Upload folder using huggingface_hub

lr1e-4_total_batch_size10240_seq_len256/args.json

@@ -0,0 +1 @@
+{"hellaswag": true, "attention_kind": "selective", "log_dir": "proxy_model_sweep/lr1e-4_total_batch_size10240_seq_len256", "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": null, "group": "proxy_model_sweep", "use_wandb": true, "kill_self_after_run": false, "random_seed": 1337, "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": null, "total_batch_size": 10240, "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": true, "mup_enable_coord_check_logging": false, "max_lr": 0.0001, "decay_lr": true, "readout_zero_init": false, "query_zero_init": false, "l1_loss": false, "debugpy": false, "n_embd": 128}

lr1e-4_total_batch_size10240_seq_len256/dataloader_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b9fd0bfa27ab267155e5ae2bb7e7ccf3640df9cfec6890472ce93f6d886a52e
+size 964

lr1e-4_total_batch_size10240_seq_len256/log2.txt

@@ -0,0 +1,1043 @@
+max_steps: 1000
+0 val loss 11.7488
+0 val perplexity 126607.6172
+0 train 11.749471 (lr=3.4965e-07) (hash(x)=12683395)
+1 train 11.747282 (lr=6.9930e-07) (hash(x)=12136211)
+2 train 11.715776 (lr=1.0490e-06) (hash(x)=13068552)
+3 train 11.761577 (lr=1.3986e-06) (hash(x)=9915468)
+4 train 11.756632 (lr=1.7483e-06) (hash(x)=12164183)
+5 train 11.743533 (lr=2.0979e-06) (hash(x)=13629277)
+6 train 11.725996 (lr=2.4476e-06) (hash(x)=13413021)
+7 train 11.750143 (lr=2.7972e-06) (hash(x)=12684830)
+8 train 11.707050 (lr=3.1469e-06) (hash(x)=13262550)
+9 train 11.740360 (lr=3.4965e-06) (hash(x)=12003126)
+10 train 11.716045 (lr=3.8462e-06) (hash(x)=14144015)
+11 train 11.705021 (lr=4.1958e-06) (hash(x)=12014715)
+12 train 11.683252 (lr=4.5455e-06) (hash(x)=14912984)
+13 train 11.655256 (lr=4.8951e-06) (hash(x)=9492167)
+14 train 11.677439 (lr=5.2448e-06) (hash(x)=15241928)
+15 train 11.614085 (lr=5.5944e-06) (hash(x)=12595649)
+16 train 11.615525 (lr=5.9441e-06) (hash(x)=15162520)
+17 train 11.623725 (lr=6.2937e-06) (hash(x)=11980631)
+18 train 11.645550 (lr=6.6434e-06) (hash(x)=13172222)
+19 train 11.608740 (lr=6.9930e-06) (hash(x)=11101031)
+20 train 11.599634 (lr=7.3427e-06) (hash(x)=13275746)
+21 train 11.553246 (lr=7.6923e-06) (hash(x)=14316349)
+22 train 11.544618 (lr=8.0420e-06) (hash(x)=14143687)
+23 train 11.547494 (lr=8.3916e-06) (hash(x)=12036401)
+24 train 11.534065 (lr=8.7413e-06) (hash(x)=11143776)
+25 train 11.500435 (lr=9.0909e-06) (hash(x)=12337125)
+26 train 11.495814 (lr=9.4406e-06) (hash(x)=10700109)
+27 train 11.446100 (lr=9.7902e-06) (hash(x)=11823810)
+28 train 11.443575 (lr=1.0140e-05) (hash(x)=12070591)
+29 train 11.410051 (lr=1.0490e-05) (hash(x)=13033959)
+30 train 11.419327 (lr=1.0839e-05) (hash(x)=10786770)
+31 train 11.376769 (lr=1.1189e-05) (hash(x)=13549925)
+32 train 11.274728 (lr=1.1538e-05) (hash(x)=14101838)
+33 train 11.336843 (lr=1.1888e-05) (hash(x)=14220701)
+34 train 11.270385 (lr=1.2238e-05) (hash(x)=14571180)
+35 train 11.232204 (lr=1.2587e-05) (hash(x)=13252262)
+36 train 11.186784 (lr=1.2937e-05) (hash(x)=13676730)
+37 train 11.188702 (lr=1.3287e-05) (hash(x)=14638145)
+38 train 11.107222 (lr=1.3636e-05) (hash(x)=14385711)
+39 train 11.145391 (lr=1.3986e-05) (hash(x)=13749054)
+40 train 11.132839 (lr=1.4336e-05) (hash(x)=12469703)
+41 train 11.062656 (lr=1.4685e-05) (hash(x)=12681760)
+42 train 11.041040 (lr=1.5035e-05) (hash(x)=12423697)
+43 train 10.977920 (lr=1.5385e-05) (hash(x)=14461706)
+44 train 10.971835 (lr=1.5734e-05) (hash(x)=13727016)
+45 train 10.869337 (lr=1.6084e-05) (hash(x)=14235218)
+46 train 10.883167 (lr=1.6434e-05) (hash(x)=12501568)
+47 train 10.882954 (lr=1.6783e-05) (hash(x)=11735995)
+48 train 10.893804 (lr=1.7133e-05) (hash(x)=11569945)
+49 train 10.767950 (lr=1.7483e-05) (hash(x)=11641112)
+50 val loss 10.7758
+50 val perplexity 47847.1719
+50 train 10.766085 (lr=1.7832e-05) (hash(x)=11536784)
+51 train 10.807592 (lr=1.8182e-05) (hash(x)=12231701)
+52 train 10.710636 (lr=1.8531e-05) (hash(x)=13521301)
+53 train 10.617676 (lr=1.8881e-05) (hash(x)=10175470)
+54 train 10.694592 (lr=1.9231e-05) (hash(x)=13903066)
+55 train 10.785358 (lr=1.9580e-05) (hash(x)=14117945)
+56 train 10.570838 (lr=1.9930e-05) (hash(x)=14851356)
+57 train 10.582170 (lr=2.0280e-05) (hash(x)=13116544)
+58 train 10.539407 (lr=2.0629e-05) (hash(x)=16366718)
+59 train 10.519110 (lr=2.0979e-05) (hash(x)=12678303)
+60 train 10.429228 (lr=2.1329e-05) (hash(x)=11144768)
+61 train 10.532296 (lr=2.1678e-05) (hash(x)=11927462)
+62 train 10.437913 (lr=2.2028e-05) (hash(x)=10418366)
+63 train 10.490436 (lr=2.2378e-05) (hash(x)=12758461)
+64 train 10.496836 (lr=2.2727e-05) (hash(x)=11680802)
+65 train 10.512108 (lr=2.3077e-05) (hash(x)=11946230)
+66 train 10.403681 (lr=2.3427e-05) (hash(x)=11704519)
+67 train 10.336603 (lr=2.3776e-05) (hash(x)=13701311)
+68 train 10.364712 (lr=2.4126e-05) (hash(x)=12751615)
+69 train 10.376347 (lr=2.4476e-05) (hash(x)=11198382)
+70 train 10.404160 (lr=2.4825e-05) (hash(x)=16075171)
+71 train 10.369370 (lr=2.5175e-05) (hash(x)=14346433)
+72 train 10.362631 (lr=2.5524e-05) (hash(x)=12888806)
+73 train 10.452332 (lr=2.5874e-05) (hash(x)=17855984)
+74 train 10.400669 (lr=2.6224e-05) (hash(x)=9616381)
+75 train 10.530105 (lr=2.6573e-05) (hash(x)=18910052)
+76 train 10.372682 (lr=2.6923e-05) (hash(x)=12769596)
+77 train 10.346395 (lr=2.7273e-05) (hash(x)=11885403)
+78 train 10.346300 (lr=2.7622e-05) (hash(x)=12476514)
+79 train 10.324388 (lr=2.7972e-05) (hash(x)=12508350)
+80 train 10.244604 (lr=2.8322e-05) (hash(x)=10745637)
+81 train 10.281462 (lr=2.8671e-05) (hash(x)=10862804)
+82 train 10.300925 (lr=2.9021e-05) (hash(x)=15075084)
+83 train 10.227171 (lr=2.9371e-05) (hash(x)=14043988)
+84 train 10.114356 (lr=2.9720e-05) (hash(x)=12667924)
+85 train 10.121610 (lr=3.0070e-05) (hash(x)=11916406)
+86 train 10.154733 (lr=3.0420e-05) (hash(x)=13406195)
+87 train 10.179409 (lr=3.0769e-05) (hash(x)=11968227)
+88 train 10.235752 (lr=3.1119e-05) (hash(x)=11927490)
+89 train 10.156164 (lr=3.1469e-05) (hash(x)=13290191)
+90 train 10.153080 (lr=3.1818e-05) (hash(x)=11771253)
+91 train 10.187243 (lr=3.2168e-05) (hash(x)=15670776)
+92 train 10.087416 (lr=3.2517e-05) (hash(x)=11306133)
+93 train 10.183597 (lr=3.2867e-05) (hash(x)=14358384)
+94 train 10.083723 (lr=3.3217e-05) (hash(x)=10267428)
+95 train 10.155200 (lr=3.3566e-05) (hash(x)=11289341)
+96 train 10.078539 (lr=3.3916e-05) (hash(x)=14062293)
+97 train 10.165846 (lr=3.4266e-05) (hash(x)=14736057)
+98 train 10.253955 (lr=3.4615e-05) (hash(x)=16036112)
+99 train 10.239746 (lr=3.4965e-05) (hash(x)=11482477)
+100 val loss 10.1121
+100 val perplexity 24638.2129
+100 train 10.172000 (lr=3.5315e-05) (hash(x)=12742648)
+101 train 10.065492 (lr=3.5664e-05) (hash(x)=15429973)
+102 train 10.167632 (lr=3.6014e-05) (hash(x)=13972190)
+103 train 10.129551 (lr=3.6364e-05) (hash(x)=10345057)
+104 train 10.108545 (lr=3.6713e-05) (hash(x)=11609727)
+105 train 10.060003 (lr=3.7063e-05) (hash(x)=10816510)
+106 train 10.004835 (lr=3.7413e-05) (hash(x)=11801604)
+107 train 10.101038 (lr=3.7762e-05) (hash(x)=11157124)
+108 train 10.144393 (lr=3.8112e-05) (hash(x)=11666699)
+109 train 9.993711 (lr=3.8462e-05) (hash(x)=12349897)
