Upload folder using huggingface_hub

lr8e-4_total_batch_size20480_seq_len128/args.json

@@ -0,0 +1 @@
+{"hellaswag": true, "attention_kind": "selective", "log_dir": "proxy_model_sweep_2/lr8e-4_total_batch_size20480_seq_len128", "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_2", "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": 128, "batch_size": null, "total_batch_size": 20480, "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": 0.0008, "decay_lr": true, "readout_zero_init": false, "query_zero_init": false, "l1_loss": false, "debugpy": false, "n_embd": 128}

lr8e-4_total_batch_size20480_seq_len128/dataloader_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8513131d2bf732f8f6d97ff82d32c505b2a2f3f9f2247bac315bb09ce0e1f97
+size 964

lr8e-4_total_batch_size20480_seq_len128/log2.txt

@@ -0,0 +1,1043 @@
+max_steps: 1000
+0 val loss 11.6870
+0 val perplexity 119016.5000
+0 train 11.700421 (lr=2.7972e-06) (hash(x)=5113283)
+1 train 11.681684 (lr=5.5944e-06) (hash(x)=5534142)
+2 train 11.678484 (lr=8.3916e-06) (hash(x)=6763231)
+3 train 11.641376 (lr=1.1189e-05) (hash(x)=6328012)
+4 train 11.611877 (lr=1.3986e-05) (hash(x)=7052161)
+5 train 11.566850 (lr=1.6783e-05) (hash(x)=5556098)
+6 train 11.518194 (lr=1.9580e-05) (hash(x)=4696943)
+7 train 11.435740 (lr=2.2378e-05) (hash(x)=6219138)
+8 train 11.353488 (lr=2.5175e-05) (hash(x)=6049878)
+9 train 11.301502 (lr=2.7972e-05) (hash(x)=5491972)
+10 train 11.206249 (lr=3.0769e-05) (hash(x)=8075458)
+11 train 11.080152 (lr=3.3566e-05) (hash(x)=5917741)
+12 train 11.015227 (lr=3.6364e-05) (hash(x)=5750403)
+13 train 10.945143 (lr=3.9161e-05) (hash(x)=6112458)
+14 train 10.858475 (lr=4.1958e-05) (hash(x)=5806490)
+15 train 10.748863 (lr=4.4755e-05) (hash(x)=6568379)
+16 train 10.646448 (lr=4.7552e-05) (hash(x)=7212403)
+17 train 10.580310 (lr=5.0350e-05) (hash(x)=7386082)
+18 train 10.544984 (lr=5.3147e-05) (hash(x)=6359743)
+19 train 10.486224 (lr=5.5944e-05) (hash(x)=6151674)
+20 train 10.478385 (lr=5.8741e-05) (hash(x)=7168704)
+21 train 10.442904 (lr=6.1538e-05) (hash(x)=7859060)
+22 train 10.375811 (lr=6.4336e-05) (hash(x)=6976239)
+23 train 10.381527 (lr=6.7133e-05) (hash(x)=6391506)
+24 train 10.379046 (lr=6.9930e-05) (hash(x)=5245999)
+25 train 10.336301 (lr=7.2727e-05) (hash(x)=5985675)
+26 train 10.250107 (lr=7.5524e-05) (hash(x)=4355733)
+27 train 10.433285 (lr=7.8322e-05) (hash(x)=6984772)
+28 train 10.267898 (lr=8.1119e-05) (hash(x)=6244096)
+29 train 10.289906 (lr=8.3916e-05) (hash(x)=6603717)
+30 train 10.189299 (lr=8.6713e-05) (hash(x)=5669522)
+31 train 10.165399 (lr=8.9510e-05) (hash(x)=6190579)
+32 train 10.219600 (lr=9.2308e-05) (hash(x)=4912983)
+33 train 10.084324 (lr=9.5105e-05) (hash(x)=7276303)
+34 train 10.141816 (lr=9.7902e-05) (hash(x)=5479947)
+35 train 10.234128 (lr=1.0070e-04) (hash(x)=6630378)
+36 train 10.146675 (lr=1.0350e-04) (hash(x)=8097010)
+37 train 10.198082 (lr=1.0629e-04) (hash(x)=9989744)
+38 train 10.058139 (lr=1.0909e-04) (hash(x)=6694932)
+39 train 9.965734 (lr=1.1189e-04) (hash(x)=6317894)
+40 train 9.854935 (lr=1.1469e-04) (hash(x)=5046327)
+41 train 9.911474 (lr=1.1748e-04) (hash(x)=7947703)
+42 train 9.749743 (lr=1.2028e-04) (hash(x)=5916068)
+43 train 9.834318 (lr=1.2308e-04) (hash(x)=5777498)
+44 train 9.737040 (lr=1.2587e-04) (hash(x)=5753092)
+45 train 9.698650 (lr=1.2867e-04) (hash(x)=7723226)
+46 train 9.652713 (lr=1.3147e-04) (hash(x)=7007016)
+47 train 9.553020 (lr=1.3427e-04) (hash(x)=6491229)
+48 train 9.561281 (lr=1.3706e-04) (hash(x)=6390752)
+49 train 9.660604 (lr=1.3986e-04) (hash(x)=6019389)
+50 val loss 9.4925
+50 val perplexity 13259.3516
+50 train 9.492965 (lr=1.4266e-04) (hash(x)=7662067)
+51 train 9.459835 (lr=1.4545e-04) (hash(x)=4648609)
+52 train 9.352439 (lr=1.4825e-04) (hash(x)=4725966)
+53 train 9.276791 (lr=1.5105e-04) (hash(x)=5558355)
+54 train 9.295496 (lr=1.5385e-04) (hash(x)=6524933)
+55 train 9.215850 (lr=1.5664e-04) (hash(x)=6369326)
+56 train 9.152513 (lr=1.5944e-04) (hash(x)=6022625)
+57 train 9.048554 (lr=1.6224e-04) (hash(x)=4906853)
+58 train 8.830503 (lr=1.6503e-04) (hash(x)=5589269)
+59 train 8.943124 (lr=1.6783e-04) (hash(x)=6437376)
+60 train 8.991794 (lr=1.7063e-04) (hash(x)=7304892)
+61 train 8.924947 (lr=1.7343e-04) (hash(x)=7084093)
+62 train 8.917912 (lr=1.7622e-04) (hash(x)=5908178)
+63 train 8.676782 (lr=1.7902e-04) (hash(x)=7048804)
+64 train 8.735821 (lr=1.8182e-04) (hash(x)=6085549)
+65 train 8.755760 (lr=1.8462e-04) (hash(x)=5752594)
+66 train 8.520637 (lr=1.8741e-04) (hash(x)=7662769)
+67 train 8.382345 (lr=1.9021e-04) (hash(x)=6393520)
+68 train 8.623681 (lr=1.9301e-04) (hash(x)=5942867)
+69 train 8.613140 (lr=1.9580e-04) (hash(x)=6793550)
+70 train 8.412848 (lr=1.9860e-04) (hash(x)=7105976)
+71 train 8.442006 (lr=2.0140e-04) (hash(x)=6581348)
+72 train 8.330273 (lr=2.0420e-04) (hash(x)=5555598)
+73 train 8.318186 (lr=2.0699e-04) (hash(x)=6235837)
+74 train 8.239014 (lr=2.0979e-04) (hash(x)=5591770)
+75 train 8.499212 (lr=2.1259e-04) (hash(x)=7083021)
+76 train 8.323892 (lr=2.1538e-04) (hash(x)=7281348)
+77 train 8.397629 (lr=2.1818e-04) (hash(x)=6155821)
+78 train 8.195867 (lr=2.2098e-04) (hash(x)=5736241)
+79 train 8.115394 (lr=2.2378e-04) (hash(x)=5657123)
+80 train 8.125010 (lr=2.2657e-04) (hash(x)=6452095)
+81 train 8.013991 (lr=2.2937e-04) (hash(x)=5312267)
+82 train 7.805916 (lr=2.3217e-04) (hash(x)=5434493)
+83 train 8.116276 (lr=2.3497e-04) (hash(x)=6830813)
+84 train 7.874906 (lr=2.3776e-04) (hash(x)=4752771)
+85 train 8.060129 (lr=2.4056e-04) (hash(x)=6424933)
+86 train 7.990145 (lr=2.4336e-04) (hash(x)=5786517)
+87 train 8.072040 (lr=2.4615e-04) (hash(x)=6680023)
+88 train 8.003986 (lr=2.4895e-04) (hash(x)=6474729)
+89 train 7.989612 (lr=2.5175e-04) (hash(x)=7523279)
+90 train 7.787131 (lr=2.5455e-04) (hash(x)=5508768)
+91 train 8.018957 (lr=2.5734e-04) (hash(x)=6635925)
+92 train 7.863836 (lr=2.6014e-04) (hash(x)=6663801)
+93 train 7.837631 (lr=2.6294e-04) (hash(x)=5869441)
+94 train 7.926920 (lr=2.6573e-04) (hash(x)=6698878)
+95 train 7.816452 (lr=2.6853e-04) (hash(x)=6349004)
+96 train 7.832438 (lr=2.7133e-04) (hash(x)=4986137)
+97 train 7.609951 (lr=2.7413e-04) (hash(x)=6008454)
+98 train 7.686372 (lr=2.7692e-04) (hash(x)=6550770)
+99 train 7.867159 (lr=2.7972e-04) (hash(x)=7682741)
+100 val loss 7.7968
+100 val perplexity 2432.7375
+100 train 7.915645 (lr=2.8252e-04) (hash(x)=7892158)
+101 train 7.765061 (lr=2.8531e-04) (hash(x)=7794028)
+102 train 7.765311 (lr=2.8811e-04) (hash(x)=7093523)
+103 train 7.833509 (lr=2.9091e-04) (hash(x)=6166062)
+104 train 7.775701 (lr=2.9371e-04) (hash(x)=6645781)
+105 train 7.729744 (lr=2.9650e-04) (hash(x)=4811192)
