hash(x)=23222996)
+4408 train 6.985766 (lr=2.6157e-05) (hash(x)=24820189)
+4409 train 7.376300 (lr=2.6137e-05) (hash(x)=27669038)
+4410 train 6.971687 (lr=2.6116e-05) (hash(x)=24283976)
+4411 train 7.182858 (lr=2.6096e-05) (hash(x)=25018789)
+4412 train 7.089542 (lr=2.6075e-05) (hash(x)=26247064)
+4413 train 7.129772 (lr=2.6055e-05) (hash(x)=22942904)
+4414 train 7.005063 (lr=2.6034e-05) (hash(x)=23918746)
+4415 train 7.107153 (lr=2.6014e-05) (hash(x)=26489285)
+4416 train 6.132647 (lr=2.5994e-05) (hash(x)=14942495)
+4417 train 6.920781 (lr=2.5973e-05) (hash(x)=23908505)
+4418 train 7.164769 (lr=2.5953e-05) (hash(x)=25854036)
+4419 train 7.023297 (lr=2.5933e-05) (hash(x)=27522868)
+4420 train 6.943433 (lr=2.5913e-05) (hash(x)=26549205)
+4421 train 6.790177 (lr=2.5893e-05) (hash(x)=24565522)
+4422 train 7.178548 (lr=2.5872e-05) (hash(x)=23919123)
+4423 train 7.009573 (lr=2.5852e-05) (hash(x)=25185942)
+4424 train 7.014446 (lr=2.5832e-05) (hash(x)=24818969)
+4425 train 7.109954 (lr=2.5812e-05) (hash(x)=26750372)
+4426 train 7.094652 (lr=2.5792e-05) (hash(x)=25621536)
+4427 train 7.585706 (lr=2.5772e-05) (hash(x)=28037060)
+4428 train 7.608211 (lr=2.5752e-05) (hash(x)=30829517)
+4429 train 7.159512 (lr=2.5733e-05) (hash(x)=28728766)
+4430 train 7.080722 (lr=2.5713e-05) (hash(x)=25936895)
+4431 train 7.261570 (lr=2.5693e-05) (hash(x)=27476158)
+4432 train 6.957056 (lr=2.5673e-05) (hash(x)=23297921)
+4433 train 6.913285 (lr=2.5653e-05) (hash(x)=23201299)
+4434 train 6.860100 (lr=2.5634e-05) (hash(x)=22681766)
+4435 train 6.843219 (lr=2.5614e-05) (hash(x)=23217512)
+4436 train 7.354125 (lr=2.5594e-05) (hash(x)=29322443)
+4437 train 6.917688 (lr=2.5575e-05) (hash(x)=23502072)
+4438 train 7.052385 (lr=2.5555e-05) (hash(x)=28873527)
+4439 train 7.053963 (lr=2.5536e-05) (hash(x)=23653175)
+4440 train 6.835141 (lr=2.5516e-05) (hash(x)=21635879)
+4441 train 6.878304 (lr=2.5497e-05) (hash(x)=22201854)
+4442 train 6.821854 (lr=2.5477e-05) (hash(x)=23101164)
+4443 train 7.236852 (lr=2.5458e-05) (hash(x)=25475122)
+4444 train 6.977787 (lr=2.5438e-05) (hash(x)=25124825)
+4445 train 7.090250 (lr=2.5419e-05) (hash(x)=26883852)
+4446 train 6.880151 (lr=2.5400e-05) (hash(x)=24731829)
+4447 train 6.870201 (lr=2.5380e-05) (hash(x)=22405076)
+4448 train 7.051642 (lr=2.5361e-05) (hash(x)=27633869)
+4449 train 7.100324 (lr=2.5342e-05) (hash(x)=25162594)
+4450 val loss 7.1247
+4450 val perplexity 1242.3021
+4450 train 7.105340 (lr=2.5323e-05) (hash(x)=26438149)
+4451 train 7.110018 (lr=2.5304e-05) (hash(x)=26748800)
+4452 train 6.858110 (lr=2.5285e-05) (hash(x)=22971620)
+4453 train 7.004941 (lr=2.5266e-05) (hash(x)=25886430)
+4454 train 6.766467 (lr=2.5246e-05) (hash(x)=21084137)
+4455 train 6.965934 (lr=2.5227e-05) (hash(x)=25673545)
+4456 train 7.646753 (lr=2.5208e-05) (hash(x)=29389002)
+4457 train 6.705574 (lr=2.5190e-05) (hash(x)=21676076)
+4458 train 6.766801 (lr=2.5171e-05) (hash(x)=22616647)
+4459 train 7.183453 (lr=2.5152e-05) (hash(x)=22771197)
+4460 train 7.094048 (lr=2.5133e-05) (hash(x)=26393514)
+4461 train 7.330516 (lr=2.5114e-05) (hash(x)=24996433)
+4462 train 6.953952 (lr=2.5095e-05) (hash(x)=19594028)
+4463 train 7.099393 (lr=2.5077e-05) (hash(x)=22675428)
+4464 train 7.130737 (lr=2.5058e-05) (hash(x)=26566551)
+4465 train 7.137767 (lr=2.5039e-05) (hash(x)=22469290)
+4466 train 7.624592 (lr=2.5021e-05) (hash(x)=29821654)
+4467 train 7.100728 (lr=2.5002e-05) (hash(x)=26305388)
+4468 train 6.927442 (lr=2.4983e-05) (hash(x)=21998506)
+4469 train 7.345600 (lr=2.4965e-05) (hash(x)=23953315)
+4470 train 6.978565 (lr=2.4946e-05) (hash(x)=23985456)
+4471 train 7.387004 (lr=2.4928e-05) (hash(x)=28168456)
+4472 train 7.023362 (lr=2.4909e-05) (hash(x)=25126411)
+4473 train 6.861395 (lr=2.4891e-05) (hash(x)=24619336)
+4474 train 7.049106 (lr=2.4873e-05) (hash(x)=24467798)
+4475 train 7.930631 (lr=2.4854e-05) (hash(x)=31673254)
+4476 train 7.695913 (lr=2.4836e-05) (hash(x)=29929610)
+4477 train 7.415232 (lr=2.4818e-05) (hash(x)=29412572)
+4478 train 7.578742 (lr=2.4799e-05) (hash(x)=31910006)
+4479 train 7.183713 (lr=2.4781e-05) (hash(x)=26072586)
+4480 train 7.129886 (lr=2.4763e-05) (hash(x)=25782825)
+4481 train 6.961607 (lr=2.4745e-05) (hash(x)=21131363)
+4482 train 7.100832 (lr=2.4727e-05) (hash(x)=25071223)
+4483 train 7.758156 (lr=2.4709e-05) (hash(x)=32249577)
+4484 train 6.930884 (lr=2.4691e-05) (hash(x)=24752808)
+4485 train 6.992358 (lr=2.4673e-05) (hash(x)=24970539)