+110 train 10.040422 (lr=3.8811e-05) (hash(x)=11648826)
+111 train 10.049404 (lr=3.9161e-05) (hash(x)=10750452)
+112 train 9.984320 (lr=3.9510e-05) (hash(x)=12114386)
+113 train 10.059756 (lr=3.9860e-05) (hash(x)=11859950)
+114 train 9.911646 (lr=4.0210e-05) (hash(x)=12837162)
+115 train 10.089715 (lr=4.0559e-05) (hash(x)=8921601)
+116 train 9.872884 (lr=4.0909e-05) (hash(x)=9125058)
+117 train 9.879999 (lr=4.1259e-05) (hash(x)=11333049)
+118 train 9.952305 (lr=4.1608e-05) (hash(x)=13807539)
+119 train 9.949345 (lr=4.1958e-05) (hash(x)=12165500)
+120 train 10.021984 (lr=4.2308e-05) (hash(x)=14343620)
+121 train 9.975952 (lr=4.2657e-05) (hash(x)=13153948)
+122 train 9.955353 (lr=4.3007e-05) (hash(x)=14497853)
+123 train 9.946017 (lr=4.3357e-05) (hash(x)=13569316)
+124 train 9.972714 (lr=4.3706e-05) (hash(x)=14212041)
+125 train 9.982690 (lr=4.4056e-05) (hash(x)=11456278)
+126 train 9.818647 (lr=4.4406e-05) (hash(x)=13563812)
+127 train 9.893407 (lr=4.4755e-05) (hash(x)=14043713)
+128 train 9.916671 (lr=4.5105e-05) (hash(x)=13968786)
+129 train 9.941666 (lr=4.5455e-05) (hash(x)=11896948)
+130 train 9.911085 (lr=4.5804e-05) (hash(x)=13298324)
+131 train 9.903209 (lr=4.6154e-05) (hash(x)=11969650)
+132 train 9.800587 (lr=4.6503e-05) (hash(x)=12021926)
+133 train 9.785511 (lr=4.6853e-05) (hash(x)=14387351)
+134 train 9.791674 (lr=4.7203e-05) (hash(x)=13939547)
+135 train 9.548393 (lr=4.7552e-05) (hash(x)=13680255)
+136 train 9.836971 (lr=4.7902e-05) (hash(x)=10982564)
+137 train 9.907682 (lr=4.8252e-05) (hash(x)=11875534)
+138 train 9.905413 (lr=4.8601e-05) (hash(x)=13390260)
+139 train 9.858871 (lr=4.8951e-05) (hash(x)=13871675)
+140 train 9.728771 (lr=4.9301e-05) (hash(x)=10728444)
+141 train 9.741235 (lr=4.9650e-05) (hash(x)=13389922)
+142 train 9.777170 (lr=5.0000e-05) (hash(x)=13458742)
+143 train 9.768027 (lr=5.0350e-05) (hash(x)=12263431)
+144 train 9.828722 (lr=5.0699e-05) (hash(x)=12377887)
+145 train 9.769683 (lr=5.1049e-05) (hash(x)=10141365)
+146 train 9.740622 (lr=5.1399e-05) (hash(x)=13965689)
+147 train 9.728474 (lr=5.1748e-05) (hash(x)=12414778)
+148 train 9.673133 (lr=5.2098e-05) (hash(x)=9727144)
+149 train 9.691545 (lr=5.2448e-05) (hash(x)=11738134)
+150 val loss 9.6812
+150 val perplexity 16014.1143
+150 train 9.937815 (lr=5.2797e-05) (hash(x)=14924380)
+151 train 9.645919 (lr=5.3147e-05) (hash(x)=14443665)
+152 train 9.723100 (lr=5.3497e-05) (hash(x)=12873827)
+153 train 9.655440 (lr=5.3846e-05) (hash(x)=13435160)
+154 train 9.705055 (lr=5.4196e-05) (hash(x)=13024409)
+155 train 9.772352 (lr=5.4545e-05) (hash(x)=13100449)
+156 train 9.668520 (lr=5.4895e-05) (hash(x)=13304906)
+157 train 9.558097 (lr=5.5245e-05) (hash(x)=11690244)
+158 train 9.650925 (lr=5.5594e-05) (hash(x)=12027838)
+159 train 9.569417 (lr=5.5944e-05) (hash(x)=13953073)
+160 train 9.516293 (lr=5.6294e-05) (hash(x)=12066345)
+161 train 9.479020 (lr=5.6643e-05) (hash(x)=12657159)
+162 train 9.501439 (lr=5.6993e-05) (hash(x)=11335971)
+163 train 9.593476 (lr=5.7343e-05) (hash(x)=10956041)
+164 train 9.568235 (lr=5.7692e-05) (hash(x)=9766608)
+165 train 9.520689 (lr=5.8042e-05) (hash(x)=11060230)
+166 train 9.604611 (lr=5.8392e-05) (hash(x)=11396268)
+167 train 9.560225 (lr=5.8741e-05) (hash(x)=12840879)
+168 train 9.541338 (lr=5.9091e-05) (hash(x)=10987186)
+169 train 9.538950 (lr=5.9441e-05) (hash(x)=8916599)
+170 train 9.530159 (lr=5.9790e-05) (hash(x)=13235433)
+171 train 9.420441 (lr=6.0140e-05) (hash(x)=14428050)
+172 train 9.415767 (lr=6.0490e-05) (hash(x)=12631329)
+173 train 9.446746 (lr=6.0839e-05) (hash(x)=12787108)
+174 train 9.409441 (lr=6.1189e-05) (hash(x)=14499940)
+175 train 9.463571 (lr=6.1538e-05) (hash(x)=14104576)
+176 train 9.256237 (lr=6.1888e-05) (hash(x)=13943168)
+177 train 9.359769 (lr=6.2238e-05) (hash(x)=12623743)
+178 train 9.525467 (lr=6.2587e-05) (hash(x)=12689741)
+179 train 9.416092 (lr=6.2937e-05) (hash(x)=14453314)
+180 train 9.285929 (lr=6.3287e-05) (hash(x)=10824391)
+181 train 9.239524 (lr=6.3636e-05) (hash(x)=10470424)
+182 train 9.388404 (lr=6.3986e-05) (hash(x)=15186277)
+183 train 9.296072 (lr=6.4336e-05) (hash(x)=12918172)
+184 train 9.286754 (lr=6.4685e-05) (hash(x)=11936107)
+185 train 9.318821 (lr=6.5035e-05) (hash(x)=13259459)
+186 train 9.230548 (lr=6.5385e-05) (hash(x)=12918385)
+187 train 9.423674 (lr=6.5734e-05) (hash(x)=12368572)
+188 train 9.334161 (lr=6.6084e-05) (hash(x)=13455578)
+189 train 9.218647 (lr=6.6434e-05) (hash(x)=13505144)
+190 train 9.266394 (lr=6.6783e-05) (hash(x)=13370946)
+191 train 9.325062 (lr=6.7133e-05) (hash(x)=13340443)
+192 train 9.322151 (lr=6.7483e-05) (hash(x)=12806141)
+193 train 9.254149 (lr=6.7832e-05) (hash(x)=11469900)
+194 train 9.162863 (lr=6.8182e-05) (hash(x)=11591533)
+195 train 9.194975 (lr=6.8531e-05) (hash(x)=10742101)
+196 train 9.181164 (lr=6.8881e-05) (hash(x)=11781196)
+197 train 9.119824 (lr=6.9231e-05) (hash(x)=13261517)
+198 train 9.184980 (lr=6.9580e-05) (hash(x)=13592858)
+199 train 9.250280 (lr=6.9930e-05) (hash(x)=13025742)
+200 val loss 9.1533
+200 val perplexity 9445.7783
+200 train 9.128145 (lr=7.0280e-05) (hash(x)=12152419)
+201 train 9.359866 (lr=7.0629e-05) (hash(x)=15100390)
+202 train 9.166225 (lr=7.0979e-05) (hash(x)=10708197)
+203 train 9.131125 (lr=7.1329e-05) (hash(x)=14351068)
+204 train 9.210790 (lr=7.1678e-05) (hash(x)=12619936)
+205 train 9.048228 (lr=7.2028e-05) (hash(x)=13445545)
+206 train 9.086419 (lr=7.2378e-05) (hash(x)=11375930)
+207 train 9.123268 (lr=7.2727e-05) (hash(x)=13155663)
+208 train 9.034597 (lr=7.3077e-05) (hash(x)=13404244)
+209 train 9.148206 (lr=7.3427e-05) (hash(x)=13309898)
+210 train 9.095961 (lr=7.3776e-05) (hash(x)=12356526)
+211 train 9.004326 (lr=7.4126e-05) (hash(x)=9157946)
+212 train 9.047952 (lr=7.4476e-05) (hash(x)=11837703)
+213 train 8.920234 (lr=7.4825e-05) (hash(x)=12222186)
+214 train 9.022038 (lr=7.5175e-05) (hash(x)=12588150)
+215 train 9.032128 (lr=7.5524e-05) (hash(x)=13872294)
+216 train 8.879189 (lr=7.5874e-05) (hash(x)=10621792)
+217 train 8.999229 (lr=7.6224e-05) (hash(x)=11824400)
+218 train 8.916900 (lr=7.6573e-05) (hash(x)=12495032)
+219 train 8.963452 (lr=7.6923e-05) (hash(x)=12773612)
+220 train 8.998839 (lr=7.7273e-05) (hash(x)=10808441)
+221 train 8.946824 (lr=7.7622e-05) (hash(x)=12794078)
+222 train 8.854134 (lr=7.7972e-05) (hash(x)=11328897)
+223 train 8.926605 (lr=7.8322e-05) (hash(x)=12235713)
+224 train 8.886055 (lr=7.8671e-05) (hash(x)=11512364)
+225 train 8.876389 (lr=7.9021e-05) (hash(x)=10270693)
+226 train 8.768729 (lr=7.9371e-05) (hash(x)=12380104)
+227 train 8.856783 (lr=7.9720e-05) (hash(x)=13686441)
+228 train 9.082914 (lr=8.0070e-05) (hash(x)=14151557)
+229 train 8.964374 (lr=8.0420e-05) (hash(x)=13567687)
+230 train 8.883879 (lr=8.0769e-05) (hash(x)=12718282)
+231 train 8.832568 (lr=8.1119e-05) (hash(x)=13214962)
+232 train 8.844346 (lr=8.1469e-05) (hash(x)=10855282)
+233 train 8.870569 (lr=8.1818e-05) (hash(x)=12404167)
+234 train 8.878452 (lr=8.2168e-05) (hash(x)=13017256)
+235 train 8.762455 (lr=8.2517e-05) (hash(x)=12602681)
+236 train 8.828246 (lr=8.2867e-05) (hash(x)=11916856)
+237 train 8.841607 (lr=8.3217e-05) (hash(x)=13850551)