+106 train 7.647799 (lr=2.9930e-04) (hash(x)=5970866)
+107 train 7.664854 (lr=3.0210e-04) (hash(x)=7822680)
+108 train 7.642365 (lr=3.0490e-04) (hash(x)=6317317)
+109 train 7.768034 (lr=3.0769e-04) (hash(x)=6431409)
+110 train 7.770483 (lr=3.1049e-04) (hash(x)=6653337)
+111 train 7.728636 (lr=3.1329e-04) (hash(x)=5323032)
+112 train 7.606389 (lr=3.1608e-04) (hash(x)=5125339)
+113 train 7.523371 (lr=3.1888e-04) (hash(x)=7363286)
+114 train 7.965549 (lr=3.2168e-04) (hash(x)=7670050)
+115 train 7.700939 (lr=3.2448e-04) (hash(x)=5616075)
+116 train 7.764788 (lr=3.2727e-04) (hash(x)=6593764)
+117 train 7.843567 (lr=3.3007e-04) (hash(x)=5672608)
+118 train 7.682357 (lr=3.3287e-04) (hash(x)=6828653)
+119 train 7.665688 (lr=3.3566e-04) (hash(x)=6839867)
+120 train 7.816647 (lr=3.3846e-04) (hash(x)=8426992)
+121 train 7.461337 (lr=3.4126e-04) (hash(x)=4916928)
+122 train 7.665308 (lr=3.4406e-04) (hash(x)=6484050)
+123 train 7.777134 (lr=3.4685e-04) (hash(x)=8353379)
+124 train 7.697796 (lr=3.4965e-04) (hash(x)=6552510)
+125 train 7.674901 (lr=3.5245e-04) (hash(x)=4838871)
+126 train 7.445438 (lr=3.5524e-04) (hash(x)=3021697)
+127 train 7.590216 (lr=3.5804e-04) (hash(x)=6795665)
+128 train 7.591175 (lr=3.6084e-04) (hash(x)=5486935)
+129 train 7.780981 (lr=3.6364e-04) (hash(x)=6678038)
+130 train 7.820096 (lr=3.6643e-04) (hash(x)=6657714)
+131 train 7.696929 (lr=3.6923e-04) (hash(x)=6112215)
+132 train 7.743428 (lr=3.7203e-04) (hash(x)=8353143)
+133 train 7.805314 (lr=3.7483e-04) (hash(x)=5915361)
+134 train 7.683172 (lr=3.7762e-04) (hash(x)=6254885)
+135 train 7.697731 (lr=3.8042e-04) (hash(x)=5771588)
+136 train 7.677138 (lr=3.8322e-04) (hash(x)=5561507)
+137 train 7.603652 (lr=3.8601e-04) (hash(x)=5688829)
+138 train 7.632978 (lr=3.8881e-04) (hash(x)=5371951)
+139 train 7.792481 (lr=3.9161e-04) (hash(x)=5443305)
+140 train 7.744305 (lr=3.9441e-04) (hash(x)=5016757)
+141 train 7.765686 (lr=3.9720e-04) (hash(x)=6901933)
+142 train 7.733579 (lr=4.0000e-04) (hash(x)=6019085)
+143 train 7.565797 (lr=4.0280e-04) (hash(x)=4294425)
+144 train 7.669558 (lr=4.0559e-04) (hash(x)=6095229)
+145 train 7.480578 (lr=4.0839e-04) (hash(x)=4363941)
+146 train 7.574804 (lr=4.1119e-04) (hash(x)=4693798)
+147 train 8.153797 (lr=4.1399e-04) (hash(x)=5486335)
+148 train 7.948503 (lr=4.1678e-04) (hash(x)=7907450)
+149 train 7.767869 (lr=4.1958e-04) (hash(x)=7295165)
+150 val loss 7.6513
+150 val perplexity 2103.3701
+150 train 7.700344 (lr=4.2238e-04) (hash(x)=6814026)
+151 train 7.770445 (lr=4.2517e-04) (hash(x)=6267424)
+152 train 7.812463 (lr=4.2797e-04) (hash(x)=8086437)
+153 train 7.858822 (lr=4.3077e-04) (hash(x)=5270452)
+154 train 7.677064 (lr=4.3357e-04) (hash(x)=6420820)
+155 train 7.609263 (lr=4.3636e-04) (hash(x)=6305297)
+156 train 7.735531 (lr=4.3916e-04) (hash(x)=7889849)
+157 train 8.107779 (lr=4.4196e-04) (hash(x)=6040077)
+158 train 8.103155 (lr=4.4476e-04) (hash(x)=5652497)
+159 train 7.694250 (lr=4.4755e-04) (hash(x)=7130251)
+160 train 7.556124 (lr=4.5035e-04) (hash(x)=6610177)
+161 train 7.611662 (lr=4.5315e-04) (hash(x)=6508350)
+162 train 7.772374 (lr=4.5594e-04) (hash(x)=6994983)
+163 train 7.710647 (lr=4.5874e-04) (hash(x)=5859576)
+164 train 7.285665 (lr=4.6154e-04) (hash(x)=5487065)
+165 train 7.530921 (lr=4.6434e-04) (hash(x)=4892065)
+166 train 7.420722 (lr=4.6713e-04) (hash(x)=4933674)
+167 train 7.683956 (lr=4.6993e-04) (hash(x)=7317289)
+168 train 7.797112 (lr=4.7273e-04) (hash(x)=6811522)
+169 train 7.626160 (lr=4.7552e-04) (hash(x)=5510218)
+170 train 7.779285 (lr=4.7832e-04) (hash(x)=7304235)
+171 train 7.927741 (lr=4.8112e-04) (hash(x)=6752265)
+172 train 7.617755 (lr=4.8392e-04) (hash(x)=5994476)
+173 train 7.577454 (lr=4.8671e-04) (hash(x)=6530867)
+174 train 7.695047 (lr=4.8951e-04) (hash(x)=5746260)
+175 train 7.642545 (lr=4.9231e-04) (hash(x)=5790078)
+176 train 7.674311 (lr=4.9510e-04) (hash(x)=6430135)
+177 train 7.739342 (lr=4.9790e-04) (hash(x)=7614023)
+178 train 7.735826 (lr=5.0070e-04) (hash(x)=5244861)
+179 train 7.711168 (lr=5.0350e-04) (hash(x)=5245146)
+180 train 7.591269 (lr=5.0629e-04) (hash(x)=6415565)
+181 train 7.634667 (lr=5.0909e-04) (hash(x)=5786972)
+182 train 7.662610 (lr=5.1189e-04) (hash(x)=6131703)
+183 train 7.680529 (lr=5.1469e-04) (hash(x)=6346459)
+184 train 7.716157 (lr=5.1748e-04) (hash(x)=6504131)
+185 train 7.715413 (lr=5.2028e-04) (hash(x)=5209234)
+186 train 7.617397 (lr=5.2308e-04) (hash(x)=6163272)
+187 train 7.621024 (lr=5.2587e-04) (hash(x)=5676768)
+188 train 7.687356 (lr=5.2867e-04) (hash(x)=6090561)
+189 train 7.834733 (lr=5.3147e-04) (hash(x)=5863092)
+190 train 7.731881 (lr=5.3427e-04) (hash(x)=7201312)
+191 train 7.812061 (lr=5.3706e-04) (hash(x)=7019489)
+192 train 7.575806 (lr=5.3986e-04) (hash(x)=6225608)
+193 train 7.668107 (lr=5.4266e-04) (hash(x)=5483019)
+194 train 7.598811 (lr=5.4545e-04) (hash(x)=5903258)
+195 train 7.643778 (lr=5.4825e-04) (hash(x)=5968716)
+196 train 7.647646 (lr=5.5105e-04) (hash(x)=5778017)
+197 train 7.360246 (lr=5.5385e-04) (hash(x)=7780194)
+198 train 7.568745 (lr=5.5664e-04) (hash(x)=6140998)
+199 train 7.570322 (lr=5.5944e-04) (hash(x)=3784321)
+200 val loss 7.5877
+200 val perplexity 1973.8446
+200 train 7.583595 (lr=5.6224e-04) (hash(x)=5860821)
+201 train 7.637559 (lr=5.6503e-04) (hash(x)=7774109)
+202 train 7.830969 (lr=5.6783e-04) (hash(x)=7997664)
+203 train 7.773515 (lr=5.7063e-04) (hash(x)=6576749)
+204 train 7.706108 (lr=5.7343e-04) (hash(x)=7266655)
+205 train 7.663565 (lr=5.7622e-04) (hash(x)=7072404)
+206 train 7.569844 (lr=5.7902e-04) (hash(x)=6626459)
+207 train 7.604104 (lr=5.8182e-04) (hash(x)=6556025)
+208 train 7.637411 (lr=5.8462e-04) (hash(x)=5942129)
+209 train 7.724604 (lr=5.8741e-04) (hash(x)=7325027)
+210 train 7.707909 (lr=5.9021e-04) (hash(x)=7322467)
+211 train 7.640356 (lr=5.9301e-04) (hash(x)=6373412)
+212 train 7.434405 (lr=5.9580e-04) (hash(x)=7332255)
+213 train 7.718988 (lr=5.9860e-04) (hash(x)=5262868)
+214 train 7.412348 (lr=6.0140e-04) (hash(x)=5688247)
+215 train 7.570026 (lr=6.0420e-04) (hash(x)=8055563)
+216 train 7.613070 (lr=6.0699e-04) (hash(x)=5352405)
+217 train 7.673370 (lr=6.0979e-04) (hash(x)=5932790)
+218 train 7.635149 (lr=6.1259e-04) (hash(x)=6249312)
+219 train 7.582789 (lr=6.1538e-04) (hash(x)=5680154)
+220 train 7.675784 (lr=6.1818e-04) (hash(x)=8156280)
+221 train 7.618041 (lr=6.2098e-04) (hash(x)=5914217)
+222 train 7.466636 (lr=6.2378e-04) (hash(x)=7120215)
+223 train 7.654107 (lr=6.2657e-04) (hash(x)=6424128)
+224 train 7.414338 (lr=6.2937e-04) (hash(x)=4390027)
+225 train 7.621014 (lr=6.3217e-04) (hash(x)=7804089)
+226 train 7.697839 (lr=6.3497e-04) (hash(x)=7130267)