+4486 train 6.861794 (lr=2.4655e-05) (hash(x)=24191005)
+4487 train 7.128700 (lr=2.4637e-05) (hash(x)=24974331)
+4488 train 7.269071 (lr=2.4619e-05) (hash(x)=27043409)
+4489 train 6.620899 (lr=2.4601e-05) (hash(x)=11320385)
+4490 train 6.590440 (lr=2.4583e-05) (hash(x)=11919565)
+4491 train 6.626868 (lr=2.4565e-05) (hash(x)=10404694)
+4492 train 6.695853 (lr=2.4548e-05) (hash(x)=12393159)
+4493 train 6.570496 (lr=2.4530e-05) (hash(x)=11843609)
+4494 train 6.621335 (lr=2.4512e-05) (hash(x)=12632729)
+4495 train 6.990734 (lr=2.4494e-05) (hash(x)=21951984)
+4496 train 7.684860 (lr=2.4477e-05) (hash(x)=19411544)
+4497 train 7.630650 (lr=2.4459e-05) (hash(x)=21000228)
+4498 train 7.195699 (lr=2.4442e-05) (hash(x)=26018207)
+4499 train 7.223747 (lr=2.4424e-05) (hash(x)=24659058)
+4500 val loss 7.1284
+4500 val perplexity 1246.8944
+4500 train 7.388977 (lr=2.4407e-05) (hash(x)=27919597)
+4501 train 6.975913 (lr=2.4389e-05) (hash(x)=26232596)
+4502 train 7.141997 (lr=2.4372e-05) (hash(x)=26248912)
+4503 train 7.007807 (lr=2.4354e-05) (hash(x)=25403751)
+4504 train 6.929437 (lr=2.4337e-05) (hash(x)=21096637)
+4505 train 7.077992 (lr=2.4320e-05) (hash(x)=26560941)
+4506 train 7.075597 (lr=2.4302e-05) (hash(x)=24942406)
+4507 train 7.167847 (lr=2.4285e-05) (hash(x)=24405748)
+4508 train 7.014549 (lr=2.4268e-05) (hash(x)=22975455)
+4509 train 6.961566 (lr=2.4251e-05) (hash(x)=26358820)
+4510 train 6.986421 (lr=2.4234e-05) (hash(x)=24211938)
+4511 train 7.177120 (lr=2.4216e-05) (hash(x)=26396012)
+4512 train 6.820842 (lr=2.4199e-05) (hash(x)=22534410)
+4513 train 6.964819 (lr=2.4182e-05) (hash(x)=23855025)
+4514 train 6.839292 (lr=2.4165e-05) (hash(x)=22722345)
+4515 train 6.841147 (lr=2.4148e-05) (hash(x)=22779251)
+4516 train 7.109828 (lr=2.4131e-05) (hash(x)=23973078)
+4517 train 6.969170 (lr=2.4114e-05) (hash(x)=19886228)
+4518 train 7.063457 (lr=2.4097e-05) (hash(x)=23849694)
+4519 train 7.462818 (lr=2.4081e-05) (hash(x)=24827190)
+4520 train 7.012486 (lr=2.4064e-05) (hash(x)=25111498)
+4521 train 7.846811 (lr=2.4047e-05) (hash(x)=29752556)
+4522 train 7.305769 (lr=2.4030e-05) (hash(x)=25606805)
+4523 train 7.041781 (lr=2.4014e-05) (hash(x)=22209714)
+4524 train 6.790062 (lr=2.3997e-05) (hash(x)=24991834)
+4525 train 7.072980 (lr=2.3980e-05) (hash(x)=27808158)
+4526 train 7.014423 (lr=2.3964e-05) (hash(x)=23041199)
+4527 train 7.077732 (lr=2.3947e-05) (hash(x)=24847458)
+4528 train 6.981267 (lr=2.3930e-05) (hash(x)=25091787)
+4529 train 7.925701 (lr=2.3914e-05) (hash(x)=29745551)
+4530 train 6.725394 (lr=2.3897e-05) (hash(x)=20447167)
+4531 train 6.938746 (lr=2.3881e-05) (hash(x)=20720911)
+4532 train 7.085989 (lr=2.3865e-05) (hash(x)=24803353)
+4533 train 7.149525 (lr=2.3848e-05) (hash(x)=23780724)
+4534 train 7.154943 (lr=2.3832e-05) (hash(x)=23423120)
+4535 train 6.817114 (lr=2.3816e-05) (hash(x)=22159088)
+4536 train 6.998466 (lr=2.3799e-05) (hash(x)=25820304)
+4537 train 6.812659 (lr=2.3783e-05) (hash(x)=22813612)
+4538 train 7.136194 (lr=2.3767e-05) (hash(x)=27827979)
+4539 train 7.132654 (lr=2.3751e-05) (hash(x)=25737179)
+4540 train 7.307832 (lr=2.3735e-05) (hash(x)=23401504)
+4541 train 7.002478 (lr=2.3718e-05) (hash(x)=25071988)
+4542 train 7.051750 (lr=2.3702e-05) (hash(x)=22844541)
+4543 train 6.793524 (lr=2.3686e-05) (hash(x)=22140034)
+4544 train 7.068185 (lr=2.3670e-05) (hash(x)=26522091)
+4545 train 7.082325 (lr=2.3654e-05) (hash(x)=24099725)
+4546 train 6.674658 (lr=2.3638e-05) (hash(x)=19127182)
+4547 train 6.801381 (lr=2.3622e-05) (hash(x)=18992693)
+4548 train 7.878925 (lr=2.3607e-05) (hash(x)=26723015)
+4549 train 7.595825 (lr=2.3591e-05) (hash(x)=30389969)
+4550 val loss 7.1279
+4550 val perplexity 1246.2489
+4550 train 6.929175 (lr=2.3575e-05) (hash(x)=24065654)
+4551 train 6.713230 (lr=2.3559e-05) (hash(x)=19044797)
+4552 train 7.166922 (lr=2.3543e-05) (hash(x)=24919665)
+4553 train 7.210114 (lr=2.3528e-05) (hash(x)=22780968)
+4554 train 6.922101 (lr=2.3512e-05) (hash(x)=24549699)
+4555 train 6.830605 (lr=2.3497e-05) (hash(x)=21374811)
+4556 train 6.979694 (lr=2.3481e-05) (hash(x)=25225950)
+4557 train 7.079556 (lr=2.3465e-05) (hash(x)=25691882)
+4558 train 6.979336 (lr=2.3450e-05) (hash(x)=24685235)
+4559 train 6.799892 (lr=2.3434e-05) (hash(x)=23932794)
+4560 train 7.401493 (lr=2.3419e-05) (hash(x)=28152043)
+4561 train 6.881626 (lr=2.3403e-05) (hash(x)=23417051)
+4562 train 6.973367 (lr=2.3388e-05) (hash(x)=26250211)