+238 train 8.693924 (lr=8.3566e-05) (hash(x)=11382479)
+239 train 8.745952 (lr=8.3916e-05) (hash(x)=13829219)
+240 train 8.892559 (lr=8.4266e-05) (hash(x)=13540459)
+241 train 8.720128 (lr=8.4615e-05) (hash(x)=15485762)
+242 train 8.780096 (lr=8.4965e-05) (hash(x)=12268519)
+243 train 8.660652 (lr=8.5315e-05) (hash(x)=9335220)
+244 train 8.753222 (lr=8.5664e-05) (hash(x)=13359270)
+245 train 8.667784 (lr=8.6014e-05) (hash(x)=13162637)
+246 train 8.744490 (lr=8.6364e-05) (hash(x)=13305408)
+247 train 8.658298 (lr=8.6713e-05) (hash(x)=15713183)
+248 train 8.683909 (lr=8.7063e-05) (hash(x)=13536419)
+249 train 8.657625 (lr=8.7413e-05) (hash(x)=13326615)
+250 val loss 8.6421
+250 val perplexity 5665.1299
+250 train 8.654799 (lr=8.7762e-05) (hash(x)=12112694)
+251 train 8.727888 (lr=8.8112e-05) (hash(x)=9917297)
+252 train 8.717404 (lr=8.8462e-05) (hash(x)=12656639)
+253 train 8.374126 (lr=8.8811e-05) (hash(x)=6829764)
+254 train 8.550731 (lr=8.9161e-05) (hash(x)=12964320)
+255 train 8.555574 (lr=8.9510e-05) (hash(x)=12688412)
+256 train 8.594481 (lr=8.9860e-05) (hash(x)=14906439)
+257 train 8.283122 (lr=9.0210e-05) (hash(x)=13039934)
+258 train 8.597650 (lr=9.0559e-05) (hash(x)=12020357)
+259 train 8.635440 (lr=9.0909e-05) (hash(x)=12108991)
+260 train 8.611170 (lr=9.1259e-05) (hash(x)=12328329)
+261 train 8.615200 (lr=9.1608e-05) (hash(x)=14740147)
+262 train 8.607046 (lr=9.1958e-05) (hash(x)=11559413)
+263 train 8.544862 (lr=9.2308e-05) (hash(x)=12152216)
+264 train 8.489405 (lr=9.2657e-05) (hash(x)=12708922)
+265 train 8.584811 (lr=9.3007e-05) (hash(x)=14469749)
+266 train 8.570525 (lr=9.3357e-05) (hash(x)=12459368)
+267 train 8.553911 (lr=9.3706e-05) (hash(x)=11421483)
+268 train 8.398282 (lr=9.4056e-05) (hash(x)=12939881)
+269 train 8.572999 (lr=9.4406e-05) (hash(x)=12362234)
+270 train 8.462978 (lr=9.4755e-05) (hash(x)=12322333)
+271 train 8.430627 (lr=9.5105e-05) (hash(x)=13448155)
+272 train 8.439815 (lr=9.5455e-05) (hash(x)=12928941)
+273 train 8.459054 (lr=9.5804e-05) (hash(x)=10971430)
+274 train 8.392042 (lr=9.6154e-05) (hash(x)=13627629)
+275 train 8.429370 (lr=9.6503e-05) (hash(x)=11905081)
+276 train 8.474653 (lr=9.6853e-05) (hash(x)=14339184)
+277 train 8.256489 (lr=9.7203e-05) (hash(x)=10917438)
+278 train 8.317690 (lr=9.7552e-05) (hash(x)=13804603)
+279 train 8.491489 (lr=9.7902e-05) (hash(x)=12290857)
+280 train 8.441209 (lr=9.8252e-05) (hash(x)=10211118)
+281 train 8.609485 (lr=9.8601e-05) (hash(x)=13407076)
+282 train 8.487457 (lr=9.8951e-05) (hash(x)=12249945)
+283 train 8.466316 (lr=9.9301e-05) (hash(x)=13234933)
+284 train 8.357010 (lr=9.9650e-05) (hash(x)=15194855)
+285 train 8.410402 (lr=1.0000e-04) (hash(x)=12892366)
+286 train 8.327589 (lr=1.0000e-04) (hash(x)=12609795)
+287 train 8.370582 (lr=1.0000e-04) (hash(x)=9768085)
+288 train 8.287266 (lr=9.9998e-05) (hash(x)=12252104)
+289 train 8.351656 (lr=9.9996e-05) (hash(x)=12692791)
+290 train 8.328091 (lr=9.9993e-05) (hash(x)=11957245)
+291 train 8.117153 (lr=9.9989e-05) (hash(x)=9528974)
+292 train 8.310163 (lr=9.9984e-05) (hash(x)=12231837)
+293 train 8.247046 (lr=9.9979e-05) (hash(x)=10032842)
+294 train 8.585519 (lr=9.9972e-05) (hash(x)=17178097)
+295 train 8.558478 (lr=9.9965e-05) (hash(x)=10720403)
+296 train 8.258804 (lr=9.9956e-05) (hash(x)=13541352)
+297 train 8.474586 (lr=9.9947e-05) (hash(x)=15187742)
+298 train 8.359024 (lr=9.9937e-05) (hash(x)=11971935)
+299 train 8.303322 (lr=9.9926e-05) (hash(x)=12874592)
+300 val loss 8.2445
+300 val perplexity 3806.7012
+300 train 8.312428 (lr=9.9915e-05) (hash(x)=12462802)
+301 train 8.306379 (lr=9.9902e-05) (hash(x)=13622545)
+302 train 8.278027 (lr=9.9889e-05) (hash(x)=14255974)
+303 train 8.285154 (lr=9.9874e-05) (hash(x)=11025404)
+304 train 8.372684 (lr=9.9859e-05) (hash(x)=11239636)
+305 train 8.238194 (lr=9.9843e-05) (hash(x)=15190123)
+306 train 8.359118 (lr=9.9826e-05) (hash(x)=11464046)
+307 train 8.336150 (lr=9.9808e-05) (hash(x)=12567779)
+308 train 8.249514 (lr=9.9789e-05) (hash(x)=16046446)
+309 train 8.215065 (lr=9.9770e-05) (hash(x)=12439519)
+310 train 8.055475 (lr=9.9749e-05) (hash(x)=11917658)
+311 train 8.262974 (lr=9.9728e-05) (hash(x)=11826091)
+312 train 8.403700 (lr=9.9706e-05) (hash(x)=10807703)
+313 train 8.210493 (lr=9.9683e-05) (hash(x)=14723866)
+314 train 8.316089 (lr=9.9659e-05) (hash(x)=11315230)
+315 train 8.734059 (lr=9.9634e-05) (hash(x)=11259652)
+316 train 8.689662 (lr=9.9609e-05) (hash(x)=11702582)
+317 train 8.395004 (lr=9.9582e-05) (hash(x)=11135951)
+318 train 8.281982 (lr=9.9555e-05) (hash(x)=11570885)
+319 train 8.054947 (lr=9.9526e-05) (hash(x)=14642293)
+320 train 7.956946 (lr=9.9497e-05) (hash(x)=13037070)
+321 train 8.109127 (lr=9.9467e-05) (hash(x)=12485426)
+322 train 8.172827 (lr=9.9437e-05) (hash(x)=15142358)
+323 train 8.034015 (lr=9.9405e-05) (hash(x)=12923132)
+324 train 8.233083 (lr=9.9372e-05) (hash(x)=13055942)
+325 train 8.147958 (lr=9.9339e-05) (hash(x)=13559280)
+326 train 8.122777 (lr=9.9305e-05) (hash(x)=15313622)
+327 train 8.099021 (lr=9.9270e-05) (hash(x)=12169964)
+328 train 7.780449 (lr=9.9234e-05) (hash(x)=10902629)
+329 train 7.837113 (lr=9.9197e-05) (hash(x)=12000182)
+330 train 7.979561 (lr=9.9159e-05) (hash(x)=11345877)
+331 train 8.069979 (lr=9.9121e-05) (hash(x)=10948640)
+332 train 7.955867 (lr=9.9081e-05) (hash(x)=13037309)
+333 train 7.890843 (lr=9.9041e-05) (hash(x)=9666433)
+334 train 8.022075 (lr=9.9000e-05) (hash(x)=14049895)
+335 train 8.122494 (lr=9.8958e-05) (hash(x)=14103013)
+336 train 8.208740 (lr=9.8915e-05) (hash(x)=14058870)
+337 train 8.148366 (lr=9.8872e-05) (hash(x)=13553506)
+338 train 8.107164 (lr=9.8827e-05) (hash(x)=12902075)
+339 train 7.982985 (lr=9.8782e-05) (hash(x)=11135042)
+340 train 8.263373 (lr=9.8736e-05) (hash(x)=13650023)
+341 train 8.018551 (lr=9.8689e-05) (hash(x)=14930403)
+342 train 8.115504 (lr=9.8641e-05) (hash(x)=15485935)
+343 train 8.335106 (lr=9.8592e-05) (hash(x)=12404200)
+344 train 7.997009 (lr=9.8543e-05) (hash(x)=12392953)
+345 train 8.023292 (lr=9.8492e-05) (hash(x)=12280314)
+346 train 7.974169 (lr=9.8441e-05) (hash(x)=10900559)
+347 train 8.020061 (lr=9.8389e-05) (hash(x)=11534055)
+348 train 8.010694 (lr=9.8336e-05) (hash(x)=11997160)
+349 train 8.066229 (lr=9.8282e-05) (hash(x)=11308531)
+350 val loss 7.9918
+350 val perplexity 2956.4854
+350 train 8.044196 (lr=9.8228e-05) (hash(x)=12759751)
+351 train 7.994446 (lr=9.8172e-05) (hash(x)=10914085)
+352 train 8.145109 (lr=9.8116e-05) (hash(x)=12776027)
+353 train 7.934609 (lr=9.8059e-05) (hash(x)=12357751)
+354 train 7.963771 (lr=9.8001e-05) (hash(x)=11040798)
+355 train 8.186275 (lr=9.7942e-05) (hash(x)=14570713)
+356 train 8.134956 (lr=9.7882e-05) (hash(x)=11492564)
+357 train 7.998983 (lr=9.7822e-05) (hash(x)=12212797)
+358 train 8.036196 (lr=9.7761e-05) (hash(x)=13496879)
+359 train 8.057919 (lr=9.7699e-05) (hash(x)=11680329)
+360 train 7.917630 (lr=9.7636e-05) (hash(x)=11948575)
+361 train 7.978311 (lr=9.7572e-05) (hash(x)=13116772)
+362 train 8.157778 (lr=9.7507e-05) (hash(x)=15527273)
+363 train 7.760407 (lr=9.7442e-05) (hash(x)=12437096)
+364 train 8.058022 (lr=9.7376e-05) (hash(x)=12518287)
+365 train 7.998032 (lr=9.7309e-05) (hash(x)=11220338)