+227 train 7.485427 (lr=6.3776e-04) (hash(x)=6490149)
+228 train 7.544992 (lr=6.4056e-04) (hash(x)=9276378)
+229 train 7.591858 (lr=6.4336e-04) (hash(x)=6283540)
+230 train 7.581809 (lr=6.4615e-04) (hash(x)=5781680)
+231 train 7.503127 (lr=6.4895e-04) (hash(x)=5728337)
+232 train 7.481125 (lr=6.5175e-04) (hash(x)=6278202)
+233 train 7.564575 (lr=6.5455e-04) (hash(x)=7400272)
+234 train 7.560659 (lr=6.5734e-04) (hash(x)=5795128)
+235 train 7.514776 (lr=6.6014e-04) (hash(x)=6473432)
+236 train 7.523838 (lr=6.6294e-04) (hash(x)=5201502)
+237 train 7.765454 (lr=6.6573e-04) (hash(x)=6922646)
+238 train 7.456151 (lr=6.6853e-04) (hash(x)=5484641)
+239 train 7.523126 (lr=6.7133e-04) (hash(x)=7277141)
+240 train 7.531984 (lr=6.7413e-04) (hash(x)=5604614)
+241 train 7.585181 (lr=6.7692e-04) (hash(x)=7443124)
+242 train 7.595470 (lr=6.7972e-04) (hash(x)=5601968)
+243 train 7.477440 (lr=6.8252e-04) (hash(x)=5632735)
+244 train 7.481354 (lr=6.8531e-04) (hash(x)=5594810)
+245 train 7.361511 (lr=6.8811e-04) (hash(x)=5881015)
+246 train 7.486296 (lr=6.9091e-04) (hash(x)=6865361)
+247 train 7.583138 (lr=6.9371e-04) (hash(x)=5809411)
+248 train 7.565957 (lr=6.9650e-04) (hash(x)=6293025)
+249 train 7.509156 (lr=6.9930e-04) (hash(x)=7232964)
+250 val loss 7.5298
+250 val perplexity 1862.6520
+250 train 7.458787 (lr=7.0210e-04) (hash(x)=5646619)
+251 train 7.580256 (lr=7.0490e-04) (hash(x)=6171829)
+252 train 7.622648 (lr=7.0769e-04) (hash(x)=7787552)
+253 train 7.579946 (lr=7.1049e-04) (hash(x)=5884456)
+254 train 7.597624 (lr=7.1329e-04) (hash(x)=6752162)
+255 train 7.520886 (lr=7.1608e-04) (hash(x)=5077031)
+256 train 7.684924 (lr=7.1888e-04) (hash(x)=6883481)
+257 train 7.574386 (lr=7.2168e-04) (hash(x)=6248895)
+258 train 7.432758 (lr=7.2448e-04) (hash(x)=6636615)
+259 train 7.632457 (lr=7.2727e-04) (hash(x)=6918004)
+260 train 7.572240 (lr=7.3007e-04) (hash(x)=7302874)
+261 train 7.671212 (lr=7.3287e-04) (hash(x)=6482466)
+262 train 7.493440 (lr=7.3566e-04) (hash(x)=7298317)
+263 train 7.551752 (lr=7.3846e-04) (hash(x)=6588573)
+264 train 7.544188 (lr=7.4126e-04) (hash(x)=6229630)
+265 train 7.626081 (lr=7.4406e-04) (hash(x)=6136939)
+266 train 7.405597 (lr=7.4685e-04) (hash(x)=6394645)
+267 train 7.617774 (lr=7.4965e-04) (hash(x)=7040157)
+268 train 7.668215 (lr=7.5245e-04) (hash(x)=7041858)
+269 train 7.561538 (lr=7.5524e-04) (hash(x)=6455595)
+270 train 7.518384 (lr=7.5804e-04) (hash(x)=6480443)
+271 train 7.674230 (lr=7.6084e-04) (hash(x)=4122983)
+272 train 7.484338 (lr=7.6364e-04) (hash(x)=7672190)
+273 train 7.518104 (lr=7.6643e-04) (hash(x)=4724052)
+274 train 7.483405 (lr=7.6923e-04) (hash(x)=6654267)
+275 train 7.459590 (lr=7.7203e-04) (hash(x)=6820797)
+276 train 7.519829 (lr=7.7483e-04) (hash(x)=6458662)
+277 train 7.913469 (lr=7.7762e-04) (hash(x)=7477594)
+278 train 7.574753 (lr=7.8042e-04) (hash(x)=5876574)
+279 train 7.319147 (lr=7.8322e-04) (hash(x)=6146305)
+280 train 7.478566 (lr=7.8601e-04) (hash(x)=6162080)
+281 train 7.415203 (lr=7.8881e-04) (hash(x)=6814831)
+282 train 7.569870 (lr=7.9161e-04) (hash(x)=7138295)
+283 train 7.332067 (lr=7.9441e-04) (hash(x)=5548298)
+284 train 7.444189 (lr=7.9720e-04) (hash(x)=6265078)
+285 train 7.824429 (lr=8.0000e-04) (hash(x)=7609416)
+286 train 7.521755 (lr=8.0000e-04) (hash(x)=6909367)
+287 train 7.610746 (lr=8.0000e-04) (hash(x)=7574342)
+288 train 7.426715 (lr=7.9999e-04) (hash(x)=8859748)
+289 train 7.413340 (lr=7.9997e-04) (hash(x)=5906937)
+290 train 7.433335 (lr=7.9994e-04) (hash(x)=7243024)
+291 train 7.528471 (lr=7.9991e-04) (hash(x)=8013471)
+292 train 7.442040 (lr=7.9987e-04) (hash(x)=5659461)
+293 train 7.478229 (lr=7.9983e-04) (hash(x)=6146213)
+294 train 7.527931 (lr=7.9978e-04) (hash(x)=6602917)
+295 train 7.451355 (lr=7.9972e-04) (hash(x)=6709902)
+296 train 7.537931 (lr=7.9965e-04) (hash(x)=8154341)
+297 train 7.685238 (lr=7.9958e-04) (hash(x)=6402571)
+298 train 7.450487 (lr=7.9950e-04) (hash(x)=5605466)
+299 train 7.420865 (lr=7.9941e-04) (hash(x)=7683614)
+300 val loss 7.4656
+300 val perplexity 1746.8851
+300 train 7.512493 (lr=7.9932e-04) (hash(x)=5421572)
+301 train 7.361656 (lr=7.9922e-04) (hash(x)=5453026)
+302 train 7.432813 (lr=7.9911e-04) (hash(x)=6437746)
+303 train 7.327455 (lr=7.9899e-04) (hash(x)=6260017)
+304 train 7.419444 (lr=7.9887e-04) (hash(x)=6119053)
+305 train 7.594572 (lr=7.9874e-04) (hash(x)=6591466)
+306 train 7.523496 (lr=7.9861e-04) (hash(x)=5652701)
+307 train 7.493474 (lr=7.9846e-04) (hash(x)=5501472)
+308 train 7.669855 (lr=7.9831e-04) (hash(x)=6160695)
+309 train 7.423739 (lr=7.9816e-04) (hash(x)=5871698)
+310 train 7.395344 (lr=7.9799e-04) (hash(x)=7301184)
+311 train 7.323932 (lr=7.9782e-04) (hash(x)=4282052)
+312 train 7.548635 (lr=7.9765e-04) (hash(x)=5679330)
+313 train 7.373698 (lr=7.9746e-04) (hash(x)=7824660)
+314 train 7.421705 (lr=7.9727e-04) (hash(x)=4857318)
+315 train 7.341324 (lr=7.9707e-04) (hash(x)=5954950)
+316 train 7.430247 (lr=7.9687e-04) (hash(x)=5758178)
+317 train 7.454362 (lr=7.9666e-04) (hash(x)=5484656)
+318 train 7.485174 (lr=7.9644e-04) (hash(x)=6818913)
+319 train 7.694899 (lr=7.9621e-04) (hash(x)=7031328)
+320 train 7.536449 (lr=7.9598e-04) (hash(x)=6837621)
+321 train 7.568770 (lr=7.9574e-04) (hash(x)=9157069)
+322 train 7.798380 (lr=7.9549e-04) (hash(x)=6509536)
+323 train 7.486732 (lr=7.9524e-04) (hash(x)=5996883)
+324 train 7.765191 (lr=7.9498e-04) (hash(x)=6850868)
+325 train 7.702994 (lr=7.9471e-04) (hash(x)=7645447)
+326 train 7.716320 (lr=7.9444e-04) (hash(x)=6717515)
+327 train 7.837692 (lr=7.9416e-04) (hash(x)=6336164)
+328 train 7.528562 (lr=7.9387e-04) (hash(x)=6897445)
+329 train 7.451011 (lr=7.9358e-04) (hash(x)=5224240)
+330 train 7.607484 (lr=7.9327e-04) (hash(x)=6612945)
+331 train 8.065563 (lr=7.9297e-04) (hash(x)=5447801)
+332 train 7.589366 (lr=7.9265e-04) (hash(x)=7308579)
+333 train 7.447890 (lr=7.9233e-04) (hash(x)=4155598)
+334 train 7.481609 (lr=7.9200e-04) (hash(x)=6106773)
+335 train 7.545780 (lr=7.9167e-04) (hash(x)=7482744)
+336 train 7.639565 (lr=7.9132e-04) (hash(x)=6310687)
+337 train 7.536043 (lr=7.9097e-04) (hash(x)=4733414)
+338 train 7.665926 (lr=7.9062e-04) (hash(x)=6979734)
+339 train 7.476223 (lr=7.9026e-04) (hash(x)=7806284)
+340 train 7.476771 (lr=7.8989e-04) (hash(x)=5080536)
+341 train 7.685116 (lr=7.8951e-04) (hash(x)=7236478)
+342 train 7.642132 (lr=7.8913e-04) (hash(x)=6619318)
+343 train 7.555558 (lr=7.8874e-04) (hash(x)=4656255)
+344 train 7.524395 (lr=7.8834e-04) (hash(x)=5546888)
+345 train 7.925096 (lr=7.8794e-04) (hash(x)=9298325)
+346 train 7.631393 (lr=7.8753e-04) (hash(x)=5994232)
+347 train 7.598736 (lr=7.8711e-04) (hash(x)=6287524)