+4563 train 7.217597 (lr=2.3373e-05) (hash(x)=25428813)
+4564 train 7.375463 (lr=2.3357e-05) (hash(x)=27477379)
+4565 train 7.137035 (lr=2.3342e-05) (hash(x)=23015212)
+4566 train 6.869716 (lr=2.3327e-05) (hash(x)=22837608)
+4567 train 6.947187 (lr=2.3312e-05) (hash(x)=25256890)
+4568 train 6.883777 (lr=2.3296e-05) (hash(x)=22742827)
+4569 train 7.296227 (lr=2.3281e-05) (hash(x)=30167922)
+4570 train 6.967601 (lr=2.3266e-05) (hash(x)=24540265)
+4571 train 7.280066 (lr=2.3251e-05) (hash(x)=26752941)
+4572 train 7.073284 (lr=2.3236e-05) (hash(x)=25094026)
+4573 train 7.788222 (lr=2.3221e-05) (hash(x)=28508785)
+4574 train 7.181111 (lr=2.3206e-05) (hash(x)=26501871)
+4575 train 6.971318 (lr=2.3191e-05) (hash(x)=24161711)
+4576 train 6.895332 (lr=2.3176e-05) (hash(x)=24313695)
+4577 train 7.353461 (lr=2.3161e-05) (hash(x)=28248933)
+4578 train 7.521797 (lr=2.3146e-05) (hash(x)=28445722)
+4579 train 7.051324 (lr=2.3132e-05) (hash(x)=24589015)
+4580 train 7.265622 (lr=2.3117e-05) (hash(x)=26192193)
+4581 train 6.884924 (lr=2.3102e-05) (hash(x)=25131316)
+4582 train 6.989979 (lr=2.3087e-05) (hash(x)=26631504)
+4583 train 6.818199 (lr=2.3073e-05) (hash(x)=22036817)
+4584 train 7.459126 (lr=2.3058e-05) (hash(x)=28361254)
+4585 train 7.068391 (lr=2.3044e-05) (hash(x)=24828340)
+4586 train 6.756842 (lr=2.3029e-05) (hash(x)=24067304)
+4587 train 6.555696 (lr=2.3014e-05) (hash(x)=20733289)
+4588 train 6.476257 (lr=2.3000e-05) (hash(x)=19526622)
+4589 train 6.880635 (lr=2.2985e-05) (hash(x)=22148688)
+4590 train 7.081635 (lr=2.2971e-05) (hash(x)=24141800)
+4591 train 7.122408 (lr=2.2957e-05) (hash(x)=26663208)
+4592 train 6.779361 (lr=2.2942e-05) (hash(x)=22536305)
+4593 train 7.054393 (lr=2.2928e-05) (hash(x)=23608185)
+4594 train 6.919282 (lr=2.2914e-05) (hash(x)=23348495)
+4595 train 7.052734 (lr=2.2899e-05) (hash(x)=25409759)
+4596 train 7.056816 (lr=2.2885e-05) (hash(x)=25572131)
+4597 train 7.022541 (lr=2.2871e-05) (hash(x)=21782039)
+4598 train 6.990633 (lr=2.2857e-05) (hash(x)=24643923)
+4599 train 6.948029 (lr=2.2843e-05) (hash(x)=24072213)
+4600 val loss 7.1237
+4600 val perplexity 1240.9772
+4600 train 6.886888 (lr=2.2829e-05) (hash(x)=23925612)
+4601 train 6.989797 (lr=2.2815e-05) (hash(x)=23315415)
+4602 train 6.963875 (lr=2.2801e-05) (hash(x)=21793800)
+4603 train 6.931980 (lr=2.2787e-05) (hash(x)=24921200)
+4604 train 7.185097 (lr=2.2773e-05) (hash(x)=27226113)
+4605 train 6.976745 (lr=2.2759e-05) (hash(x)=22920960)
+4606 train 6.902510 (lr=2.2745e-05) (hash(x)=21947750)
+4607 train 6.987733 (lr=2.2731e-05) (hash(x)=22766044)
+4608 train 7.388373 (lr=2.2717e-05) (hash(x)=28237005)
+4609 train 6.839534 (lr=2.2703e-05) (hash(x)=24922621)
+4610 train 7.045386 (lr=2.2690e-05) (hash(x)=24899830)
+4611 train 7.436836 (lr=2.2676e-05) (hash(x)=32920298)
+4612 train 6.879631 (lr=2.2662e-05) (hash(x)=25083835)
+4613 train 6.937254 (lr=2.2649e-05) (hash(x)=22863054)
+4614 train 6.974950 (lr=2.2635e-05) (hash(x)=24841464)
+4615 train 7.259227 (lr=2.2621e-05) (hash(x)=27871153)
+4616 train 7.270668 (lr=2.2608e-05) (hash(x)=28025163)
+4617 train 6.915621 (lr=2.2594e-05) (hash(x)=24659561)
+4618 train 7.024411 (lr=2.2581e-05) (hash(x)=25067194)
+4619 train 7.031833 (lr=2.2568e-05) (hash(x)=22731460)
+4620 train 6.978298 (lr=2.2554e-05) (hash(x)=20445873)
+4621 train 7.060912 (lr=2.2541e-05) (hash(x)=26033948)
+4622 train 6.913453 (lr=2.2527e-05) (hash(x)=22473213)
+4623 train 7.481529 (lr=2.2514e-05) (hash(x)=24037280)
+4624 train 7.904427 (lr=2.2501e-05) (hash(x)=25624131)
+4625 train 7.600424 (lr=2.2488e-05) (hash(x)=26799867)
+4626 train 7.077394 (lr=2.2475e-05) (hash(x)=27187602)
+4627 train 7.023775 (lr=2.2461e-05) (hash(x)=23277695)
+4628 train 7.028192 (lr=2.2448e-05) (hash(x)=24748234)
+4629 train 7.146869 (lr=2.2435e-05) (hash(x)=26103104)
+4630 train 7.050540 (lr=2.2422e-05) (hash(x)=24327389)
+4631 train 7.164982 (lr=2.2409e-05) (hash(x)=24121850)
+4632 train 6.992065 (lr=2.2396e-05) (hash(x)=23714590)
+4633 train 7.054518 (lr=2.2383e-05) (hash(x)=22379412)
+4634 train 7.318647 (lr=2.2370e-05) (hash(x)=24454713)
+4635 train 6.962790 (lr=2.2357e-05) (hash(x)=22966977)
+4636 train 6.953815 (lr=2.2345e-05) (hash(x)=23764884)
+4637 train 6.811777 (lr=2.2332e-05) (hash(x)=23827429)
+4638 train 7.045179 (lr=2.2319e-05) (hash(x)=24088592)
+4639 train 7.004205 (lr=2.2306e-05) (hash(x)=24380031)
+4640 train 7.101897 (lr=2.2293e-05) (hash(x)=26065050)