+366 train 7.820887 (lr=9.7241e-05) (hash(x)=12034192)
+367 train 8.181369 (lr=9.7172e-05) (hash(x)=12654843)
+368 train 8.051016 (lr=9.7103e-05) (hash(x)=16116174)
+369 train 7.986964 (lr=9.7032e-05) (hash(x)=13505076)
+370 train 7.981853 (lr=9.6961e-05) (hash(x)=11820607)
+371 train 8.049170 (lr=9.6889e-05) (hash(x)=10606850)
+372 train 7.887764 (lr=9.6817e-05) (hash(x)=13759635)
+373 train 7.942155 (lr=9.6743e-05) (hash(x)=15357227)
+374 train 7.930596 (lr=9.6669e-05) (hash(x)=11597062)
+375 train 7.926111 (lr=9.6593e-05) (hash(x)=11281537)
+376 train 7.645357 (lr=9.6518e-05) (hash(x)=13294828)
+377 train 8.358434 (lr=9.6441e-05) (hash(x)=13253249)
+378 train 8.031467 (lr=9.6363e-05) (hash(x)=16101250)
+379 train 8.167181 (lr=9.6285e-05) (hash(x)=12363856)
+380 train 7.969309 (lr=9.6206e-05) (hash(x)=12206540)
+381 train 8.106320 (lr=9.6126e-05) (hash(x)=13580623)
+382 train 8.045162 (lr=9.6045e-05) (hash(x)=12509602)
+383 train 8.115283 (lr=9.5963e-05) (hash(x)=14001265)
+384 train 7.875936 (lr=9.5881e-05) (hash(x)=14290431)
+385 train 7.858977 (lr=9.5798e-05) (hash(x)=13045278)
+386 train 7.944960 (lr=9.5714e-05) (hash(x)=13371383)
+387 train 7.959494 (lr=9.5629e-05) (hash(x)=10444420)
+388 train 7.794241 (lr=9.5544e-05) (hash(x)=12732892)
+389 train 7.979726 (lr=9.5457e-05) (hash(x)=11832964)
+390 train 8.000227 (lr=9.5370e-05) (hash(x)=11477958)
+391 train 7.875288 (lr=9.5282e-05) (hash(x)=12249732)
+392 train 7.930131 (lr=9.5194e-05) (hash(x)=12132933)
+393 train 7.912541 (lr=9.5104e-05) (hash(x)=12307821)
+394 train 7.528294 (lr=9.5014e-05) (hash(x)=11266264)
+395 train 7.838082 (lr=9.4923e-05) (hash(x)=13803785)
+396 train 7.891228 (lr=9.4831e-05) (hash(x)=13256773)
+397 train 7.783422 (lr=9.4739e-05) (hash(x)=12493316)
+398 train 7.782268 (lr=9.4646e-05) (hash(x)=12991346)
+399 train 7.894723 (lr=9.4551e-05) (hash(x)=11689978)
+400 val loss 7.8191
+400 val perplexity 2487.7292
+400 train 7.810500 (lr=9.4457e-05) (hash(x)=12056273)
+401 train 7.893260 (lr=9.4361e-05) (hash(x)=11906763)
+402 train 7.897350 (lr=9.4265e-05) (hash(x)=12621559)
+403 train 7.886669 (lr=9.4168e-05) (hash(x)=13865869)
+404 train 7.896888 (lr=9.4070e-05) (hash(x)=11425874)
+405 train 8.157940 (lr=9.3971e-05) (hash(x)=16513375)
+406 train 8.089321 (lr=9.3872e-05) (hash(x)=14492920)
+407 train 7.961076 (lr=9.3772e-05) (hash(x)=13030618)
+408 train 7.811200 (lr=9.3671e-05) (hash(x)=12816692)
+409 train 8.036970 (lr=9.3569e-05) (hash(x)=13701949)
+410 train 7.846581 (lr=9.3467e-05) (hash(x)=12904618)
+411 train 7.955222 (lr=9.3364e-05) (hash(x)=14299833)
+412 train 7.822762 (lr=9.3260e-05) (hash(x)=12586511)
+413 train 7.842928 (lr=9.3155e-05) (hash(x)=11818854)
+414 train 7.887273 (lr=9.3050e-05) (hash(x)=13063115)
+415 train 7.775590 (lr=9.2944e-05) (hash(x)=12908875)
+416 train 7.960326 (lr=9.2837e-05) (hash(x)=12627550)
+417 train 7.771889 (lr=9.2729e-05) (hash(x)=12634656)
+418 train 7.820056 (lr=9.2621e-05) (hash(x)=13466941)
+419 train 8.015818 (lr=9.2512e-05) (hash(x)=13859304)
+420 train 7.958475 (lr=9.2402e-05) (hash(x)=9637450)
+421 train 7.878290 (lr=9.2292e-05) (hash(x)=14940204)
+422 train 7.806941 (lr=9.2181e-05) (hash(x)=13686717)
+423 train 7.882282 (lr=9.2069e-05) (hash(x)=14396964)
+424 train 7.560163 (lr=9.1956e-05) (hash(x)=12949082)
+425 train 7.748456 (lr=9.1843e-05) (hash(x)=13577749)
+426 train 7.897635 (lr=9.1729e-05) (hash(x)=13031728)
+427 train 7.906124 (lr=9.1614e-05) (hash(x)=11269801)
+428 train 7.694422 (lr=9.1499e-05) (hash(x)=11106556)
+429 train 7.606047 (lr=9.1382e-05) (hash(x)=11222906)
+430 train 7.864244 (lr=9.1266e-05) (hash(x)=14052269)
+431 train 7.661767 (lr=9.1148e-05) (hash(x)=14486071)
+432 train 7.799129 (lr=9.1030e-05) (hash(x)=13026662)
+433 train 7.799716 (lr=9.0911e-05) (hash(x)=11065744)
+434 train 7.848170 (lr=9.0791e-05) (hash(x)=13318947)
+435 train 7.855151 (lr=9.0671e-05) (hash(x)=11997361)
+436 train 7.868963 (lr=9.0550e-05) (hash(x)=12437178)
+437 train 7.727204 (lr=9.0428e-05) (hash(x)=12705537)
+438 train 7.882643 (lr=9.0306e-05) (hash(x)=15790088)
+439 train 7.680350 (lr=9.0182e-05) (hash(x)=11010336)
+440 train 7.876401 (lr=9.0059e-05) (hash(x)=11401216)
+441 train 7.797796 (lr=8.9934e-05) (hash(x)=15106564)
+442 train 7.788083 (lr=8.9809e-05) (hash(x)=13019227)
+443 train 7.793926 (lr=8.9683e-05) (hash(x)=10864248)
+444 train 7.709727 (lr=8.9557e-05) (hash(x)=12107995)
+445 train 7.592257 (lr=8.9430e-05) (hash(x)=13284954)
+446 train 7.844769 (lr=8.9302e-05) (hash(x)=12430135)
+447 train 7.783175 (lr=8.9173e-05) (hash(x)=11906151)
+448 train 7.613859 (lr=8.9044e-05) (hash(x)=11697970)
+449 train 7.608834 (lr=8.8914e-05) (hash(x)=8629295)
+450 val loss 7.7062
+450 val perplexity 2222.1143
+450 train 7.755933 (lr=8.8784e-05) (hash(x)=13977261)
+451 train 7.785362 (lr=8.8653e-05) (hash(x)=15166897)
+452 train 7.836470 (lr=8.8521e-05) (hash(x)=13444474)
+453 train 7.880404 (lr=8.8388e-05) (hash(x)=13108020)
+454 train 7.701727 (lr=8.8255e-05) (hash(x)=12559086)
+455 train 7.639854 (lr=8.8122e-05) (hash(x)=12338963)
+456 train 7.553016 (lr=8.7987e-05) (hash(x)=10411127)
+457 train 7.871631 (lr=8.7852e-05) (hash(x)=17176736)
+458 train 7.672147 (lr=8.7717e-05) (hash(x)=13586859)
+459 train 7.804595 (lr=8.7580e-05) (hash(x)=13235312)
+460 train 7.661676 (lr=8.7444e-05) (hash(x)=10862031)
+461 train 7.789411 (lr=8.7306e-05) (hash(x)=12498316)
+462 train 7.776201 (lr=8.7168e-05) (hash(x)=15109534)
+463 train 7.602757 (lr=8.7029e-05) (hash(x)=11031343)
+464 train 7.676269 (lr=8.6890e-05) (hash(x)=13030101)
+465 train 7.646843 (lr=8.6750e-05) (hash(x)=12787203)
+466 train 7.778650 (lr=8.6609e-05) (hash(x)=13192715)
+467 train 7.743580 (lr=8.6468e-05) (hash(x)=14597757)
+468 train 7.721496 (lr=8.6326e-05) (hash(x)=11548718)
+469 train 7.728604 (lr=8.6184e-05) (hash(x)=12017158)
+470 train 7.762467 (lr=8.6041e-05) (hash(x)=10164479)
+471 train 7.631666 (lr=8.5897e-05) (hash(x)=13571036)
+472 train 7.674098 (lr=8.5753e-05) (hash(x)=11609529)
+473 train 7.754757 (lr=8.5608e-05) (hash(x)=12289875)
+474 train 7.823117 (lr=8.5462e-05) (hash(x)=13086437)
+475 train 7.947239 (lr=8.5316e-05) (hash(x)=13225100)
+476 train 7.592534 (lr=8.5170e-05) (hash(x)=12863127)
+477 train 7.703948 (lr=8.5022e-05) (hash(x)=11162887)
+478 train 7.827986 (lr=8.4875e-05) (hash(x)=12364743)
+479 train 7.606346 (lr=8.4726e-05) (hash(x)=12281916)
+480 train 7.642028 (lr=8.4577e-05) (hash(x)=12249214)
+481 train 7.757352 (lr=8.4428e-05) (hash(x)=12348477)
+482 train 7.766273 (lr=8.4278e-05) (hash(x)=12468719)
+483 train 7.776676 (lr=8.4127e-05) (hash(x)=13634084)
+484 train 7.732769 (lr=8.3976e-05) (hash(x)=11740722)
+485 train 7.820585 (lr=8.3824e-05) (hash(x)=11378506)
+486 train 7.595967 (lr=8.3672e-05) (hash(x)=13417634)
+487 train 7.762051 (lr=8.3519e-05) (hash(x)=11801649)
+488 train 7.748933 (lr=8.3366e-05) (hash(x)=10917325)
+489 train 7.547833 (lr=8.3212e-05) (hash(x)=10552788)
+490 train 7.337061 (lr=8.3057e-05) (hash(x)=9421716)
+491 train 7.679709 (lr=8.2902e-05) (hash(x)=11746289)
+492 train 7.697298 (lr=8.2746e-05) (hash(x)=9589864)
+493 train 7.647312 (lr=8.2590e-05) (hash(x)=13826293)
+494 train 7.831108 (lr=8.2434e-05) (hash(x)=12720603)