+348 train 7.688113 (lr=7.8669e-04) (hash(x)=6200049)
+349 train 7.612113 (lr=7.8626e-04) (hash(x)=7895970)
+350 val loss 7.5586
+350 val perplexity 1917.2172
+350 train 7.530797 (lr=7.8582e-04) (hash(x)=6051847)
+351 train 7.674979 (lr=7.8538e-04) (hash(x)=8847992)
+352 train 7.964968 (lr=7.8493e-04) (hash(x)=5123883)
+353 train 7.611274 (lr=7.8447e-04) (hash(x)=6338998)
+354 train 7.614423 (lr=7.8401e-04) (hash(x)=5765866)
+355 train 7.930711 (lr=7.8354e-04) (hash(x)=7104011)
+356 train 7.709740 (lr=7.8306e-04) (hash(x)=7438267)
+357 train 7.461123 (lr=7.8258e-04) (hash(x)=5573214)
+358 train 7.723330 (lr=7.8209e-04) (hash(x)=6897283)
+359 train 7.515640 (lr=7.8159e-04) (hash(x)=6882897)
+360 train 7.591517 (lr=7.8109e-04) (hash(x)=5343615)
+361 train 7.522196 (lr=7.8058e-04) (hash(x)=5854242)
+362 train 7.478942 (lr=7.8006e-04) (hash(x)=6317324)
+363 train 7.420895 (lr=7.7954e-04) (hash(x)=6972494)
+364 train 7.481015 (lr=7.7901e-04) (hash(x)=5661167)
+365 train 7.510581 (lr=7.7847e-04) (hash(x)=6796805)
+366 train 7.350806 (lr=7.7793e-04) (hash(x)=5817209)
+367 train 7.402586 (lr=7.7738e-04) (hash(x)=6139120)
+368 train 7.553034 (lr=7.7682e-04) (hash(x)=6121296)
+369 train 7.542743 (lr=7.7626e-04) (hash(x)=6486796)
+370 train 7.488333 (lr=7.7569e-04) (hash(x)=5514645)
+371 train 7.427167 (lr=7.7511e-04) (hash(x)=5578797)
+372 train 7.432696 (lr=7.7453e-04) (hash(x)=7651738)
+373 train 7.604403 (lr=7.7394e-04) (hash(x)=6895326)
+374 train 7.617215 (lr=7.7335e-04) (hash(x)=5490256)
+375 train 7.486062 (lr=7.7275e-04) (hash(x)=7783160)
+376 train 7.687791 (lr=7.7214e-04) (hash(x)=5608424)
+377 train 7.472507 (lr=7.7153e-04) (hash(x)=4867625)
+378 train 7.373025 (lr=7.7091e-04) (hash(x)=4655472)
+379 train 7.438614 (lr=7.7028e-04) (hash(x)=6631123)
+380 train 7.116121 (lr=7.6964e-04) (hash(x)=5751990)
+381 train 7.422595 (lr=7.6901e-04) (hash(x)=6710965)
+382 train 7.385410 (lr=7.6836e-04) (hash(x)=5293800)
+383 train 7.429354 (lr=7.6771e-04) (hash(x)=6294657)
+384 train 7.572870 (lr=7.6705e-04) (hash(x)=6999538)
+385 train 7.542579 (lr=7.6638e-04) (hash(x)=5443606)
+386 train 7.546618 (lr=7.6571e-04) (hash(x)=5650401)
+387 train 7.528281 (lr=7.6503e-04) (hash(x)=7035770)
+388 train 7.473723 (lr=7.6435e-04) (hash(x)=6678271)
+389 train 7.648479 (lr=7.6366e-04) (hash(x)=4899541)
+390 train 7.420696 (lr=7.6296e-04) (hash(x)=5359260)
+391 train 7.432303 (lr=7.6226e-04) (hash(x)=6227120)
+392 train 7.469637 (lr=7.6155e-04) (hash(x)=6643916)
+393 train 7.549084 (lr=7.6083e-04) (hash(x)=5981648)
+394 train 7.523375 (lr=7.6011e-04) (hash(x)=6467540)
+395 train 7.459850 (lr=7.5938e-04) (hash(x)=5558993)
+396 train 7.618283 (lr=7.5865e-04) (hash(x)=6698959)
+397 train 7.446742 (lr=7.5791e-04) (hash(x)=7015671)
+398 train 7.438100 (lr=7.5716e-04) (hash(x)=6800890)
+399 train 7.595595 (lr=7.5641e-04) (hash(x)=5931234)
+400 val loss 7.5235
+400 val perplexity 1851.0627
+400 train 7.490206 (lr=7.5565e-04) (hash(x)=3995070)
+401 train 7.409871 (lr=7.5489e-04) (hash(x)=4582159)
+402 train 7.493560 (lr=7.5412e-04) (hash(x)=7081906)
+403 train 7.530330 (lr=7.5334e-04) (hash(x)=5029472)
+404 train 7.509226 (lr=7.5256e-04) (hash(x)=3946232)
+405 train 7.433203 (lr=7.5177e-04) (hash(x)=5434102)
+406 train 8.128281 (lr=7.5097e-04) (hash(x)=5340646)
+407 train 7.389859 (lr=7.5017e-04) (hash(x)=6810638)
+408 train 7.596622 (lr=7.4937e-04) (hash(x)=6768026)
+409 train 7.627458 (lr=7.4855e-04) (hash(x)=6521562)
+410 train 7.601590 (lr=7.4773e-04) (hash(x)=4429434)
+411 train 7.619032 (lr=7.4691e-04) (hash(x)=7226932)
+412 train 7.411312 (lr=7.4608e-04) (hash(x)=5065932)
+413 train 7.577682 (lr=7.4524e-04) (hash(x)=6957849)
+414 train 7.587616 (lr=7.4440e-04) (hash(x)=6431457)
+415 train 7.637734 (lr=7.4355e-04) (hash(x)=5334281)
+416 train 7.597422 (lr=7.4270e-04) (hash(x)=5471747)
+417 train 7.712931 (lr=7.4184e-04) (hash(x)=5887983)
+418 train 7.629362 (lr=7.4097e-04) (hash(x)=5075909)
+419 train 7.435196 (lr=7.4010e-04) (hash(x)=6393576)
+420 train 7.549894 (lr=7.3922e-04) (hash(x)=6608979)
+421 train 7.900916 (lr=7.3834e-04) (hash(x)=5057959)
+422 train 7.866672 (lr=7.3745e-04) (hash(x)=6414858)
+423 train 7.655729 (lr=7.3655e-04) (hash(x)=8595271)
+424 train 7.548162 (lr=7.3565e-04) (hash(x)=6500949)
+425 train 7.699601 (lr=7.3474e-04) (hash(x)=8395167)
+426 train 7.825996 (lr=7.3383e-04) (hash(x)=6288420)
+427 train 7.614532 (lr=7.3291e-04) (hash(x)=7634417)
+428 train 7.522439 (lr=7.3199e-04) (hash(x)=6795561)
+429 train 7.447693 (lr=7.3106e-04) (hash(x)=5257771)
+430 train 7.599300 (lr=7.3012e-04) (hash(x)=7506860)
+431 train 7.644774 (lr=7.2918e-04) (hash(x)=7674238)
+432 train 7.737776 (lr=7.2824e-04) (hash(x)=5353794)
+433 train 7.663313 (lr=7.2729e-04) (hash(x)=5300555)
+434 train 7.362828 (lr=7.2633e-04) (hash(x)=5564419)
+435 train 7.634722 (lr=7.2537e-04) (hash(x)=6066139)
+436 train 7.594750 (lr=7.2440e-04) (hash(x)=6863709)
+437 train 7.580345 (lr=7.2342e-04) (hash(x)=6688212)
+438 train 7.760254 (lr=7.2244e-04) (hash(x)=7095090)
+439 train 7.839207 (lr=7.2146e-04) (hash(x)=6642404)
+440 train 7.570358 (lr=7.2047e-04) (hash(x)=6539227)
+441 train 7.539854 (lr=7.1947e-04) (hash(x)=4961570)
+442 train 7.491604 (lr=7.1847e-04) (hash(x)=6606391)
+443 train 7.312110 (lr=7.1747e-04) (hash(x)=5105190)
+444 train 7.828205 (lr=7.1645e-04) (hash(x)=5695997)
+445 train 7.566549 (lr=7.1544e-04) (hash(x)=7155991)
+446 train 7.535670 (lr=7.1441e-04) (hash(x)=7249727)
+447 train 7.521611 (lr=7.1339e-04) (hash(x)=5132972)
+448 train 7.514251 (lr=7.1235e-04) (hash(x)=5381802)
+449 train 7.533920 (lr=7.1131e-04) (hash(x)=6269946)
+450 val loss 7.5288
+450 val perplexity 1860.9075
+450 train 7.507209 (lr=7.1027e-04) (hash(x)=4976762)
+451 train 7.609783 (lr=7.0922e-04) (hash(x)=5396133)
+452 train 7.585193 (lr=7.0817e-04) (hash(x)=6173473)
+453 train 7.560557 (lr=7.0711e-04) (hash(x)=6394083)
+454 train 7.627398 (lr=7.0604e-04) (hash(x)=6436030)
+455 train 7.497279 (lr=7.0497e-04) (hash(x)=5237804)
+456 train 7.469097 (lr=7.0390e-04) (hash(x)=6540397)
+457 train 7.729666 (lr=7.0282e-04) (hash(x)=5216638)
+458 train 7.556839 (lr=7.0173e-04) (hash(x)=5750537)
+459 train 7.520763 (lr=7.0064e-04) (hash(x)=6735565)
+460 train 7.555656 (lr=6.9955e-04) (hash(x)=7297488)
+461 train 7.712149 (lr=6.9845e-04) (hash(x)=5983575)
+462 train 7.549114 (lr=6.9734e-04) (hash(x)=4808543)
+463 train 7.648498 (lr=6.9623e-04) (hash(x)=5831619)
+464 train 7.428707 (lr=6.9512e-04) (hash(x)=6280052)
+465 train 7.443779 (lr=6.9400e-04) (hash(x)=9109083)
+466 train 7.662139 (lr=6.9287e-04) (hash(x)=5848604)
+467 train 7.630549 (lr=6.9174e-04) (hash(x)=6912967)