+4641 train 6.986322 (lr=2.2281e-05) (hash(x)=24442902)
+4642 train 6.579742 (lr=2.2268e-05) (hash(x)=18548782)
+4643 train 7.101470 (lr=2.2256e-05) (hash(x)=26957303)
+4644 train 7.099156 (lr=2.2243e-05) (hash(x)=25032727)
+4645 train 6.949643 (lr=2.2230e-05) (hash(x)=27224706)
+4646 train 7.155243 (lr=2.2218e-05) (hash(x)=27508476)
+4647 train 6.829900 (lr=2.2206e-05) (hash(x)=23055215)
+4648 train 6.979959 (lr=2.2193e-05) (hash(x)=24496194)
+4649 train 8.391782 (lr=2.2181e-05) (hash(x)=13982941)
+4650 val loss 7.1215
+4650 val perplexity 1238.3136
+4650 train 7.529079 (lr=2.2168e-05) (hash(x)=16721547)
+4651 train 6.991512 (lr=2.2156e-05) (hash(x)=22929154)
+4652 train 6.935306 (lr=2.2144e-05) (hash(x)=23323994)
+4653 train 7.273937 (lr=2.2131e-05) (hash(x)=24877951)
+4654 train 7.097176 (lr=2.2119e-05) (hash(x)=24096183)
+4655 train 6.962739 (lr=2.2107e-05) (hash(x)=25329724)
+4656 train 6.914439 (lr=2.2095e-05) (hash(x)=23877337)
+4657 train 6.561687 (lr=2.2083e-05) (hash(x)=20923083)
+4658 train 6.858833 (lr=2.2071e-05) (hash(x)=23807996)
+4659 train 6.959873 (lr=2.2059e-05) (hash(x)=24370475)
+4660 train 7.359708 (lr=2.2047e-05) (hash(x)=28202255)
+4661 train 7.092920 (lr=2.2035e-05) (hash(x)=26142119)
+4662 train 6.852728 (lr=2.2023e-05) (hash(x)=21387743)
+4663 train 6.990289 (lr=2.2011e-05) (hash(x)=25662408)
+4664 train 7.031745 (lr=2.1999e-05) (hash(x)=23962815)
+4665 train 6.985217 (lr=2.1987e-05) (hash(x)=23987677)
+4666 train 7.262361 (lr=2.1975e-05) (hash(x)=26554284)
+4667 train 7.305042 (lr=2.1964e-05) (hash(x)=25991817)
+4668 train 7.001813 (lr=2.1952e-05) (hash(x)=24256966)
+4669 train 6.795571 (lr=2.1940e-05) (hash(x)=22187158)
+4670 train 7.087517 (lr=2.1928e-05) (hash(x)=26295320)
+4671 train 7.113609 (lr=2.1917e-05) (hash(x)=26346814)
+4672 train 7.390804 (lr=2.1905e-05) (hash(x)=26594196)
+4673 train 7.126357 (lr=2.1894e-05) (hash(x)=24322101)
+4674 train 7.228158 (lr=2.1882e-05) (hash(x)=27274566)
+4675 train 7.042331 (lr=2.1871e-05) (hash(x)=24505725)
+4676 train 7.197679 (lr=2.1859e-05) (hash(x)=26167371)
+4677 train 7.301761 (lr=2.1848e-05) (hash(x)=28062311)
+4678 train 7.020482 (lr=2.1836e-05) (hash(x)=23476009)
+4679 train 7.149976 (lr=2.1825e-05) (hash(x)=25283256)
+4680 train 6.822554 (lr=2.1814e-05) (hash(x)=22033246)
+4681 train 6.885214 (lr=2.1802e-05) (hash(x)=22716214)
+4682 train 7.025703 (lr=2.1791e-05) (hash(x)=25672672)
+4683 train 6.874490 (lr=2.1780e-05) (hash(x)=22979072)
+4684 train 7.110420 (lr=2.1769e-05) (hash(x)=27439204)
+4685 train 7.013251 (lr=2.1758e-05) (hash(x)=24857737)
+4686 train 7.294533 (lr=2.1747e-05) (hash(x)=29615897)
+4687 train 6.863946 (lr=2.1736e-05) (hash(x)=24021771)
+4688 train 7.021193 (lr=2.1725e-05) (hash(x)=27410807)
+4689 train 6.825383 (lr=2.1713e-05) (hash(x)=22850411)
+4690 train 7.083623 (lr=2.1703e-05) (hash(x)=24949696)
+4691 train 6.919649 (lr=2.1692e-05) (hash(x)=22956381)
+4692 train 7.430025 (lr=2.1681e-05) (hash(x)=28193458)
+4693 train 6.951020 (lr=2.1670e-05) (hash(x)=25596844)
+4694 train 6.925050 (lr=2.1659e-05) (hash(x)=22101377)
+4695 train 6.843118 (lr=2.1648e-05) (hash(x)=23576840)
+4696 train 6.816140 (lr=2.1637e-05) (hash(x)=21849758)
+4697 train 7.006582 (lr=2.1627e-05) (hash(x)=26431349)
+4698 train 7.127648 (lr=2.1616e-05) (hash(x)=22960758)
+4699 train 7.023290 (lr=2.1605e-05) (hash(x)=23243097)
+4700 val loss 7.1203
+4700 val perplexity 1236.8813
+4700 train 6.931905 (lr=2.1595e-05) (hash(x)=23715370)
+4701 train 7.603929 (lr=2.1584e-05) (hash(x)=30678293)
+4702 train 7.714926 (lr=2.1574e-05) (hash(x)=32481620)
+4703 train 7.191031 (lr=2.1563e-05) (hash(x)=26414858)
+4704 train 7.093764 (lr=2.1553e-05) (hash(x)=24768691)
+4705 train 6.754200 (lr=2.1542e-05) (hash(x)=21627762)
+4706 train 6.846922 (lr=2.1532e-05) (hash(x)=21024917)
+4707 train 6.770108 (lr=2.1521e-05) (hash(x)=23570951)
+4708 train 6.928131 (lr=2.1511e-05) (hash(x)=23729185)
+4709 train 7.259062 (lr=2.1501e-05) (hash(x)=25933754)
+4710 train 6.742679 (lr=2.1491e-05) (hash(x)=23091014)
+4711 train 6.826421 (lr=2.1480e-05) (hash(x)=20099261)
+4712 train 7.001264 (lr=2.1470e-05) (hash(x)=26807297)
+4713 train 6.888684 (lr=2.1460e-05) (hash(x)=25332115)
+4714 train 6.899008 (lr=2.1450e-05) (hash(x)=23247605)
+4715 train 6.763991 (lr=2.1440e-05) (hash(x)=23786549)
+4716 train 6.863816 (lr=2.1430e-05) (hash(x)=23981166)
+4717 train 7.023323 (lr=2.1420e-05) (hash(x)=25967754)