+495 train 7.698438 (lr=8.2276e-05) (hash(x)=10783313)
+496 train 7.733990 (lr=8.2119e-05) (hash(x)=13077539)
+497 train 7.764796 (lr=8.1960e-05) (hash(x)=12913270)
+498 train 7.724287 (lr=8.1801e-05) (hash(x)=11228160)
+499 train 7.653799 (lr=8.1642e-05) (hash(x)=14212467)
+500 val loss 7.6640
+500 val perplexity 2130.2698
+500 train 7.679778 (lr=8.1482e-05) (hash(x)=12714536)
+501 train 7.602472 (lr=8.1322e-05) (hash(x)=11495162)
+502 train 7.732669 (lr=8.1161e-05) (hash(x)=13571819)
+503 train 7.748485 (lr=8.1000e-05) (hash(x)=12994231)
+504 train 7.684674 (lr=8.0838e-05) (hash(x)=12786058)
+505 train 7.910808 (lr=8.0676e-05) (hash(x)=15319532)
+506 train 7.828122 (lr=8.0513e-05) (hash(x)=12432415)
+507 train 7.677938 (lr=8.0349e-05) (hash(x)=11485137)
+508 train 7.784925 (lr=8.0186e-05) (hash(x)=13106040)
+509 train 7.752947 (lr=8.0021e-05) (hash(x)=14010329)
+510 train 7.748173 (lr=7.9856e-05) (hash(x)=14627424)
+511 train 7.599130 (lr=7.9691e-05) (hash(x)=10470487)
+512 train 7.821552 (lr=7.9525e-05) (hash(x)=12735976)
+513 train 7.873974 (lr=7.9359e-05) (hash(x)=14077502)
+514 train 7.730788 (lr=7.9192e-05) (hash(x)=13758986)
+515 train 7.752924 (lr=7.9025e-05) (hash(x)=12205695)
+516 train 7.658122 (lr=7.8858e-05) (hash(x)=12101077)
+517 train 7.547831 (lr=7.8689e-05) (hash(x)=12096952)
+518 train 7.899580 (lr=7.8521e-05) (hash(x)=10823414)
+519 train 7.686187 (lr=7.8352e-05) (hash(x)=13985657)
+520 train 7.692110 (lr=7.8182e-05) (hash(x)=13657835)
+521 train 7.732400 (lr=7.8012e-05) (hash(x)=14868589)
+522 train 7.893287 (lr=7.7842e-05) (hash(x)=12440659)
+523 train 7.732920 (lr=7.7671e-05) (hash(x)=12944090)
+524 train 7.693241 (lr=7.7500e-05) (hash(x)=14152385)
+525 train 7.637668 (lr=7.7328e-05) (hash(x)=14652164)
+526 train 7.775796 (lr=7.7156e-05) (hash(x)=11671931)
+527 train 7.616189 (lr=7.6984e-05) (hash(x)=12831661)
+528 train 7.829365 (lr=7.6811e-05) (hash(x)=13612890)
+529 train 7.589914 (lr=7.6637e-05) (hash(x)=13472998)
+530 train 7.869791 (lr=7.6463e-05) (hash(x)=12912339)
+531 train 7.665202 (lr=7.6289e-05) (hash(x)=12806095)
+532 train 7.520229 (lr=7.6115e-05) (hash(x)=10738555)
+533 train 7.533718 (lr=7.5940e-05) (hash(x)=13410818)
+534 train 7.863018 (lr=7.5764e-05) (hash(x)=13997116)
+535 train 7.666398 (lr=7.5588e-05) (hash(x)=14617414)
+536 train 7.817972 (lr=7.5412e-05) (hash(x)=12788088)
+537 train 7.755359 (lr=7.5235e-05) (hash(x)=15066658)
+538 train 7.714177 (lr=7.5058e-05) (hash(x)=13331118)
+539 train 7.711161 (lr=7.4881e-05) (hash(x)=13221393)
+540 train 7.697598 (lr=7.4703e-05) (hash(x)=13355413)
+541 train 7.599565 (lr=7.4525e-05) (hash(x)=11528563)
+542 train 7.767950 (lr=7.4346e-05) (hash(x)=15327421)
+543 train 7.848365 (lr=7.4167e-05) (hash(x)=11041023)
+544 train 7.559992 (lr=7.3988e-05) (hash(x)=13600125)
+545 train 7.716181 (lr=7.3808e-05) (hash(x)=14885399)
+546 train 7.625460 (lr=7.3628e-05) (hash(x)=14786577)
+547 train 7.751172 (lr=7.3448e-05) (hash(x)=11362709)
+548 train 7.665632 (lr=7.3267e-05) (hash(x)=13426228)
+549 train 7.614367 (lr=7.3086e-05) (hash(x)=13083412)
+550 val loss 7.6139
+550 val perplexity 2026.1960
+550 train 7.645340 (lr=7.2904e-05) (hash(x)=13873840)
+551 train 7.626501 (lr=7.2723e-05) (hash(x)=13186073)
+552 train 7.727996 (lr=7.2540e-05) (hash(x)=13488437)
+553 train 7.679361 (lr=7.2358e-05) (hash(x)=13988224)
+554 train 7.678811 (lr=7.2175e-05) (hash(x)=11786791)
+555 train 8.419575 (lr=7.1992e-05) (hash(x)=13274177)
+556 train 7.785417 (lr=7.1808e-05) (hash(x)=10204377)
+557 train 7.715769 (lr=7.1624e-05) (hash(x)=12363265)
+558 train 7.494042 (lr=7.1440e-05) (hash(x)=12918001)
+559 train 7.478938 (lr=7.1256e-05) (hash(x)=13507868)
+560 train 7.751859 (lr=7.1071e-05) (hash(x)=10580307)
+561 train 7.578580 (lr=7.0886e-05) (hash(x)=12531978)
+562 train 7.547606 (lr=7.0701e-05) (hash(x)=11570432)
+563 train 7.691416 (lr=7.0515e-05) (hash(x)=12512404)
+564 train 7.722275 (lr=7.0329e-05) (hash(x)=12011112)
+565 train 7.763875 (lr=7.0143e-05) (hash(x)=13439040)
+566 train 7.389637 (lr=6.9956e-05) (hash(x)=9321383)
+567 train 7.646101 (lr=6.9769e-05) (hash(x)=11221721)
+568 train 7.507978 (lr=6.9582e-05) (hash(x)=12048885)
+569 train 7.720916 (lr=6.9394e-05) (hash(x)=13854047)
+570 train 7.895522 (lr=6.9207e-05) (hash(x)=13041387)
+571 train 8.078491 (lr=6.9019e-05) (hash(x)=15372354)
+572 train 7.797123 (lr=6.8830e-05) (hash(x)=11895595)
+573 train 7.583886 (lr=6.8642e-05) (hash(x)=13070460)
+574 train 7.630826 (lr=6.8453e-05) (hash(x)=11507165)
+575 train 7.936076 (lr=6.8264e-05) (hash(x)=14689778)
+576 train 7.412996 (lr=6.8075e-05) (hash(x)=10149008)
+577 train 7.824008 (lr=6.7885e-05) (hash(x)=15364407)
+578 train 7.584634 (lr=6.7695e-05) (hash(x)=11676391)
+579 train 7.581218 (lr=6.7505e-05) (hash(x)=13156509)
+580 train 7.699704 (lr=6.7315e-05) (hash(x)=12911319)
+581 train 7.464559 (lr=6.7124e-05) (hash(x)=13358322)
+582 train 7.519526 (lr=6.6933e-05) (hash(x)=11462782)
+583 train 7.890136 (lr=6.6742e-05) (hash(x)=15734207)
+584 train 7.565492 (lr=6.6551e-05) (hash(x)=9117677)
+585 train 7.673103 (lr=6.6360e-05) (hash(x)=12334129)
+586 train 7.703097 (lr=6.6168e-05) (hash(x)=14097844)
+587 train 7.578682 (lr=6.5976e-05) (hash(x)=13758140)
+588 train 7.909241 (lr=6.5784e-05) (hash(x)=15284545)
+589 train 7.498783 (lr=6.5592e-05) (hash(x)=11809021)
+590 train 7.671258 (lr=6.5399e-05) (hash(x)=12752849)
+591 train 7.588071 (lr=6.5206e-05) (hash(x)=12925955)
+592 train 7.696866 (lr=6.5013e-05) (hash(x)=12026092)
+593 train 7.779930 (lr=6.4820e-05) (hash(x)=15708918)
+594 train 8.015055 (lr=6.4627e-05) (hash(x)=13954437)
+595 train 7.788976 (lr=6.4433e-05) (hash(x)=12750849)
+596 train 7.576025 (lr=6.4240e-05) (hash(x)=12076716)
+597 train 7.699966 (lr=6.4046e-05) (hash(x)=12269439)
+598 train 7.638756 (lr=6.3852e-05) (hash(x)=9706332)
+599 train 7.574268 (lr=6.3658e-05) (hash(x)=14327624)
+600 val loss 7.6009
+600 val perplexity 1999.9515
+600 train 7.732218 (lr=6.3463e-05) (hash(x)=12001611)
+601 train 7.645571 (lr=6.3269e-05) (hash(x)=12664301)
+602 train 7.543394 (lr=6.3074e-05) (hash(x)=10457844)
+603 train 7.530212 (lr=6.2879e-05) (hash(x)=11819313)
+604 train 7.549575 (lr=6.2684e-05) (hash(x)=12304915)
+605 train 7.671464 (lr=6.2489e-05) (hash(x)=13250863)
+606 train 7.643473 (lr=6.2294e-05) (hash(x)=15885206)
+607 train 7.390647 (lr=6.2098e-05) (hash(x)=12559422)
+608 train 7.568728 (lr=6.1903e-05) (hash(x)=12136733)
+609 train 7.662648 (lr=6.1707e-05) (hash(x)=12183244)
+610 train 7.775548 (lr=6.1511e-05) (hash(x)=12682752)
+611 train 7.789057 (lr=6.1315e-05) (hash(x)=12816359)
+612 train 7.724688 (lr=6.1119e-05) (hash(x)=11628021)
+613 train 7.608067 (lr=6.0923e-05) (hash(x)=11408330)
+614 train 7.690547 (lr=6.0726e-05) (hash(x)=12901064)
+615 train 7.664282 (lr=6.0530e-05) (hash(x)=10162896)
+616 train 7.771249 (lr=6.0333e-05) (hash(x)=12416355)
+617 train 7.967935 (lr=6.0137e-05) (hash(x)=12904775)
+618 train 7.677318 (lr=5.9940e-05) (hash(x)=12697259)
+619 train 7.526679 (lr=5.9743e-05) (hash(x)=12041552)
+620 train 7.566912 (lr=5.9546e-05) (hash(x)=13429059)
+621 train 7.607207 (lr=5.9349e-05) (hash(x)=14176315)