+468 train 7.757546 (lr=6.9061e-04) (hash(x)=6615365)
+469 train 7.805801 (lr=6.8947e-04) (hash(x)=5965674)
+470 train 7.660726 (lr=6.8832e-04) (hash(x)=6879965)
+471 train 7.669535 (lr=6.8717e-04) (hash(x)=5822533)
+472 train 7.536750 (lr=6.8602e-04) (hash(x)=5794462)
+473 train 7.621186 (lr=6.8486e-04) (hash(x)=5268216)
+474 train 7.448437 (lr=6.8370e-04) (hash(x)=7058396)
+475 train 7.541173 (lr=6.8253e-04) (hash(x)=6531900)
+476 train 7.559078 (lr=6.8136e-04) (hash(x)=5878912)
+477 train 7.392334 (lr=6.8018e-04) (hash(x)=5426499)
+478 train 7.582002 (lr=6.7900e-04) (hash(x)=8107004)
+479 train 8.220468 (lr=6.7781e-04) (hash(x)=7455372)
+480 train 8.141043 (lr=6.7662e-04) (hash(x)=7727959)
+481 train 8.083649 (lr=6.7542e-04) (hash(x)=8319119)
+482 train 8.038240 (lr=6.7422e-04) (hash(x)=7581656)
+483 train 8.099391 (lr=6.7302e-04) (hash(x)=7592128)
+484 train 8.039245 (lr=6.7181e-04) (hash(x)=10506633)
+485 train 7.986907 (lr=6.7059e-04) (hash(x)=8704170)
+486 train 7.828151 (lr=6.6937e-04) (hash(x)=7461138)
+487 train 7.734338 (lr=6.6815e-04) (hash(x)=7165037)
+488 train 7.800331 (lr=6.6692e-04) (hash(x)=4976998)
+489 train 7.532074 (lr=6.6569e-04) (hash(x)=7678000)
+490 train 7.603909 (lr=6.6446e-04) (hash(x)=6299409)
+491 train 7.575032 (lr=6.6322e-04) (hash(x)=7414788)
+492 train 7.632190 (lr=6.6197e-04) (hash(x)=5063061)
+493 train 7.599571 (lr=6.6072e-04) (hash(x)=7326216)
+494 train 7.760934 (lr=6.5947e-04) (hash(x)=7492012)
+495 train 7.706675 (lr=6.5821e-04) (hash(x)=5857162)
+496 train 7.509042 (lr=6.5695e-04) (hash(x)=6169001)
+497 train 9.273797 (lr=6.5568e-04) (hash(x)=14715669)
+498 train 11.714999 (lr=6.5441e-04) (hash(x)=18256706)
+499 train 11.415065 (lr=6.5314e-04) (hash(x)=16950560)
+500 val loss 7.7813
+500 val perplexity 2395.4487
+500 train 8.328017 (lr=6.5186e-04) (hash(x)=6113563)
+501 train 7.641392 (lr=6.5058e-04) (hash(x)=6159125)
+502 train 8.087125 (lr=6.4929e-04) (hash(x)=5482303)
+503 train 8.185935 (lr=6.4800e-04) (hash(x)=5908442)
+504 train 8.154387 (lr=6.4670e-04) (hash(x)=4985045)
+505 train 8.127583 (lr=6.4540e-04) (hash(x)=6668887)
+506 train 8.105291 (lr=6.4410e-04) (hash(x)=6123910)
+507 train 8.051686 (lr=6.4280e-04) (hash(x)=7662975)
+508 train 7.922078 (lr=6.4148e-04) (hash(x)=7191898)
+509 train 7.802843 (lr=6.4017e-04) (hash(x)=6669539)
+510 train 7.750798 (lr=6.3885e-04) (hash(x)=6557481)
+511 train 7.633525 (lr=6.3753e-04) (hash(x)=5015998)
+512 train 7.645160 (lr=6.3620e-04) (hash(x)=4964540)
+513 train 7.555276 (lr=6.3487e-04) (hash(x)=5458386)
+514 train 7.891742 (lr=6.3354e-04) (hash(x)=6077616)
+515 train 7.714035 (lr=6.3220e-04) (hash(x)=4849847)
+516 train 7.798770 (lr=6.3086e-04) (hash(x)=5431422)
+517 train 8.014119 (lr=6.2952e-04) (hash(x)=5125562)
+518 train 7.950609 (lr=6.2817e-04) (hash(x)=5587715)
+519 train 7.987746 (lr=6.2681e-04) (hash(x)=6012047)
+520 train 7.827288 (lr=6.2546e-04) (hash(x)=5668436)
+521 train 7.852293 (lr=6.2410e-04) (hash(x)=6079364)
+522 train 7.991223 (lr=6.2274e-04) (hash(x)=5200504)
+523 train 7.647756 (lr=6.2137e-04) (hash(x)=6030395)
+524 train 7.885254 (lr=6.2000e-04) (hash(x)=6855319)
+525 train 7.610994 (lr=6.1863e-04) (hash(x)=6781762)
+526 train 7.726836 (lr=6.1725e-04) (hash(x)=6717939)
+527 train 7.699976 (lr=6.1587e-04) (hash(x)=5238325)
+528 train 7.576651 (lr=6.1449e-04) (hash(x)=5808069)
+529 train 7.897998 (lr=6.1310e-04) (hash(x)=8611144)
+530 train 7.580552 (lr=6.1171e-04) (hash(x)=6028738)
+531 train 7.617995 (lr=6.1031e-04) (hash(x)=6901605)
+532 train 7.573563 (lr=6.0892e-04) (hash(x)=6723307)
+533 train 7.658122 (lr=6.0752e-04) (hash(x)=5499337)
+534 train 7.592698 (lr=6.0611e-04) (hash(x)=6586372)
+535 train 7.672626 (lr=6.0471e-04) (hash(x)=7134874)
+536 train 7.607370 (lr=6.0330e-04) (hash(x)=8415623)
+537 train 7.615800 (lr=6.0188e-04) (hash(x)=6149038)
+538 train 7.648949 (lr=6.0047e-04) (hash(x)=6078325)
+539 train 7.592303 (lr=5.9905e-04) (hash(x)=6609760)
+540 train 7.500653 (lr=5.9762e-04) (hash(x)=6185253)
+541 train 7.835172 (lr=5.9620e-04) (hash(x)=6652627)
+542 train 7.676136 (lr=5.9477e-04) (hash(x)=7758536)
+543 train 7.653555 (lr=5.9334e-04) (hash(x)=8618579)
+544 train 7.600768 (lr=5.9190e-04) (hash(x)=6710226)
+545 train 7.482594 (lr=5.9047e-04) (hash(x)=5896892)
+546 train 7.494483 (lr=5.8903e-04) (hash(x)=6332995)
+547 train 7.870669 (lr=5.8758e-04) (hash(x)=8945854)
+548 train 7.443300 (lr=5.8614e-04) (hash(x)=4329129)
+549 train 7.519009 (lr=5.8469e-04) (hash(x)=6775103)
+550 val loss 7.5365
+550 val perplexity 1875.2068
+550 train 7.611613 (lr=5.8323e-04) (hash(x)=4465735)
+551 train 7.491980 (lr=5.8178e-04) (hash(x)=6200024)
+552 train 7.461643 (lr=5.8032e-04) (hash(x)=5520748)
+553 train 7.467099 (lr=5.7886e-04) (hash(x)=5238139)
+554 train 7.710800 (lr=5.7740e-04) (hash(x)=7639817)
+555 train 7.464115 (lr=5.7593e-04) (hash(x)=5780948)
+556 train 7.593911 (lr=5.7447e-04) (hash(x)=6733444)
+557 train 7.549597 (lr=5.7300e-04) (hash(x)=6168407)
+558 train 7.564382 (lr=5.7152e-04) (hash(x)=6680197)
+559 train 7.493705 (lr=5.7005e-04) (hash(x)=3775881)
+560 train 7.339830 (lr=5.6857e-04) (hash(x)=5784096)
+561 train 7.741882 (lr=5.6709e-04) (hash(x)=6848709)
+562 train 7.789749 (lr=5.6560e-04) (hash(x)=7449019)
+563 train 7.883511 (lr=5.6412e-04) (hash(x)=6478113)
+564 train 7.546853 (lr=5.6263e-04) (hash(x)=5925744)
+565 train 7.581130 (lr=5.6114e-04) (hash(x)=6483914)
+566 train 7.491834 (lr=5.5965e-04) (hash(x)=6010847)
+567 train 7.582766 (lr=5.5815e-04) (hash(x)=5927795)
+568 train 7.566588 (lr=5.5666e-04) (hash(x)=5896332)
+569 train 7.526299 (lr=5.5516e-04) (hash(x)=8438033)
+570 train 7.615861 (lr=5.5365e-04) (hash(x)=6081660)
+571 train 7.541177 (lr=5.5215e-04) (hash(x)=5684788)
+572 train 7.454782 (lr=5.5064e-04) (hash(x)=6272055)
+573 train 7.405884 (lr=5.4913e-04) (hash(x)=5710182)
+574 train 7.521661 (lr=5.4762e-04) (hash(x)=6219616)
+575 train 7.491307 (lr=5.4611e-04) (hash(x)=6160063)
+576 train 7.489717 (lr=5.4460e-04) (hash(x)=5710809)
+577 train 7.269548 (lr=5.4308e-04) (hash(x)=5955100)
+578 train 7.285906 (lr=5.4156e-04) (hash(x)=5356088)
+579 train 7.332757 (lr=5.4004e-04) (hash(x)=6672309)
+580 train 7.536458 (lr=5.3852e-04) (hash(x)=5841684)
+581 train 7.824654 (lr=5.3699e-04) (hash(x)=9001564)
+582 train 8.361393 (lr=5.3547e-04) (hash(x)=6897178)
+583 train 7.616403 (lr=5.3394e-04) (hash(x)=5454654)
+584 train 7.390914 (lr=5.3241e-04) (hash(x)=6391454)
+585 train 7.461087 (lr=5.3088e-04) (hash(x)=5174062)
+586 train 7.571717 (lr=5.2934e-04) (hash(x)=5197924)
+587 train 7.547468 (lr=5.2781e-04) (hash(x)=6199203)
+588 train 7.378873 (lr=5.2627e-04) (hash(x)=5786498)