+4718 train 6.924154 (lr=2.1410e-05) (hash(x)=23659116)
+4719 train 6.950527 (lr=2.1400e-05) (hash(x)=22453718)
+4720 train 6.881133 (lr=2.1390e-05) (hash(x)=22597951)
+4721 train 7.113814 (lr=2.1380e-05) (hash(x)=25284885)
+4722 train 7.085889 (lr=2.1370e-05) (hash(x)=24748569)
+4723 train 6.685922 (lr=2.1360e-05) (hash(x)=19448608)
+4724 train 7.038190 (lr=2.1350e-05) (hash(x)=24888040)
+4725 train 6.888292 (lr=2.1341e-05) (hash(x)=23203503)
+4726 train 6.660120 (lr=2.1331e-05) (hash(x)=20387787)
+4727 train 6.724406 (lr=2.1321e-05) (hash(x)=22529445)
+4728 train 7.049506 (lr=2.1312e-05) (hash(x)=22455471)
+4729 train 7.026135 (lr=2.1302e-05) (hash(x)=25661132)
+4730 train 7.015640 (lr=2.1293e-05) (hash(x)=24997711)
+4731 train 7.097604 (lr=2.1283e-05) (hash(x)=22575521)
+4732 train 6.878905 (lr=2.1273e-05) (hash(x)=22640285)
+4733 train 6.747730 (lr=2.1264e-05) (hash(x)=18637357)
+4734 train 6.881290 (lr=2.1255e-05) (hash(x)=22845826)
+4735 train 7.074602 (lr=2.1245e-05) (hash(x)=24484543)
+4736 train 6.940525 (lr=2.1236e-05) (hash(x)=23352320)
+4737 train 6.758675 (lr=2.1227e-05) (hash(x)=21544758)
+4738 train 6.511621 (lr=2.1217e-05) (hash(x)=18292136)
+4739 train 7.215707 (lr=2.1208e-05) (hash(x)=24893614)
+4740 train 7.066964 (lr=2.1199e-05) (hash(x)=28103443)
+4741 train 6.859486 (lr=2.1190e-05) (hash(x)=22233356)
+4742 train 6.729790 (lr=2.1180e-05) (hash(x)=21133541)
+4743 train 7.016891 (lr=2.1171e-05) (hash(x)=24043998)
+4744 train 7.278324 (lr=2.1162e-05) (hash(x)=24801185)
+4745 train 7.063437 (lr=2.1153e-05) (hash(x)=23858358)
+4746 train 7.096599 (lr=2.1144e-05) (hash(x)=23926989)
+4747 train 7.169865 (lr=2.1135e-05) (hash(x)=24813708)
+4748 train 6.971099 (lr=2.1126e-05) (hash(x)=26339467)
+4749 train 6.822574 (lr=2.1117e-05) (hash(x)=21850656)
+4750 val loss 7.1205
+4750 val perplexity 1237.0854
+4750 train 6.813732 (lr=2.1108e-05) (hash(x)=21475802)
+4751 train 7.007987 (lr=2.1100e-05) (hash(x)=24301906)
+4752 train 6.845841 (lr=2.1091e-05) (hash(x)=22748495)
+4753 train 7.003212 (lr=2.1082e-05) (hash(x)=25649256)
+4754 train 6.904508 (lr=2.1073e-05) (hash(x)=23934346)
+4755 train 7.019363 (lr=2.1065e-05) (hash(x)=26332892)
+4756 train 6.889729 (lr=2.1056e-05) (hash(x)=23279389)
+4757 train 6.961713 (lr=2.1047e-05) (hash(x)=23146858)
+4758 train 7.325696 (lr=2.1039e-05) (hash(x)=26892932)
+4759 train 6.851882 (lr=2.1030e-05) (hash(x)=26328881)
+4760 train 6.944290 (lr=2.1022e-05) (hash(x)=24394655)
+4761 train 6.923372 (lr=2.1013e-05) (hash(x)=22122308)
+4762 train 7.076510 (lr=2.1005e-05) (hash(x)=24200369)
+4763 train 7.192122 (lr=2.0996e-05) (hash(x)=26841776)
+4764 train 7.152484 (lr=2.0988e-05) (hash(x)=27196641)
+4765 train 6.896864 (lr=2.0980e-05) (hash(x)=24912822)
+4766 train 7.150746 (lr=2.0971e-05) (hash(x)=25946055)
+4767 train 6.755191 (lr=2.0963e-05) (hash(x)=23101508)
+4768 train 6.944740 (lr=2.0955e-05) (hash(x)=24287798)
+4769 train 7.027168 (lr=2.0947e-05) (hash(x)=22798964)
+4770 train 6.921814 (lr=2.0939e-05) (hash(x)=24164479)
+4771 train 7.004956 (lr=2.0930e-05) (hash(x)=24946464)
+4772 train 7.110370 (lr=2.0922e-05) (hash(x)=25154423)
+4773 train 6.835950 (lr=2.0914e-05) (hash(x)=23173476)
+4774 train 7.073215 (lr=2.0906e-05) (hash(x)=25373559)
+4775 train 7.059494 (lr=2.0898e-05) (hash(x)=23527176)
+4776 train 6.996079 (lr=2.0890e-05) (hash(x)=24865403)
+4777 train 6.947269 (lr=2.0882e-05) (hash(x)=24451067)
+4778 train 7.601779 (lr=2.0874e-05) (hash(x)=28187162)
+4779 train 7.761624 (lr=2.0867e-05) (hash(x)=31163350)
+4780 train 8.095311 (lr=2.0859e-05) (hash(x)=33563280)
+4781 train 8.154619 (lr=2.0851e-05) (hash(x)=34939183)
+4782 train 7.621478 (lr=2.0843e-05) (hash(x)=30263543)
+4783 train 6.896648 (lr=2.0836e-05) (hash(x)=22705673)
+4784 train 6.783609 (lr=2.0828e-05) (hash(x)=21415023)
+4785 train 6.999913 (lr=2.0820e-05) (hash(x)=26079097)
+4786 train 7.335498 (lr=2.0813e-05) (hash(x)=25503836)
+4787 train 7.180491 (lr=2.0805e-05) (hash(x)=24705721)
+4788 train 7.050490 (lr=2.0798e-05) (hash(x)=24384657)
+4789 train 6.931853 (lr=2.0790e-05) (hash(x)=22550579)
+4790 train 6.995439 (lr=2.0783e-05) (hash(x)=22452164)
+4791 train 7.264240 (lr=2.0775e-05) (hash(x)=28664796)
+4792 train 7.668785 (lr=2.0768e-05) (hash(x)=26139280)
+4793 train 7.267702 (lr=2.0760e-05) (hash(x)=23862341)
+4794 train 6.878395 (lr=2.0753e-05) (hash(x)=23784757)
+4795 train 6.745699 (lr=2.0746e-05) (hash(x)=22659441)