+622 train 7.575527 (lr=5.9152e-05) (hash(x)=11386804)
+623 train 7.461130 (lr=5.8955e-05) (hash(x)=10256290)
+624 train 7.603558 (lr=5.8758e-05) (hash(x)=11669288)
+625 train 7.792837 (lr=5.8560e-05) (hash(x)=12287950)
+626 train 7.494392 (lr=5.8363e-05) (hash(x)=12384271)
+627 train 7.669680 (lr=5.8165e-05) (hash(x)=14312559)
+628 train 7.547470 (lr=5.7968e-05) (hash(x)=13864960)
+629 train 7.667377 (lr=5.7770e-05) (hash(x)=10078167)
+630 train 7.628721 (lr=5.7573e-05) (hash(x)=14121709)
+631 train 7.439117 (lr=5.7375e-05) (hash(x)=11443472)
+632 train 7.699893 (lr=5.7177e-05) (hash(x)=11816027)
+633 train 7.556986 (lr=5.6979e-05) (hash(x)=11630498)
+634 train 7.787597 (lr=5.6782e-05) (hash(x)=12453204)
+635 train 7.517763 (lr=5.6584e-05) (hash(x)=10480150)
+636 train 7.636683 (lr=5.6386e-05) (hash(x)=10854685)
+637 train 7.687005 (lr=5.6188e-05) (hash(x)=13365961)
+638 train 7.899031 (lr=5.5990e-05) (hash(x)=13227220)
+639 train 7.773348 (lr=5.5792e-05) (hash(x)=13927238)
+640 train 7.611150 (lr=5.5594e-05) (hash(x)=11183563)
+641 train 7.783179 (lr=5.5396e-05) (hash(x)=12661142)
+642 train 7.517184 (lr=5.5198e-05) (hash(x)=12116909)
+643 train 7.921080 (lr=5.5000e-05) (hash(x)=16448258)
+644 train 8.133081 (lr=5.4802e-05) (hash(x)=11230472)
+645 train 7.722316 (lr=5.4604e-05) (hash(x)=12689745)
+646 train 7.883445 (lr=5.4406e-05) (hash(x)=12535866)
+647 train 7.391381 (lr=5.4208e-05) (hash(x)=10701487)
+648 train 7.593962 (lr=5.4010e-05) (hash(x)=12572372)
+649 train 8.168662 (lr=5.3812e-05) (hash(x)=13938367)
+650 val loss 7.5947
+650 val perplexity 1987.6559
+650 train 7.793624 (lr=5.3614e-05) (hash(x)=15954548)
+651 train 7.903073 (lr=5.3416e-05) (hash(x)=13034568)
+652 train 7.756711 (lr=5.3218e-05) (hash(x)=17184553)
+653 train 7.908390 (lr=5.3021e-05) (hash(x)=13398831)
+654 train 8.057072 (lr=5.2823e-05) (hash(x)=15245462)
+655 train 7.856922 (lr=5.2625e-05) (hash(x)=14575913)
+656 train 7.646807 (lr=5.2427e-05) (hash(x)=11389089)
+657 train 7.684308 (lr=5.2230e-05) (hash(x)=12121790)
+658 train 7.820537 (lr=5.2032e-05) (hash(x)=11991841)
+659 train 7.367908 (lr=5.1835e-05) (hash(x)=10875163)
+660 train 7.709812 (lr=5.1637e-05) (hash(x)=13641028)
+661 train 7.779671 (lr=5.1440e-05) (hash(x)=13782256)
+662 train 8.375802 (lr=5.1242e-05) (hash(x)=16715370)
+663 train 8.014695 (lr=5.1045e-05) (hash(x)=13744329)
+664 train 7.690497 (lr=5.0848e-05) (hash(x)=12865885)
+665 train 7.785969 (lr=5.0651e-05) (hash(x)=14443216)
+666 train 7.802867 (lr=5.0454e-05) (hash(x)=10361766)
+667 train 7.392825 (lr=5.0257e-05) (hash(x)=8860388)
+668 train 7.631924 (lr=5.0060e-05) (hash(x)=12188781)
+669 train 7.607609 (lr=4.9863e-05) (hash(x)=13546558)
+670 train 7.574569 (lr=4.9667e-05) (hash(x)=14731723)
+671 train 7.739242 (lr=4.9470e-05) (hash(x)=14097210)
+672 train 8.021310 (lr=4.9274e-05) (hash(x)=13277664)
+673 train 7.453959 (lr=4.9077e-05) (hash(x)=12154683)
+674 train 7.482224 (lr=4.8881e-05) (hash(x)=14244571)
+675 train 7.744907 (lr=4.8685e-05) (hash(x)=11088127)
+676 train 7.511981 (lr=4.8489e-05) (hash(x)=10259005)
+677 train 7.978391 (lr=4.8293e-05) (hash(x)=15853795)
+678 train 7.487537 (lr=4.8097e-05) (hash(x)=12406215)
+679 train 7.574934 (lr=4.7902e-05) (hash(x)=14363085)
+680 train 7.432519 (lr=4.7706e-05) (hash(x)=12303156)
+681 train 7.612151 (lr=4.7511e-05) (hash(x)=12144036)
+682 train 7.812609 (lr=4.7316e-05) (hash(x)=14153850)
+683 train 7.713647 (lr=4.7121e-05) (hash(x)=14133983)
+684 train 7.676874 (lr=4.6926e-05) (hash(x)=13407720)
+685 train 7.762440 (lr=4.6731e-05) (hash(x)=13632329)
+686 train 7.665123 (lr=4.6537e-05) (hash(x)=11013484)
+687 train 7.499414 (lr=4.6342e-05) (hash(x)=9539498)
+688 train 7.534472 (lr=4.6148e-05) (hash(x)=11548592)
+689 train 7.560140 (lr=4.5954e-05) (hash(x)=11883263)
+690 train 7.736515 (lr=4.5760e-05) (hash(x)=17040815)
+691 train 8.261700 (lr=4.5567e-05) (hash(x)=17793549)
+692 train 7.757318 (lr=4.5373e-05) (hash(x)=13566067)
+693 train 7.627385 (lr=4.5180e-05) (hash(x)=11871877)
+694 train 7.661992 (lr=4.4987e-05) (hash(x)=13936711)
+695 train 7.709857 (lr=4.4794e-05) (hash(x)=14163458)
+696 train 7.567407 (lr=4.4601e-05) (hash(x)=9756608)
+697 train 8.031370 (lr=4.4408e-05) (hash(x)=15049180)
+698 train 7.665815 (lr=4.4216e-05) (hash(x)=12741546)
+699 train 7.740666 (lr=4.4024e-05) (hash(x)=14609724)
+700 val loss 7.5824
+700 val perplexity 1963.3566
+700 train 7.741254 (lr=4.3832e-05) (hash(x)=13165136)
+701 train 7.501469 (lr=4.3640e-05) (hash(x)=11157433)
+702 train 7.559573 (lr=4.3449e-05) (hash(x)=10769955)
+703 train 8.064169 (lr=4.3258e-05) (hash(x)=18154448)
+704 train 8.089862 (lr=4.3067e-05) (hash(x)=11566844)
+705 train 8.106384 (lr=4.2876e-05) (hash(x)=10541575)
+706 train 7.776599 (lr=4.2685e-05) (hash(x)=13400633)
+707 train 7.658079 (lr=4.2495e-05) (hash(x)=11995482)
+708 train 7.823750 (lr=4.2305e-05) (hash(x)=12559360)
+709 train 7.596938 (lr=4.2115e-05) (hash(x)=11153006)
+710 train 8.187407 (lr=4.1925e-05) (hash(x)=14803712)
+711 train 7.964265 (lr=4.1736e-05) (hash(x)=13713689)
+712 train 7.562738 (lr=4.1547e-05) (hash(x)=12883531)
+713 train 8.095362 (lr=4.1358e-05) (hash(x)=15113554)
+714 train 7.540861 (lr=4.1170e-05) (hash(x)=11466714)
+715 train 7.542972 (lr=4.0981e-05) (hash(x)=11555030)
+716 train 7.662011 (lr=4.0793e-05) (hash(x)=11661705)
+717 train 8.009615 (lr=4.0606e-05) (hash(x)=13374040)
+718 train 7.661119 (lr=4.0418e-05) (hash(x)=11884576)
+719 train 7.596448 (lr=4.0231e-05) (hash(x)=14115772)
+720 train 7.694456 (lr=4.0044e-05) (hash(x)=14042374)
+721 train 7.784615 (lr=3.9857e-05) (hash(x)=9720467)
+722 train 7.686268 (lr=3.9671e-05) (hash(x)=13709799)
+723 train 7.590731 (lr=3.9485e-05) (hash(x)=12279208)
+724 train 7.653077 (lr=3.9299e-05) (hash(x)=12168977)
+725 train 7.460770 (lr=3.9114e-05) (hash(x)=11796701)
+726 train 7.484088 (lr=3.8929e-05) (hash(x)=12054640)
+727 train 7.535843 (lr=3.8744e-05) (hash(x)=12021395)
+728 train 7.732980 (lr=3.8560e-05) (hash(x)=11650114)
+729 train 7.455564 (lr=3.8376e-05) (hash(x)=10845152)
+730 train 7.493229 (lr=3.8192e-05) (hash(x)=10962390)
+731 train 7.687883 (lr=3.8008e-05) (hash(x)=12617648)
+732 train 7.421487 (lr=3.7825e-05) (hash(x)=9908464)
+733 train 7.455964 (lr=3.7642e-05) (hash(x)=11035304)
+734 train 7.608396 (lr=3.7460e-05) (hash(x)=11048281)
+735 train 7.387291 (lr=3.7277e-05) (hash(x)=12798942)
+736 train 7.634570 (lr=3.7096e-05) (hash(x)=11858915)
+737 train 7.680814 (lr=3.6914e-05) (hash(x)=11344910)
+738 train 7.575029 (lr=3.6733e-05) (hash(x)=11509808)
+739 train 7.683160 (lr=3.6552e-05) (hash(x)=12366544)
+740 train 7.678608 (lr=3.6372e-05) (hash(x)=11976631)
+741 train 7.469357 (lr=3.6192e-05) (hash(x)=11321027)
+742 train 7.631645 (lr=3.6012e-05) (hash(x)=11893948)
+743 train 7.329359 (lr=3.5833e-05) (hash(x)=10886073)
+744 train 7.503840 (lr=3.5654e-05) (hash(x)=9205900)
+745 train 7.510077 (lr=3.5475e-05) (hash(x)=12334480)
+746 train 7.716371 (lr=3.5297e-05) (hash(x)=13094093)
+747 train 7.741260 (lr=3.5119e-05) (hash(x)=12555076)
+748 train 7.750198 (lr=3.4942e-05) (hash(x)=14919237)
+749 train 7.665877 (lr=3.4765e-05) (hash(x)=13525646)
+750 val loss 7.5755
+750 val perplexity 1949.8712