+589 train 7.510535 (lr=5.2473e-04) (hash(x)=8352747)
+590 train 7.793103 (lr=5.2319e-04) (hash(x)=4829700)
+591 train 7.354563 (lr=5.2165e-04) (hash(x)=4547106)
+592 train 7.644701 (lr=5.2011e-04) (hash(x)=7686831)
+593 train 7.491415 (lr=5.1856e-04) (hash(x)=6433099)
+594 train 7.385810 (lr=5.1702e-04) (hash(x)=4826460)
+595 train 7.450578 (lr=5.1547e-04) (hash(x)=6424428)
+596 train 7.351038 (lr=5.1392e-04) (hash(x)=6073605)
+597 train 7.663077 (lr=5.1237e-04) (hash(x)=5975712)
+598 train 7.299032 (lr=5.1082e-04) (hash(x)=7030029)
+599 train 7.589469 (lr=5.0926e-04) (hash(x)=5458532)
+600 val loss 7.5102
+600 val perplexity 1826.5492
+600 train 7.435382 (lr=5.0771e-04) (hash(x)=7823919)
+601 train 7.859172 (lr=5.0615e-04) (hash(x)=7002774)
+602 train 7.673325 (lr=5.0459e-04) (hash(x)=7056399)
+603 train 7.851257 (lr=5.0303e-04) (hash(x)=8206173)
+604 train 7.692409 (lr=5.0147e-04) (hash(x)=8034846)
+605 train 7.947862 (lr=4.9991e-04) (hash(x)=7784971)
+606 train 8.167578 (lr=4.9835e-04) (hash(x)=7118076)
+607 train 7.446858 (lr=4.9679e-04) (hash(x)=6001843)
+608 train 7.565948 (lr=4.9522e-04) (hash(x)=5582437)
+609 train 7.637152 (lr=4.9366e-04) (hash(x)=5698642)
+610 train 7.523649 (lr=4.9209e-04) (hash(x)=6615301)
+611 train 7.526775 (lr=4.9052e-04) (hash(x)=6600751)
+612 train 7.439714 (lr=4.8895e-04) (hash(x)=6880955)
+613 train 7.508824 (lr=4.8738e-04) (hash(x)=5804610)
+614 train 7.432797 (lr=4.8581e-04) (hash(x)=6263347)
+615 train 7.419387 (lr=4.8424e-04) (hash(x)=5162652)
+616 train 7.448242 (lr=4.8267e-04) (hash(x)=6055710)
+617 train 7.406542 (lr=4.8109e-04) (hash(x)=5297006)
+618 train 7.422055 (lr=4.7952e-04) (hash(x)=5923648)
+619 train 7.444188 (lr=4.7795e-04) (hash(x)=6728323)
+620 train 7.439333 (lr=4.7637e-04) (hash(x)=6660239)
+621 train 7.412280 (lr=4.7479e-04) (hash(x)=3964882)
+622 train 7.465203 (lr=4.7322e-04) (hash(x)=5868942)
+623 train 7.384303 (lr=4.7164e-04) (hash(x)=6735993)
+624 train 7.698549 (lr=4.7006e-04) (hash(x)=5926190)
+625 train 7.420721 (lr=4.6848e-04) (hash(x)=5150316)
+626 train 7.440015 (lr=4.6690e-04) (hash(x)=7571467)
+627 train 7.324441 (lr=4.6532e-04) (hash(x)=5220448)
+628 train 7.346407 (lr=4.6374e-04) (hash(x)=6790397)
+629 train 7.735476 (lr=4.6216e-04) (hash(x)=6971289)
+630 train 7.705855 (lr=4.6058e-04) (hash(x)=7123359)
+631 train 7.558905 (lr=4.5900e-04) (hash(x)=5012069)
+632 train 7.522592 (lr=4.5742e-04) (hash(x)=6183574)
+633 train 7.444564 (lr=4.5583e-04) (hash(x)=6576136)
+634 train 7.465242 (lr=4.5425e-04) (hash(x)=6157346)
+635 train 7.448530 (lr=4.5267e-04) (hash(x)=6077647)
+636 train 7.659685 (lr=4.5109e-04) (hash(x)=8369488)
+637 train 7.458954 (lr=4.4950e-04) (hash(x)=6032381)
+638 train 7.400615 (lr=4.4792e-04) (hash(x)=5924756)
+639 train 7.424606 (lr=4.4634e-04) (hash(x)=8410716)
+640 train 7.423554 (lr=4.4475e-04) (hash(x)=5803440)
+641 train 7.488464 (lr=4.4317e-04) (hash(x)=6212516)
+642 train 7.567594 (lr=4.4158e-04) (hash(x)=7165945)
+643 train 7.294514 (lr=4.4000e-04) (hash(x)=5298545)
+644 train 7.537505 (lr=4.3842e-04) (hash(x)=6281739)
+645 train 7.522266 (lr=4.3683e-04) (hash(x)=5779073)
+646 train 7.371059 (lr=4.3525e-04) (hash(x)=5090107)
+647 train 7.430760 (lr=4.3366e-04) (hash(x)=6340947)
+648 train 7.195107 (lr=4.3208e-04) (hash(x)=4741418)
+649 train 7.134627 (lr=4.3050e-04) (hash(x)=6530441)
+650 val loss 7.4764
+650 val perplexity 1765.8038
+650 train 7.673190 (lr=4.2891e-04) (hash(x)=6396041)
+651 train 7.338861 (lr=4.2733e-04) (hash(x)=7818007)
+652 train 7.347977 (lr=4.2575e-04) (hash(x)=6478457)
+653 train 7.400683 (lr=4.2417e-04) (hash(x)=6277435)
+654 train 7.380612 (lr=4.2258e-04) (hash(x)=6042369)
+655 train 7.385637 (lr=4.2100e-04) (hash(x)=6226320)
+656 train 7.399297 (lr=4.1942e-04) (hash(x)=5826883)
+657 train 7.512184 (lr=4.1784e-04) (hash(x)=5463751)
+658 train 7.449705 (lr=4.1626e-04) (hash(x)=6433080)
+659 train 7.308726 (lr=4.1468e-04) (hash(x)=6579329)
+660 train 7.315043 (lr=4.1310e-04) (hash(x)=4724703)
+661 train 7.647187 (lr=4.1152e-04) (hash(x)=6660540)
+662 train 7.468054 (lr=4.0994e-04) (hash(x)=5918756)
+663 train 7.412420 (lr=4.0836e-04) (hash(x)=6491272)
+664 train 7.311406 (lr=4.0678e-04) (hash(x)=5452863)
+665 train 7.500142 (lr=4.0521e-04) (hash(x)=6766947)
+666 train 7.840804 (lr=4.0363e-04) (hash(x)=7459504)
+667 train 7.518824 (lr=4.0205e-04) (hash(x)=3721218)
+668 train 7.701254 (lr=4.0048e-04) (hash(x)=7929571)
+669 train 7.397481 (lr=3.9891e-04) (hash(x)=5229898)
+670 train 7.408711 (lr=3.9733e-04) (hash(x)=6083090)
+671 train 7.272428 (lr=3.9576e-04) (hash(x)=6054428)
+672 train 7.423564 (lr=3.9419e-04) (hash(x)=6072563)
+673 train 7.562410 (lr=3.9262e-04) (hash(x)=6290464)
+674 train 7.633403 (lr=3.9105e-04) (hash(x)=6314742)
+675 train 7.323143 (lr=3.8948e-04) (hash(x)=6904498)
+676 train 7.449374 (lr=3.8791e-04) (hash(x)=5378107)
+677 train 7.554780 (lr=3.8634e-04) (hash(x)=7765805)
+678 train 7.392049 (lr=3.8478e-04) (hash(x)=5871280)
+679 train 7.531803 (lr=3.8321e-04) (hash(x)=6543764)
+680 train 7.449203 (lr=3.8165e-04) (hash(x)=7369665)
+681 train 7.504692 (lr=3.8009e-04) (hash(x)=7204955)
+682 train 7.451034 (lr=3.7853e-04) (hash(x)=5856543)
+683 train 7.331480 (lr=3.7697e-04) (hash(x)=4423711)
+684 train 7.296960 (lr=3.7541e-04) (hash(x)=5818153)
+685 train 7.393583 (lr=3.7385e-04) (hash(x)=5343477)
+686 train 7.572783 (lr=3.7229e-04) (hash(x)=6581702)
+687 train 7.421894 (lr=3.7074e-04) (hash(x)=6595856)
+688 train 7.354374 (lr=3.6918e-04) (hash(x)=5325378)
+689 train 7.269637 (lr=3.6763e-04) (hash(x)=7229015)
+690 train 7.451819 (lr=3.6608e-04) (hash(x)=5918186)
+691 train 7.335814 (lr=3.6453e-04) (hash(x)=5916034)
+692 train 7.318521 (lr=3.6298e-04) (hash(x)=5280722)
+693 train 7.753035 (lr=3.6144e-04) (hash(x)=6939521)
+694 train 7.458052 (lr=3.5989e-04) (hash(x)=5172566)
+695 train 7.333789 (lr=3.5835e-04) (hash(x)=5492185)
+696 train 7.203653 (lr=3.5681e-04) (hash(x)=5779011)
+697 train 7.469590 (lr=3.5527e-04) (hash(x)=6898006)
+698 train 7.329360 (lr=3.5373e-04) (hash(x)=5779217)
+699 train 7.208159 (lr=3.5219e-04) (hash(x)=5462008)
+700 val loss 7.4643
+700 val perplexity 1744.7040
+700 train 7.330283 (lr=3.5066e-04) (hash(x)=6243843)
+701 train 7.391644 (lr=3.4912e-04) (hash(x)=7821902)
+702 train 7.446388 (lr=3.4759e-04) (hash(x)=5222501)
+703 train 7.398406 (lr=3.4606e-04) (hash(x)=6608108)
+704 train 7.506873 (lr=3.4453e-04) (hash(x)=7602879)
+705 train 7.436843 (lr=3.4301e-04) (hash(x)=6295394)
+706 train 7.400076 (lr=3.4148e-04) (hash(x)=6579907)
+707 train 7.300834 (lr=3.3996e-04) (hash(x)=6803449)
+708 train 7.372502 (lr=3.3844e-04) (hash(x)=5413733)
+709 train 7.341568 (lr=3.3692e-04) (hash(x)=7444134)