+4796 train 7.501338 (lr=2.0739e-05) (hash(x)=29744216)
+4797 train 7.407932 (lr=2.0731e-05) (hash(x)=25822591)
+4798 train 6.825139 (lr=2.0724e-05) (hash(x)=22370895)
+4799 train 7.266903 (lr=2.0717e-05) (hash(x)=27102890)
+4800 val loss 7.1162
+4800 val perplexity 1231.7056
+4800 train 7.309288 (lr=2.0710e-05) (hash(x)=27014625)
+4801 train 7.053622 (lr=2.0703e-05) (hash(x)=25755963)
+4802 train 7.295017 (lr=2.0696e-05) (hash(x)=29675278)
+4803 train 7.399077 (lr=2.0689e-05) (hash(x)=26660930)
+4804 train 7.323121 (lr=2.0682e-05) (hash(x)=24557060)
+4805 train 7.466724 (lr=2.0675e-05) (hash(x)=24622741)
+4806 train 7.520398 (lr=2.0668e-05) (hash(x)=23952601)
+4807 train 7.134070 (lr=2.0661e-05) (hash(x)=26787259)
+4808 train 7.410231 (lr=2.0654e-05) (hash(x)=28919605)
+4809 train 7.782474 (lr=2.0648e-05) (hash(x)=37061654)
+4810 train 7.486463 (lr=2.0641e-05) (hash(x)=30379739)
+4811 train 7.253342 (lr=2.0634e-05) (hash(x)=26097180)
+4812 train 7.407929 (lr=2.0627e-05) (hash(x)=26327092)
+4813 train 7.174459 (lr=2.0621e-05) (hash(x)=23258030)
+4814 train 7.240804 (lr=2.0614e-05) (hash(x)=25582015)
+4815 train 6.916059 (lr=2.0608e-05) (hash(x)=23396088)
+4816 train 6.892134 (lr=2.0601e-05) (hash(x)=21904146)
+4817 train 7.096198 (lr=2.0595e-05) (hash(x)=26281676)
+4818 train 6.870197 (lr=2.0588e-05) (hash(x)=23140470)
+4819 train 7.181383 (lr=2.0582e-05) (hash(x)=24611098)
+4820 train 6.984872 (lr=2.0575e-05) (hash(x)=23832642)
+4821 train 7.197479 (lr=2.0569e-05) (hash(x)=21439671)
+4822 train 7.028564 (lr=2.0563e-05) (hash(x)=25128845)
+4823 train 6.968969 (lr=2.0556e-05) (hash(x)=24911831)
+4824 train 7.128124 (lr=2.0550e-05) (hash(x)=26051723)
+4825 train 7.168809 (lr=2.0544e-05) (hash(x)=26479565)
+4826 train 7.255765 (lr=2.0538e-05) (hash(x)=26228987)
+4827 train 7.147470 (lr=2.0531e-05) (hash(x)=25131300)
+4828 train 6.882351 (lr=2.0525e-05) (hash(x)=19921978)
+4829 train 6.872103 (lr=2.0519e-05) (hash(x)=23173449)
+4830 train 7.193831 (lr=2.0513e-05) (hash(x)=24791832)
+4831 train 6.910218 (lr=2.0507e-05) (hash(x)=23453491)
+4832 train 7.099222 (lr=2.0501e-05) (hash(x)=22564139)
+4833 train 6.949383 (lr=2.0495e-05) (hash(x)=21659918)
+4834 train 7.027143 (lr=2.0489e-05) (hash(x)=22956076)
+4835 train 7.111296 (lr=2.0483e-05) (hash(x)=22237612)
+4836 train 7.210781 (lr=2.0478e-05) (hash(x)=24736427)
+4837 train 7.345109 (lr=2.0472e-05) (hash(x)=24939751)
+4838 train 7.147949 (lr=2.0466e-05) (hash(x)=25059298)
+4839 train 7.090515 (lr=2.0460e-05) (hash(x)=23453396)
+4840 train 6.603885 (lr=2.0455e-05) (hash(x)=17919338)
+4841 train 7.116751 (lr=2.0449e-05) (hash(x)=23428815)
+4842 train 7.398808 (lr=2.0443e-05) (hash(x)=27042659)
+4843 train 7.464983 (lr=2.0438e-05) (hash(x)=25161278)
+4844 train 7.235004 (lr=2.0432e-05) (hash(x)=24113253)
+4845 train 7.343060 (lr=2.0427e-05) (hash(x)=26139263)
+4846 train 7.369989 (lr=2.0421e-05) (hash(x)=27787006)
+4847 train 7.097789 (lr=2.0416e-05) (hash(x)=23869612)
+4848 train 7.253351 (lr=2.0410e-05) (hash(x)=26092193)
+4849 train 7.294866 (lr=2.0405e-05) (hash(x)=29351182)
+4850 val loss 7.1115
+4850 val perplexity 1226.0100
+4850 train 7.446599 (lr=2.0400e-05) (hash(x)=28773463)
+4851 train 7.387949 (lr=2.0394e-05) (hash(x)=28207741)
+4852 train 6.913226 (lr=2.0389e-05) (hash(x)=23280878)
+4853 train 7.387329 (lr=2.0384e-05) (hash(x)=26742336)
+4854 train 7.161006 (lr=2.0379e-05) (hash(x)=23543321)
+4855 train 7.556931 (lr=2.0373e-05) (hash(x)=26581590)
+4856 train 6.984494 (lr=2.0368e-05) (hash(x)=22728668)
+4857 train 6.819184 (lr=2.0363e-05) (hash(x)=19854534)
+4858 train 7.238844 (lr=2.0358e-05) (hash(x)=26612813)
+4859 train 7.380318 (lr=2.0353e-05) (hash(x)=25827863)
+4860 train 7.036294 (lr=2.0348e-05) (hash(x)=24574997)
+4861 train 7.209756 (lr=2.0343e-05) (hash(x)=26187830)
+4862 train 7.162224 (lr=2.0338e-05) (hash(x)=25105823)
+4863 train 7.237791 (lr=2.0333e-05) (hash(x)=28056342)
+4864 train 7.105627 (lr=2.0329e-05) (hash(x)=21885801)
+4865 train 7.296289 (lr=2.0324e-05) (hash(x)=25659043)
+4866 train 7.254877 (lr=2.0319e-05) (hash(x)=23852824)
+4867 train 7.066028 (lr=2.0314e-05) (hash(x)=23965470)
+4868 train 7.066397 (lr=2.0309e-05) (hash(x)=25035012)
+4869 train 7.282177 (lr=2.0305e-05) (hash(x)=26639165)
+4870 train 7.264163 (lr=2.0300e-05) (hash(x)=29205362)
+4871 train 7.088914 (lr=2.0296e-05) (hash(x)=25900866)
+4872 train 7.145279 (lr=2.0291e-05) (hash(x)=25636242)
+4873 train 7.223197 (lr=2.0286e-05) (hash(x)=25430698)