+750 train 7.585590 (lr=3.4588e-05) (hash(x)=12350457)
+751 train 7.584790 (lr=3.4412e-05) (hash(x)=14777879)
+752 train 7.584960 (lr=3.4236e-05) (hash(x)=9165650)
+753 train 8.012780 (lr=3.4060e-05) (hash(x)=12138318)
+754 train 7.791905 (lr=3.3885e-05) (hash(x)=12066198)
+755 train 7.324716 (lr=3.3711e-05) (hash(x)=9927010)
+756 train 7.444154 (lr=3.3537e-05) (hash(x)=10963177)
+757 train 7.435044 (lr=3.3363e-05) (hash(x)=10265465)
+758 train 7.449288 (lr=3.3189e-05) (hash(x)=10012601)
+759 train 7.603426 (lr=3.3016e-05) (hash(x)=13073054)
+760 train 7.358012 (lr=3.2844e-05) (hash(x)=8375643)
+761 train 6.997710 (lr=3.2672e-05) (hash(x)=10517302)
+762 train 7.405934 (lr=3.2500e-05) (hash(x)=11617446)
+763 train 7.626057 (lr=3.2329e-05) (hash(x)=14967464)
+764 train 7.534800 (lr=3.2158e-05) (hash(x)=11293886)
+765 train 7.412302 (lr=3.1988e-05) (hash(x)=12190853)
+766 train 7.415482 (lr=3.1818e-05) (hash(x)=10723695)
+767 train 7.600772 (lr=3.1648e-05) (hash(x)=13463198)
+768 train 7.786309 (lr=3.1479e-05) (hash(x)=13293049)
+769 train 7.572845 (lr=3.1311e-05) (hash(x)=13635928)
+770 train 7.724860 (lr=3.1142e-05) (hash(x)=11492108)
+771 train 7.549083 (lr=3.0975e-05) (hash(x)=12209984)
+772 train 7.694386 (lr=3.0808e-05) (hash(x)=13817436)
+773 train 7.568054 (lr=3.0641e-05) (hash(x)=11946913)
+774 train 7.645437 (lr=3.0475e-05) (hash(x)=13760019)
+775 train 7.597554 (lr=3.0309e-05) (hash(x)=11983929)
+776 train 7.474491 (lr=3.0144e-05) (hash(x)=12740415)
+777 train 7.671687 (lr=2.9979e-05) (hash(x)=13044287)
+778 train 7.576913 (lr=2.9814e-05) (hash(x)=12306640)
+779 train 7.970211 (lr=2.9651e-05) (hash(x)=13502211)
+780 train 7.494351 (lr=2.9487e-05) (hash(x)=11651077)
+781 train 7.560380 (lr=2.9324e-05) (hash(x)=11732764)
+782 train 7.389981 (lr=2.9162e-05) (hash(x)=12023079)
+783 train 7.647940 (lr=2.9000e-05) (hash(x)=12563030)
+784 train 7.584294 (lr=2.8839e-05) (hash(x)=11093401)
+785 train 7.640553 (lr=2.8678e-05) (hash(x)=13370486)
+786 train 7.654840 (lr=2.8518e-05) (hash(x)=13064477)
+787 train 7.648440 (lr=2.8358e-05) (hash(x)=12774663)
+788 train 7.515447 (lr=2.8199e-05) (hash(x)=10977883)
+789 train 7.690089 (lr=2.8040e-05) (hash(x)=12581170)
+790 train 7.574380 (lr=2.7881e-05) (hash(x)=11710735)
+791 train 7.525580 (lr=2.7724e-05) (hash(x)=12170905)
+792 train 7.732967 (lr=2.7566e-05) (hash(x)=11984555)
+793 train 7.720396 (lr=2.7410e-05) (hash(x)=13035845)
+794 train 7.438868 (lr=2.7254e-05) (hash(x)=13998448)
+795 train 7.646195 (lr=2.7098e-05) (hash(x)=13348784)
+796 train 7.551514 (lr=2.6943e-05) (hash(x)=11535637)
+797 train 7.519851 (lr=2.6788e-05) (hash(x)=14533849)
+798 train 7.555802 (lr=2.6634e-05) (hash(x)=12593307)
+799 train 7.871137 (lr=2.6481e-05) (hash(x)=11525433)
+800 val loss 7.5613
+800 val perplexity 1922.3682
+800 train 7.610518 (lr=2.6328e-05) (hash(x)=9198860)
+801 train 7.558916 (lr=2.6176e-05) (hash(x)=7779807)
+802 train 7.628307 (lr=2.6024e-05) (hash(x)=8327978)
+803 train 7.450967 (lr=2.5873e-05) (hash(x)=9800296)
+804 train 7.621816 (lr=2.5722e-05) (hash(x)=10408800)
+805 train 7.682235 (lr=2.5572e-05) (hash(x)=11761671)
+806 train 7.528586 (lr=2.5423e-05) (hash(x)=10137737)
+807 train 7.603443 (lr=2.5274e-05) (hash(x)=10168268)
+808 train 7.613646 (lr=2.5125e-05) (hash(x)=15372601)
+809 train 7.507771 (lr=2.4978e-05) (hash(x)=10272263)
+810 train 7.427522 (lr=2.4830e-05) (hash(x)=10560999)
+811 train 7.520030 (lr=2.4684e-05) (hash(x)=10276843)
+812 train 8.704545 (lr=2.4538e-05) (hash(x)=12452448)
+813 train 7.772923 (lr=2.4392e-05) (hash(x)=11364751)
+814 train 7.320310 (lr=2.4247e-05) (hash(x)=11485502)
+815 train 7.376126 (lr=2.4103e-05) (hash(x)=12497404)
+816 train 7.282670 (lr=2.3959e-05) (hash(x)=10013569)
+817 train 7.939144 (lr=2.3816e-05) (hash(x)=14966009)
+818 train 7.599930 (lr=2.3674e-05) (hash(x)=11562145)
+819 train 7.653254 (lr=2.3532e-05) (hash(x)=12932339)
+820 train 7.607935 (lr=2.3391e-05) (hash(x)=11563553)
+821 train 7.623580 (lr=2.3250e-05) (hash(x)=8563011)
+822 train 7.724271 (lr=2.3110e-05) (hash(x)=13409258)
+823 train 7.623437 (lr=2.2971e-05) (hash(x)=14203584)
+824 train 7.392287 (lr=2.2832e-05) (hash(x)=10360049)
+825 train 7.479532 (lr=2.2694e-05) (hash(x)=10373543)
+826 train 7.542297 (lr=2.2556e-05) (hash(x)=12645249)
+827 train 7.652062 (lr=2.2420e-05) (hash(x)=13921321)
+828 train 7.742990 (lr=2.2283e-05) (hash(x)=10868669)
+829 train 7.448482 (lr=2.2148e-05) (hash(x)=12997326)
+830 train 7.783127 (lr=2.2013e-05) (hash(x)=13553993)
+831 train 7.581386 (lr=2.1878e-05) (hash(x)=10946961)
+832 train 7.511065 (lr=2.1745e-05) (hash(x)=13714094)
+833 train 7.858049 (lr=2.1612e-05) (hash(x)=11317673)
+834 train 7.773939 (lr=2.1479e-05) (hash(x)=11555387)
+835 train 7.769975 (lr=2.1347e-05) (hash(x)=12168723)
+836 train 7.810711 (lr=2.1216e-05) (hash(x)=11310063)
+837 train 7.583141 (lr=2.1086e-05) (hash(x)=11165585)
+838 train 7.461092 (lr=2.0956e-05) (hash(x)=10049422)
+839 train 7.471561 (lr=2.0827e-05) (hash(x)=10942254)
+840 train 7.629329 (lr=2.0698e-05) (hash(x)=12383062)
+841 train 7.567740 (lr=2.0570e-05) (hash(x)=12927776)
+842 train 7.873129 (lr=2.0443e-05) (hash(x)=12835199)
+843 train 8.062815 (lr=2.0317e-05) (hash(x)=10371632)
+844 train 7.927230 (lr=2.0191e-05) (hash(x)=15118958)
+845 train 8.009559 (lr=2.0066e-05) (hash(x)=12057844)
+846 train 7.538574 (lr=1.9941e-05) (hash(x)=12276438)
+847 train 7.912656 (lr=1.9818e-05) (hash(x)=16703203)
+848 train 7.581523 (lr=1.9694e-05) (hash(x)=12033983)
+849 train 7.580794 (lr=1.9572e-05) (hash(x)=12424204)
+850 val loss 7.5538
+850 val perplexity 1907.9677
+850 train 7.544832 (lr=1.9450e-05) (hash(x)=11830025)
+851 train 7.934174 (lr=1.9329e-05) (hash(x)=17013185)
+852 train 7.935362 (lr=1.9209e-05) (hash(x)=16760833)
+853 train 7.814120 (lr=1.9089e-05) (hash(x)=11881739)
+854 train 7.776320 (lr=1.8970e-05) (hash(x)=13649855)
+855 train 7.584765 (lr=1.8852e-05) (hash(x)=15000294)
+856 train 7.529850 (lr=1.8734e-05) (hash(x)=11412424)
+857 train 7.583403 (lr=1.8618e-05) (hash(x)=13008387)
+858 train 7.533602 (lr=1.8501e-05) (hash(x)=10899640)
+859 train 7.394091 (lr=1.8386e-05) (hash(x)=10834161)
+860 train 7.330706 (lr=1.8271e-05) (hash(x)=10472237)
+861 train 7.881645 (lr=1.8157e-05) (hash(x)=15743796)
+862 train 7.685043 (lr=1.8044e-05) (hash(x)=10842000)
+863 train 7.650133 (lr=1.7931e-05) (hash(x)=14862449)
+864 train 8.134257 (lr=1.7819e-05) (hash(x)=15511051)
+865 train 7.464056 (lr=1.7708e-05) (hash(x)=11257626)
+866 train 8.021695 (lr=1.7598e-05) (hash(x)=17810791)
+867 train 7.438634 (lr=1.7488e-05) (hash(x)=10386532)
+868 train 7.328322 (lr=1.7379e-05) (hash(x)=12466709)
+869 train 7.500387 (lr=1.7271e-05) (hash(x)=11765736)
+870 train 7.822093 (lr=1.7163e-05) (hash(x)=12448217)
+871 train 7.550396 (lr=1.7056e-05) (hash(x)=13806874)
+872 train 7.690389 (lr=1.6950e-05) (hash(x)=12238204)
+873 train 7.580042 (lr=1.6845e-05) (hash(x)=12702206)
+874 train 7.738585 (lr=1.6740e-05) (hash(x)=13884223)
+875 train 7.543190 (lr=1.6636e-05) (hash(x)=12733894)
+876 train 7.744803 (lr=1.6533e-05) (hash(x)=7848745)
+877 train 7.860775 (lr=1.6431e-05) (hash(x)=13860937)
+878 train 8.041671 (lr=1.6329e-05) (hash(x)=14870569)