+710 train 7.481487 (lr=3.3540e-04) (hash(x)=7028652)
+711 train 7.280587 (lr=3.3389e-04) (hash(x)=5361923)
+712 train 7.396523 (lr=3.3238e-04) (hash(x)=5478293)
+713 train 7.371061 (lr=3.3087e-04) (hash(x)=7803039)
+714 train 7.550688 (lr=3.2936e-04) (hash(x)=6469017)
+715 train 7.429708 (lr=3.2785e-04) (hash(x)=7042578)
+716 train 7.504142 (lr=3.2635e-04) (hash(x)=6927957)
+717 train 7.310122 (lr=3.2484e-04) (hash(x)=6647007)
+718 train 7.280912 (lr=3.2334e-04) (hash(x)=6230888)
+719 train 7.544070 (lr=3.2185e-04) (hash(x)=6303658)
+720 train 7.572004 (lr=3.2035e-04) (hash(x)=6769880)
+721 train 7.417339 (lr=3.1886e-04) (hash(x)=6158927)
+722 train 7.422073 (lr=3.1737e-04) (hash(x)=5991631)
+723 train 7.275856 (lr=3.1588e-04) (hash(x)=6419656)
+724 train 7.283467 (lr=3.1440e-04) (hash(x)=7739209)
+725 train 7.214581 (lr=3.1291e-04) (hash(x)=7891271)
+726 train 7.549651 (lr=3.1143e-04) (hash(x)=7171433)
+727 train 7.340818 (lr=3.0995e-04) (hash(x)=7099888)
+728 train 7.368183 (lr=3.0848e-04) (hash(x)=6103730)
+729 train 7.489967 (lr=3.0700e-04) (hash(x)=6352424)
+730 train 7.355912 (lr=3.0553e-04) (hash(x)=4893671)
+731 train 7.315920 (lr=3.0407e-04) (hash(x)=5863145)
+732 train 7.425392 (lr=3.0260e-04) (hash(x)=5502233)
+733 train 7.320953 (lr=3.0114e-04) (hash(x)=6844597)
+734 train 7.352549 (lr=2.9968e-04) (hash(x)=6744526)
+735 train 7.487610 (lr=2.9822e-04) (hash(x)=6009861)
+736 train 7.380800 (lr=2.9677e-04) (hash(x)=6152358)
+737 train 7.282702 (lr=2.9531e-04) (hash(x)=5374957)
+738 train 7.310039 (lr=2.9386e-04) (hash(x)=6495309)
+739 train 7.460121 (lr=2.9242e-04) (hash(x)=3923225)
+740 train 7.237490 (lr=2.9097e-04) (hash(x)=6255243)
+741 train 7.406158 (lr=2.8953e-04) (hash(x)=5848862)
+742 train 7.408817 (lr=2.8810e-04) (hash(x)=4535000)
+743 train 7.291728 (lr=2.8666e-04) (hash(x)=4440634)
+744 train 7.289561 (lr=2.8523e-04) (hash(x)=5222077)
+745 train 7.292668 (lr=2.8380e-04) (hash(x)=4788998)
+746 train 7.310324 (lr=2.8238e-04) (hash(x)=6108350)
+747 train 7.242853 (lr=2.8095e-04) (hash(x)=7378165)
+748 train 7.301981 (lr=2.7953e-04) (hash(x)=5475646)
+749 train 7.322441 (lr=2.7812e-04) (hash(x)=4771243)
+750 val loss 7.4106
+750 val perplexity 1653.4775
+750 train 7.200758 (lr=2.7670e-04) (hash(x)=6668088)
+751 train 7.413173 (lr=2.7529e-04) (hash(x)=5716089)
+752 train 7.366676 (lr=2.7389e-04) (hash(x)=6991946)
+753 train 7.264510 (lr=2.7248e-04) (hash(x)=7991009)
+754 train 7.388874 (lr=2.7108e-04) (hash(x)=6037018)
+755 train 7.358085 (lr=2.6969e-04) (hash(x)=5348607)
+756 train 7.480811 (lr=2.6829e-04) (hash(x)=5190526)
+757 train 7.375781 (lr=2.6690e-04) (hash(x)=6036146)
+758 train 7.267815 (lr=2.6551e-04) (hash(x)=5329783)
+759 train 7.354149 (lr=2.6413e-04) (hash(x)=6658718)
+760 train 7.236174 (lr=2.6275e-04) (hash(x)=4820939)
+761 train 7.255917 (lr=2.6137e-04) (hash(x)=6176253)
+762 train 7.239396 (lr=2.6000e-04) (hash(x)=5316750)
+763 train 7.320350 (lr=2.5863e-04) (hash(x)=4542895)
+764 train 7.109778 (lr=2.5726e-04) (hash(x)=5395673)
+765 train 7.210369 (lr=2.5590e-04) (hash(x)=5549073)
+766 train 7.447423 (lr=2.5454e-04) (hash(x)=5233723)
+767 train 7.503806 (lr=2.5319e-04) (hash(x)=5342783)
+768 train 7.444317 (lr=2.5183e-04) (hash(x)=5552448)
+769 train 7.579399 (lr=2.5048e-04) (hash(x)=6549546)
+770 train 7.244279 (lr=2.4914e-04) (hash(x)=3816493)
+771 train 7.288412 (lr=2.4780e-04) (hash(x)=6170599)
+772 train 7.754220 (lr=2.4646e-04) (hash(x)=6708759)
+773 train 7.374780 (lr=2.4513e-04) (hash(x)=8483134)
+774 train 7.959329 (lr=2.4380e-04) (hash(x)=5583732)
+775 train 7.355072 (lr=2.4247e-04) (hash(x)=4865036)
+776 train 7.304970 (lr=2.4115e-04) (hash(x)=7234336)
+777 train 7.296145 (lr=2.3983e-04) (hash(x)=4433890)
+778 train 7.624659 (lr=2.3852e-04) (hash(x)=7484636)
+779 train 8.136867 (lr=2.3720e-04) (hash(x)=6738597)
+780 train 7.316218 (lr=2.3590e-04) (hash(x)=6752421)
+781 train 7.529748 (lr=2.3460e-04) (hash(x)=5459620)
+782 train 7.429182 (lr=2.3330e-04) (hash(x)=6718131)
+783 train 7.411053 (lr=2.3200e-04) (hash(x)=4604074)
+784 train 7.276110 (lr=2.3071e-04) (hash(x)=5946124)
+785 train 7.552727 (lr=2.2942e-04) (hash(x)=8045501)
+786 train 7.652944 (lr=2.2814e-04) (hash(x)=5712725)
+787 train 7.375810 (lr=2.2686e-04) (hash(x)=6176464)
+788 train 7.444021 (lr=2.2559e-04) (hash(x)=6276702)
+789 train 7.253860 (lr=2.2432e-04) (hash(x)=6127317)
+790 train 7.403112 (lr=2.2305e-04) (hash(x)=7221374)
+791 train 7.368992 (lr=2.2179e-04) (hash(x)=5571462)
+792 train 7.372131 (lr=2.2053e-04) (hash(x)=7518021)
+793 train 7.380013 (lr=2.1928e-04) (hash(x)=6640755)
+794 train 7.451841 (lr=2.1803e-04) (hash(x)=6870405)
+795 train 7.450054 (lr=2.1678e-04) (hash(x)=6147295)
+796 train 7.324287 (lr=2.1554e-04) (hash(x)=6782583)
+797 train 7.428697 (lr=2.1431e-04) (hash(x)=6120461)
+798 train 7.365417 (lr=2.1308e-04) (hash(x)=5893870)
+799 train 7.297222 (lr=2.1185e-04) (hash(x)=5123928)
+800 val loss 7.3868
+800 val perplexity 1614.4825
+800 train 7.367552 (lr=2.1063e-04) (hash(x)=7037251)
+801 train 7.364194 (lr=2.0941e-04) (hash(x)=5428813)
+802 train 7.293941 (lr=2.0819e-04) (hash(x)=5550387)
+803 train 7.382787 (lr=2.0698e-04) (hash(x)=6448586)
+804 train 7.525928 (lr=2.0578e-04) (hash(x)=5916934)
+805 train 7.477815 (lr=2.0458e-04) (hash(x)=8116987)
+806 train 7.459467 (lr=2.0338e-04) (hash(x)=6210899)
+807 train 7.526366 (lr=2.0219e-04) (hash(x)=5974342)
+808 train 7.548513 (lr=2.0100e-04) (hash(x)=7236199)
+809 train 7.490525 (lr=1.9982e-04) (hash(x)=5261336)
+810 train 7.321994 (lr=1.9864e-04) (hash(x)=6310720)
+811 train 7.351141 (lr=1.9747e-04) (hash(x)=5307056)
+812 train 7.204102 (lr=1.9630e-04) (hash(x)=7356633)
+813 train 7.315934 (lr=1.9514e-04) (hash(x)=5865119)
+814 train 7.221696 (lr=1.9398e-04) (hash(x)=5979205)
+815 train 7.363548 (lr=1.9283e-04) (hash(x)=6672380)
+816 train 7.363645 (lr=1.9168e-04) (hash(x)=5565030)
+817 train 7.338445 (lr=1.9053e-04) (hash(x)=6886810)
+818 train 7.379807 (lr=1.8939e-04) (hash(x)=5926478)
+819 train 7.575223 (lr=1.8826e-04) (hash(x)=6564071)
+820 train 7.236511 (lr=1.8713e-04) (hash(x)=5024280)
+821 train 7.235013 (lr=1.8600e-04) (hash(x)=7705089)
+822 train 7.209301 (lr=1.8488e-04) (hash(x)=4037371)
+823 train 7.302983 (lr=1.8377e-04) (hash(x)=5773073)
+824 train 7.315555 (lr=1.8266e-04) (hash(x)=7158139)
+825 train 7.161967 (lr=1.8155e-04) (hash(x)=5905976)
+826 train 7.592534 (lr=1.8045e-04) (hash(x)=13897369)
+827 train 8.607789 (lr=1.7936e-04) (hash(x)=6936653)
+828 train 7.366424 (lr=1.7827e-04) (hash(x)=6592246)
+829 train 7.314444 (lr=1.7718e-04) (hash(x)=6592773)
+830 train 7.387743 (lr=1.7610e-04) (hash(x)=5461178)