+4874 train 7.206085 (lr=2.0282e-05) (hash(x)=27629981)
+4875 train 7.187666 (lr=2.0278e-05) (hash(x)=27682625)
+4876 train 7.442055 (lr=2.0273e-05) (hash(x)=27549409)
+4877 train 7.140897 (lr=2.0269e-05) (hash(x)=24661627)
+4878 train 7.217052 (lr=2.0264e-05) (hash(x)=25196542)
+4879 train 7.106050 (lr=2.0260e-05) (hash(x)=24549177)
+4880 train 7.050693 (lr=2.0256e-05) (hash(x)=23740600)
+4881 train 6.946672 (lr=2.0252e-05) (hash(x)=21460850)
+4882 train 7.232322 (lr=2.0247e-05) (hash(x)=27101400)
+4883 train 7.249800 (lr=2.0243e-05) (hash(x)=24193076)
+4884 train 7.137988 (lr=2.0239e-05) (hash(x)=24582947)
+4885 train 7.132648 (lr=2.0235e-05) (hash(x)=25133839)
+4886 train 7.103673 (lr=2.0231e-05) (hash(x)=24759454)
+4887 train 7.171745 (lr=2.0227e-05) (hash(x)=28239583)
+4888 train 7.453809 (lr=2.0223e-05) (hash(x)=29594489)
+4889 train 7.123433 (lr=2.0219e-05) (hash(x)=23833431)
+4890 train 7.074029 (lr=2.0215e-05) (hash(x)=23139411)
+4891 train 7.015749 (lr=2.0211e-05) (hash(x)=20885864)
+4892 train 7.469713 (lr=2.0207e-05) (hash(x)=26217418)
+4893 train 7.233137 (lr=2.0203e-05) (hash(x)=27321870)
+4894 train 6.718189 (lr=2.0200e-05) (hash(x)=19912955)
+4895 train 7.034631 (lr=2.0196e-05) (hash(x)=23223554)
+4896 train 7.210615 (lr=2.0192e-05) (hash(x)=25667219)
+4897 train 7.482433 (lr=2.0188e-05) (hash(x)=28007972)
+4898 train 7.275703 (lr=2.0185e-05) (hash(x)=27748764)
+4899 train 7.206612 (lr=2.0181e-05) (hash(x)=27425770)
+4900 val loss 7.1130
+4900 val perplexity 1227.7692
+4900 train 7.333496 (lr=2.0178e-05) (hash(x)=28394020)
+4901 train 7.167629 (lr=2.0174e-05) (hash(x)=24080235)
+4902 train 7.030127 (lr=2.0171e-05) (hash(x)=23309527)
+4903 train 7.005363 (lr=2.0167e-05) (hash(x)=24793480)
+4904 train 7.234250 (lr=2.0164e-05) (hash(x)=25344456)
+4905 train 7.168612 (lr=2.0160e-05) (hash(x)=24590670)
+4906 train 7.138606 (lr=2.0157e-05) (hash(x)=26937171)
+4907 train 7.262276 (lr=2.0154e-05) (hash(x)=26949097)
+4908 train 6.975141 (lr=2.0150e-05) (hash(x)=22443915)
+4909 train 7.052964 (lr=2.0147e-05) (hash(x)=23814995)
+4910 train 7.073105 (lr=2.0144e-05) (hash(x)=26135871)
+4911 train 6.916549 (lr=2.0141e-05) (hash(x)=25415570)
+4912 train 7.237191 (lr=2.0138e-05) (hash(x)=26756326)
+4913 train 7.121500 (lr=2.0134e-05) (hash(x)=22920200)
+4914 train 7.177083 (lr=2.0131e-05) (hash(x)=26710977)
+4915 train 7.056808 (lr=2.0128e-05) (hash(x)=24985634)
+4916 train 7.197383 (lr=2.0125e-05) (hash(x)=26004335)
+4917 train 7.114974 (lr=2.0122e-05) (hash(x)=25637457)
+4918 train 7.350032 (lr=2.0119e-05) (hash(x)=26645180)
+4919 train 7.183700 (lr=2.0117e-05) (hash(x)=24425760)
+4920 train 7.400166 (lr=2.0114e-05) (hash(x)=28223544)
+4921 train 7.112173 (lr=2.0111e-05) (hash(x)=25538618)
+4922 train 7.368627 (lr=2.0108e-05) (hash(x)=26984784)
+4923 train 7.417248 (lr=2.0105e-05) (hash(x)=29154578)
+4924 train 7.084156 (lr=2.0103e-05) (hash(x)=25308123)
+4925 train 7.425880 (lr=2.0100e-05) (hash(x)=27939259)
+4926 train 7.016553 (lr=2.0097e-05) (hash(x)=21984545)
+4927 train 7.057094 (lr=2.0095e-05) (hash(x)=23707134)
+4928 train 7.078751 (lr=2.0092e-05) (hash(x)=27201034)
+4929 train 7.503816 (lr=2.0090e-05) (hash(x)=31623877)
+4930 train 7.111664 (lr=2.0087e-05) (hash(x)=22162782)
+4931 train 7.027503 (lr=2.0085e-05) (hash(x)=20049335)
+4932 train 6.969224 (lr=2.0082e-05) (hash(x)=25594665)
+4933 train 7.063306 (lr=2.0080e-05) (hash(x)=25265312)
+4934 train 7.192049 (lr=2.0077e-05) (hash(x)=27094896)
+4935 train 7.576795 (lr=2.0075e-05) (hash(x)=28321697)
+4936 train 7.049609 (lr=2.0073e-05) (hash(x)=25006013)
+4937 train 7.275986 (lr=2.0071e-05) (hash(x)=24596431)
+4938 train 7.305047 (lr=2.0068e-05) (hash(x)=25150510)
+4939 train 6.804466 (lr=2.0066e-05) (hash(x)=21497535)
+4940 train 7.089082 (lr=2.0064e-05) (hash(x)=25094669)
+4941 train 6.963068 (lr=2.0062e-05) (hash(x)=24024557)
+4942 train 7.251471 (lr=2.0060e-05) (hash(x)=24370776)
+4943 train 7.118097 (lr=2.0058e-05) (hash(x)=23434031)
+4944 train 7.094335 (lr=2.0056e-05) (hash(x)=24383517)
+4945 train 7.150092 (lr=2.0054e-05) (hash(x)=25858759)
+4946 train 6.743163 (lr=2.0052e-05) (hash(x)=20409561)
+4947 train 7.428820 (lr=2.0050e-05) (hash(x)=27469117)
+4948 train 6.959035 (lr=2.0048e-05) (hash(x)=22086623)
+4949 train 7.247707 (lr=2.0046e-05) (hash(x)=25759281)
+4950 val loss 7.1075
+4950 val perplexity 1221.0929
+4950 train 7.158279 (lr=2.0044e-05) (hash(x)=27130117)