+879 train 7.687901 (lr=1.6228e-05) (hash(x)=12259111)
+880 train 7.526224 (lr=1.6128e-05) (hash(x)=12747643)
+881 train 7.656184 (lr=1.6029e-05) (hash(x)=14710730)
+882 train 7.621186 (lr=1.5930e-05) (hash(x)=12185557)
+883 train 7.564676 (lr=1.5832e-05) (hash(x)=10003332)
+884 train 7.367582 (lr=1.5735e-05) (hash(x)=8591840)
+885 train 7.677679 (lr=1.5639e-05) (hash(x)=13675590)
+886 train 7.114809 (lr=1.5543e-05) (hash(x)=11265029)
+887 train 7.531140 (lr=1.5449e-05) (hash(x)=11837867)
+888 train 8.008759 (lr=1.5354e-05) (hash(x)=11888580)
+889 train 7.831285 (lr=1.5261e-05) (hash(x)=11296484)
+890 train 7.545902 (lr=1.5169e-05) (hash(x)=12991870)
+891 train 7.697248 (lr=1.5077e-05) (hash(x)=13840537)
+892 train 7.444850 (lr=1.4986e-05) (hash(x)=12800791)
+893 train 7.766712 (lr=1.4896e-05) (hash(x)=14920737)
+894 train 7.689218 (lr=1.4806e-05) (hash(x)=13950257)
+895 train 7.486090 (lr=1.4718e-05) (hash(x)=12159808)
+896 train 7.696806 (lr=1.4630e-05) (hash(x)=12734109)
+897 train 7.461656 (lr=1.4543e-05) (hash(x)=9163004)
+898 train 7.511126 (lr=1.4456e-05) (hash(x)=11771048)
+899 train 7.730757 (lr=1.4371e-05) (hash(x)=13797226)
+900 val loss 7.5447
+900 val perplexity 1890.6975
+900 train 7.621592 (lr=1.4286e-05) (hash(x)=12813851)
+901 train 7.536583 (lr=1.4202e-05) (hash(x)=10204611)
+902 train 7.650610 (lr=1.4119e-05) (hash(x)=11849134)
+903 train 7.673443 (lr=1.4037e-05) (hash(x)=12372219)
+904 train 7.685614 (lr=1.3955e-05) (hash(x)=14633473)
+905 train 7.548129 (lr=1.3874e-05) (hash(x)=12434908)
+906 train 7.743475 (lr=1.3794e-05) (hash(x)=11743620)
+907 train 7.475213 (lr=1.3715e-05) (hash(x)=11371435)
+908 train 7.647787 (lr=1.3637e-05) (hash(x)=12483864)
+909 train 7.654312 (lr=1.3559e-05) (hash(x)=13523826)
+910 train 7.522507 (lr=1.3482e-05) (hash(x)=11575838)
+911 train 7.516685 (lr=1.3407e-05) (hash(x)=10910611)
+912 train 7.472122 (lr=1.3331e-05) (hash(x)=10322819)
+913 train 7.521118 (lr=1.3257e-05) (hash(x)=12905087)
+914 train 7.734788 (lr=1.3183e-05) (hash(x)=11755845)
+915 train 7.798567 (lr=1.3111e-05) (hash(x)=10985712)
+916 train 7.369901 (lr=1.3039e-05) (hash(x)=10264591)
+917 train 7.802237 (lr=1.2968e-05) (hash(x)=13245256)
+918 train 7.540447 (lr=1.2897e-05) (hash(x)=13080408)
+919 train 7.579133 (lr=1.2828e-05) (hash(x)=12509276)
+920 train 7.529182 (lr=1.2759e-05) (hash(x)=12427196)
+921 train 7.620004 (lr=1.2691e-05) (hash(x)=13538047)
+922 train 7.714370 (lr=1.2624e-05) (hash(x)=16129945)
+923 train 7.934924 (lr=1.2558e-05) (hash(x)=12953787)
+924 train 7.636042 (lr=1.2493e-05) (hash(x)=9473654)
+925 train 7.569048 (lr=1.2428e-05) (hash(x)=9468319)
+926 train 7.643005 (lr=1.2364e-05) (hash(x)=13193021)
+927 train 7.742980 (lr=1.2301e-05) (hash(x)=12720900)
+928 train 7.486856 (lr=1.2239e-05) (hash(x)=10634942)
+929 train 7.451910 (lr=1.2178e-05) (hash(x)=12030112)
+930 train 7.553452 (lr=1.2118e-05) (hash(x)=12212081)
+931 train 7.460938 (lr=1.2058e-05) (hash(x)=16075757)
+932 train 8.233881 (lr=1.1999e-05) (hash(x)=16126508)
+933 train 7.312922 (lr=1.1941e-05) (hash(x)=11540359)
+934 train 7.563043 (lr=1.1884e-05) (hash(x)=13428693)
+935 train 7.767107 (lr=1.1828e-05) (hash(x)=14048369)
+936 train 7.872973 (lr=1.1772e-05) (hash(x)=12554502)
+937 train 7.769233 (lr=1.1718e-05) (hash(x)=12961504)
+938 train 7.951363 (lr=1.1664e-05) (hash(x)=12343533)
+939 train 7.832977 (lr=1.1611e-05) (hash(x)=12602604)
+940 train 7.659280 (lr=1.1559e-05) (hash(x)=11612970)
+941 train 7.831597 (lr=1.1508e-05) (hash(x)=14173792)
+942 train 7.998806 (lr=1.1457e-05) (hash(x)=15456213)
+943 train 7.485168 (lr=1.1408e-05) (hash(x)=11552959)
+944 train 7.515705 (lr=1.1359e-05) (hash(x)=9453679)
+945 train 7.647860 (lr=1.1311e-05) (hash(x)=11986216)
+946 train 7.558979 (lr=1.1264e-05) (hash(x)=11356627)
+947 train 7.807800 (lr=1.1218e-05) (hash(x)=9890481)
+948 train 7.501633 (lr=1.1173e-05) (hash(x)=11347234)
+949 train 7.432828 (lr=1.1128e-05) (hash(x)=13052540)
+950 val loss 7.5433
+950 val perplexity 1887.9705
+950 train 7.445033 (lr=1.1085e-05) (hash(x)=13065639)
+951 train 7.709283 (lr=1.1042e-05) (hash(x)=13423367)
+952 train 7.606824 (lr=1.1000e-05) (hash(x)=13054517)
+953 train 7.598430 (lr=1.0959e-05) (hash(x)=12494434)
+954 train 7.405973 (lr=1.0919e-05) (hash(x)=12496694)
+955 train 7.411688 (lr=1.0879e-05) (hash(x)=11555634)
+956 train 7.428921 (lr=1.0841e-05) (hash(x)=10983636)
+957 train 7.855441 (lr=1.0803e-05) (hash(x)=17108448)
+958 train 8.344284 (lr=1.0766e-05) (hash(x)=15985570)
+959 train 8.328481 (lr=1.0730e-05) (hash(x)=14914789)
+960 train 8.285243 (lr=1.0695e-05) (hash(x)=13097897)
+961 train 8.310488 (lr=1.0661e-05) (hash(x)=16237319)
+962 train 8.252663 (lr=1.0628e-05) (hash(x)=16105534)
+963 train 8.302642 (lr=1.0595e-05) (hash(x)=16763637)
+964 train 8.251900 (lr=1.0563e-05) (hash(x)=16598501)
+965 train 8.279643 (lr=1.0533e-05) (hash(x)=15222896)
+966 train 8.301451 (lr=1.0503e-05) (hash(x)=14919621)
+967 train 8.366073 (lr=1.0474e-05) (hash(x)=15783017)
+968 train 8.255242 (lr=1.0445e-05) (hash(x)=15370617)
+969 train 8.472473 (lr=1.0418e-05) (hash(x)=17102921)
+970 train 8.245502 (lr=1.0391e-05) (hash(x)=15358790)
+971 train 8.435727 (lr=1.0366e-05) (hash(x)=16354494)
+972 train 8.313684 (lr=1.0341e-05) (hash(x)=13580270)
+973 train 7.656308 (lr=1.0317e-05) (hash(x)=14615340)
+974 train 7.627219 (lr=1.0294e-05) (hash(x)=12022804)
+975 train 7.756118 (lr=1.0272e-05) (hash(x)=13512761)
+976 train 8.073447 (lr=1.0251e-05) (hash(x)=16681653)
+977 train 7.654963 (lr=1.0230e-05) (hash(x)=10750782)
+978 train 7.595737 (lr=1.0211e-05) (hash(x)=12643825)
+979 train 7.448093 (lr=1.0192e-05) (hash(x)=13751537)
+980 train 7.640579 (lr=1.0174e-05) (hash(x)=12575386)
+981 train 7.570357 (lr=1.0157e-05) (hash(x)=12343566)
+982 train 7.574430 (lr=1.0141e-05) (hash(x)=11685246)
+983 train 7.486073 (lr=1.0126e-05) (hash(x)=13830852)
+984 train 7.794157 (lr=1.0111e-05) (hash(x)=11998502)
+985 train 7.478005 (lr=1.0098e-05) (hash(x)=11170832)
+986 train 7.504237 (lr=1.0085e-05) (hash(x)=11482404)
+987 train 7.663180 (lr=1.0074e-05) (hash(x)=14841133)
+988 train 7.762995 (lr=1.0063e-05) (hash(x)=14960072)
+989 train 7.690414 (lr=1.0053e-05) (hash(x)=13683107)
+990 train 7.643292 (lr=1.0044e-05) (hash(x)=11884964)
+991 train 7.709462 (lr=1.0035e-05) (hash(x)=11832803)
+992 train 7.442004 (lr=1.0028e-05) (hash(x)=11624359)
+993 train 7.522249 (lr=1.0021e-05) (hash(x)=11362245)
+994 train 7.657452 (lr=1.0016e-05) (hash(x)=13335953)
+995 train 11.158754 (lr=1.0011e-05) (hash(x)=27572323)
+996 train 12.319499 (lr=1.0007e-05) (hash(x)=30981287)
+997 train 12.357571 (lr=1.0004e-05) (hash(x)=36479466)
+998 train 12.973638 (lr=1.0002e-05) (hash(x)=34231765)
+999 val loss 7.5451
+999 val perplexity 1891.5271
+999 train 11.723103 (lr=1.0000e-05) (hash(x)=31819669)

lr1e-4_total_batch_size10240_seq_len256/model_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1c469f9b61c16a206b7127baa20b7b7ee1e18734f0f62519e00180083f5b5cb
+size 38587970

lr1e-4_total_batch_size10240_seq_len256/optimizer_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7c441404356a5824c1db7af6d4f667edacb0a9e5062b96e21da4957e56c8eab5
+size 70895430