+4951 train 7.017345 (lr=2.0043e-05) (hash(x)=27003481)
+4952 train 7.375696 (lr=2.0041e-05) (hash(x)=26725937)
+4953 train 7.099826 (lr=2.0039e-05) (hash(x)=22691119)
+4954 train 7.135576 (lr=2.0038e-05) (hash(x)=17272898)
+4955 train 6.934796 (lr=2.0036e-05) (hash(x)=17850370)
+4956 train 6.970071 (lr=2.0034e-05) (hash(x)=18729639)
+4957 train 7.186230 (lr=2.0033e-05) (hash(x)=25327160)
+4958 train 7.315500 (lr=2.0031e-05) (hash(x)=28709044)
+4959 train 6.886653 (lr=2.0030e-05) (hash(x)=22236893)
+4960 train 6.837952 (lr=2.0028e-05) (hash(x)=21729251)
+4961 train 6.961549 (lr=2.0027e-05) (hash(x)=23852346)
+4962 train 7.171835 (lr=2.0026e-05) (hash(x)=23974368)
+4963 train 7.098588 (lr=2.0024e-05) (hash(x)=25764691)
+4964 train 7.506113 (lr=2.0023e-05) (hash(x)=28341865)
+4965 train 6.977165 (lr=2.0022e-05) (hash(x)=23856238)
+4966 train 7.209667 (lr=2.0021e-05) (hash(x)=24568904)
+4967 train 7.103029 (lr=2.0019e-05) (hash(x)=26857458)
+4968 train 6.983385 (lr=2.0018e-05) (hash(x)=20507972)
+4969 train 7.172302 (lr=2.0017e-05) (hash(x)=23139455)
+4970 train 7.001343 (lr=2.0016e-05) (hash(x)=24853703)
+4971 train 7.068264 (lr=2.0015e-05) (hash(x)=25654849)
+4972 train 6.896222 (lr=2.0014e-05) (hash(x)=22963710)
+4973 train 7.276029 (lr=2.0013e-05) (hash(x)=25652110)
+4974 train 7.195734 (lr=2.0012e-05) (hash(x)=24085957)
+4975 train 7.421680 (lr=2.0011e-05) (hash(x)=26413122)
+4976 train 7.563554 (lr=2.0010e-05) (hash(x)=26989387)
+4977 train 7.184986 (lr=2.0009e-05) (hash(x)=22784033)
+4978 train 7.572834 (lr=2.0009e-05) (hash(x)=26694945)
+4979 train 7.531400 (lr=2.0008e-05) (hash(x)=24507726)
+4980 train 7.591411 (lr=2.0007e-05) (hash(x)=26490335)
+4981 train 7.506896 (lr=2.0006e-05) (hash(x)=25624751)
+4982 train 7.466363 (lr=2.0006e-05) (hash(x)=27846204)
+4983 train 7.324754 (lr=2.0005e-05) (hash(x)=27696537)
+4984 train 7.217327 (lr=2.0005e-05) (hash(x)=28915842)
+4985 train 7.258245 (lr=2.0004e-05) (hash(x)=28274576)
+4986 train 7.302368 (lr=2.0003e-05) (hash(x)=28923892)
+4987 train 6.920067 (lr=2.0003e-05) (hash(x)=21602520)
+4988 train 6.860723 (lr=2.0003e-05) (hash(x)=21061011)
+4989 train 7.351279 (lr=2.0002e-05) (hash(x)=28060542)
+4990 train 7.127192 (lr=2.0002e-05) (hash(x)=24838134)
+4991 train 7.083414 (lr=2.0001e-05) (hash(x)=21950234)
+4992 train 7.339929 (lr=2.0001e-05) (hash(x)=27192740)
+4993 train 7.310695 (lr=2.0001e-05) (hash(x)=26770105)
+4994 train 6.978026 (lr=2.0001e-05) (hash(x)=23721261)
+4995 train 7.028974 (lr=2.0000e-05) (hash(x)=26064895)
+4996 train 7.260806 (lr=2.0000e-05) (hash(x)=25651075)
+4997 train 7.060663 (lr=2.0000e-05) (hash(x)=25029447)
+4998 train 7.255641 (lr=2.0000e-05) (hash(x)=26088225)
+4999 val loss 7.1073
+4999 val perplexity 1220.8728
+4999 train 7.176726 (lr=2.0000e-05) (hash(x)=24051952)
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8316e585bbf25e5eb7e9190e701a5b4a8cde3885
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_02500.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5eae810e12f662bf516dcd1ac33e525773d38255aeafee76d903bd97b060dc38
+size 38587970
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_04999.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_04999.pt
new file mode 100644
index 0000000000000000000000000000000000000000..f992f9649783a0e805bf2553cb572365fe5dd4ff
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/model_04999.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff6b7955eed1fe95b8b44d0a352545ea4232ff36756f28f753fdc86ae8abfc69
+size 38587970
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_02500.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_02500.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3eeaf47735034bac7fdfb5e1563403f5bb47144b
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_02500.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd2c84ee29854b3a71efde1d8ca5f61a9f1eb306a847d739c944089ea7f79ea9
+size 70895430
diff --git a/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_04999.pt b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_04999.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ad4236da574f6e7b09e3714442dfe6c299e8e60
--- /dev/null
+++ b/lr2e-4_total_batch_size5120_seq_len256_decay_lrtrue_attention_kindselective_warmup_steps1_seed1338/optimizer_04999.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16732db7fb66ca8530f63f7e5e3e9fbc3e7eb77ada180d46481bbba60327f339
+size 70895430