+831 train 7.169720 (lr=1.7503e-04) (hash(x)=6796551)
+832 train 7.379313 (lr=1.7396e-04) (hash(x)=4721691)
+833 train 7.304832 (lr=1.7289e-04) (hash(x)=6151589)
+834 train 7.435142 (lr=1.7183e-04) (hash(x)=7008995)
+835 train 7.765347 (lr=1.7078e-04) (hash(x)=7045164)
+836 train 7.352397 (lr=1.6973e-04) (hash(x)=6614221)
+837 train 7.389338 (lr=1.6869e-04) (hash(x)=6650506)
+838 train 7.202075 (lr=1.6765e-04) (hash(x)=6363762)
+839 train 7.357403 (lr=1.6661e-04) (hash(x)=7839748)
+840 train 7.275794 (lr=1.6559e-04) (hash(x)=5124077)
+841 train 7.775998 (lr=1.6456e-04) (hash(x)=6028671)
+842 train 7.230673 (lr=1.6355e-04) (hash(x)=5427175)
+843 train 7.538814 (lr=1.6253e-04) (hash(x)=6118408)
+844 train 7.348313 (lr=1.6153e-04) (hash(x)=6022552)
+845 train 7.335935 (lr=1.6053e-04) (hash(x)=5757526)
+846 train 7.794827 (lr=1.5953e-04) (hash(x)=6476549)
+847 train 7.155478 (lr=1.5854e-04) (hash(x)=6030172)
+848 train 7.501359 (lr=1.5756e-04) (hash(x)=5917229)
+849 train 7.556592 (lr=1.5658e-04) (hash(x)=6719882)
+850 val loss 7.3924
+850 val perplexity 1623.5242
+850 train 7.430698 (lr=1.5560e-04) (hash(x)=5441498)
+851 train 7.318513 (lr=1.5463e-04) (hash(x)=5028050)
+852 train 7.352950 (lr=1.5367e-04) (hash(x)=8487491)
+853 train 7.368348 (lr=1.5271e-04) (hash(x)=5682910)
+854 train 7.580895 (lr=1.5176e-04) (hash(x)=6781362)
+855 train 7.361157 (lr=1.5082e-04) (hash(x)=5747891)
+856 train 7.408920 (lr=1.4988e-04) (hash(x)=7627661)
+857 train 7.061060 (lr=1.4894e-04) (hash(x)=5734208)
+858 train 7.204166 (lr=1.4801e-04) (hash(x)=6162015)
+859 train 7.439414 (lr=1.4709e-04) (hash(x)=7024381)
+860 train 7.621377 (lr=1.4617e-04) (hash(x)=5198498)
+861 train 7.611856 (lr=1.4526e-04) (hash(x)=7814361)
+862 train 7.476402 (lr=1.4435e-04) (hash(x)=7394995)
+863 train 7.366238 (lr=1.4345e-04) (hash(x)=5765893)
+864 train 7.186849 (lr=1.4255e-04) (hash(x)=4990435)
+865 train 7.316489 (lr=1.4166e-04) (hash(x)=5572048)
+866 train 7.485728 (lr=1.4078e-04) (hash(x)=7093293)
+867 train 7.377780 (lr=1.3990e-04) (hash(x)=5610058)
+868 train 7.266065 (lr=1.3903e-04) (hash(x)=6771468)
+869 train 7.299858 (lr=1.3816e-04) (hash(x)=4459483)
+870 train 7.221372 (lr=1.3730e-04) (hash(x)=4926546)
+871 train 7.315898 (lr=1.3645e-04) (hash(x)=6758411)
+872 train 7.269675 (lr=1.3560e-04) (hash(x)=7394277)
+873 train 7.388486 (lr=1.3476e-04) (hash(x)=6701381)
+874 train 7.748867 (lr=1.3392e-04) (hash(x)=8120966)
+875 train 7.275156 (lr=1.3309e-04) (hash(x)=5416400)
+876 train 7.265032 (lr=1.3227e-04) (hash(x)=6292778)
+877 train 7.195174 (lr=1.3145e-04) (hash(x)=5919569)
+878 train 7.501742 (lr=1.3063e-04) (hash(x)=7561740)
+879 train 7.256497 (lr=1.2983e-04) (hash(x)=5282870)
+880 train 7.302969 (lr=1.2903e-04) (hash(x)=5473238)
+881 train 7.198829 (lr=1.2823e-04) (hash(x)=8072181)
+882 train 7.207558 (lr=1.2744e-04) (hash(x)=6757322)
+883 train 7.180265 (lr=1.2666e-04) (hash(x)=7996770)
+884 train 7.242212 (lr=1.2588e-04) (hash(x)=3181021)
+885 train 7.288494 (lr=1.2511e-04) (hash(x)=5093519)
+886 train 7.265769 (lr=1.2435e-04) (hash(x)=5391352)
+887 train 7.310280 (lr=1.2359e-04) (hash(x)=6270917)
+888 train 7.291438 (lr=1.2284e-04) (hash(x)=5818195)
+889 train 7.043289 (lr=1.2209e-04) (hash(x)=5852780)
+890 train 6.959786 (lr=1.2135e-04) (hash(x)=5777928)
+891 train 7.165984 (lr=1.2062e-04) (hash(x)=5327728)
+892 train 7.211112 (lr=1.1989e-04) (hash(x)=7651281)
+893 train 7.404027 (lr=1.1917e-04) (hash(x)=6260765)
+894 train 7.306460 (lr=1.1845e-04) (hash(x)=6265102)
+895 train 7.483799 (lr=1.1774e-04) (hash(x)=6212894)
+896 train 7.234100 (lr=1.1704e-04) (hash(x)=6901967)
+897 train 7.310962 (lr=1.1634e-04) (hash(x)=6724010)
+898 train 7.295437 (lr=1.1565e-04) (hash(x)=6299033)
+899 train 7.468415 (lr=1.1497e-04) (hash(x)=6059934)
+900 val loss 7.3844
+900 val perplexity 1610.7269
+900 train 7.173821 (lr=1.1429e-04) (hash(x)=6029696)
+901 train 7.090920 (lr=1.1362e-04) (hash(x)=5587382)
+902 train 7.309878 (lr=1.1295e-04) (hash(x)=5890076)
+903 train 7.230813 (lr=1.1229e-04) (hash(x)=7274108)
+904 train 7.307291 (lr=1.1164e-04) (hash(x)=7975528)
+905 train 7.338127 (lr=1.1099e-04) (hash(x)=6085396)
+906 train 7.234980 (lr=1.1036e-04) (hash(x)=6724496)
+907 train 7.233382 (lr=1.0972e-04) (hash(x)=4784666)
+908 train 7.240129 (lr=1.0909e-04) (hash(x)=7193845)
+909 train 7.410401 (lr=1.0847e-04) (hash(x)=6288638)
+910 train 7.360919 (lr=1.0786e-04) (hash(x)=5685285)
+911 train 7.336857 (lr=1.0725e-04) (hash(x)=7714288)
+912 train 7.423934 (lr=1.0665e-04) (hash(x)=5983679)
+913 train 7.372122 (lr=1.0606e-04) (hash(x)=5534748)
+914 train 7.324170 (lr=1.0547e-04) (hash(x)=6545471)
+915 train 7.319057 (lr=1.0489e-04) (hash(x)=6361270)
+916 train 7.318522 (lr=1.0431e-04) (hash(x)=6257744)
+917 train 7.329871 (lr=1.0374e-04) (hash(x)=4682956)
+918 train 7.214496 (lr=1.0318e-04) (hash(x)=4521756)
+919 train 7.367909 (lr=1.0262e-04) (hash(x)=7568935)
+920 train 7.282677 (lr=1.0207e-04) (hash(x)=7969353)
+921 train 7.454181 (lr=1.0153e-04) (hash(x)=7973311)
+922 train 7.171074 (lr=1.0099e-04) (hash(x)=4843937)
+923 train 7.308990 (lr=1.0046e-04) (hash(x)=6987352)
+924 train 7.402907 (lr=9.9941e-05) (hash(x)=7179418)
+925 train 7.096810 (lr=9.9425e-05) (hash(x)=5413904)
+926 train 7.454630 (lr=9.8915e-05) (hash(x)=6028105)
+927 train 7.395092 (lr=9.8411e-05) (hash(x)=6732924)
+928 train 7.301415 (lr=9.7915e-05) (hash(x)=4547651)
+929 train 7.445501 (lr=9.7424e-05) (hash(x)=6219754)
+930 train 7.239707 (lr=9.6941e-05) (hash(x)=7465186)
+931 train 7.370588 (lr=9.6464e-05) (hash(x)=6839070)
+932 train 7.258953 (lr=9.5994e-05) (hash(x)=5390324)
+933 train 7.227988 (lr=9.5530e-05) (hash(x)=6090120)
+934 train 7.827703 (lr=9.5073e-05) (hash(x)=7123181)
+935 train 7.514692 (lr=9.4623e-05) (hash(x)=7115176)
+936 train 7.521098 (lr=9.4180e-05) (hash(x)=7016990)
+937 train 7.282057 (lr=9.3743e-05) (hash(x)=4989299)
+938 train 7.311768 (lr=9.3313e-05) (hash(x)=6783311)
+939 train 7.276971 (lr=9.2889e-05) (hash(x)=7497590)
+940 train 7.496283 (lr=9.2473e-05) (hash(x)=6767514)
+941 train 7.257604 (lr=9.2063e-05) (hash(x)=3977557)
+942 train 7.365760 (lr=9.1659e-05) (hash(x)=4806492)
+943 train 7.307173 (lr=9.1263e-05) (hash(x)=5524165)
+944 train 7.354510 (lr=9.0873e-05) (hash(x)=4930752)
+945 train 7.328971 (lr=9.0490e-05) (hash(x)=5124936)
+946 train 7.207413 (lr=9.0114e-05) (hash(x)=6877351)
+947 train 7.497658 (lr=8.9744e-05) (hash(x)=5522119)
+948 train 7.296420 (lr=8.9382e-05) (hash(x)=6183512)
+949 train 7.211228 (lr=8.9026e-05) (hash(x)=5030865)
+950 val loss 7.3650
+950 val perplexity 1579.6495
+950 train 7.316410 (lr=8.8677e-05) (hash(x)=6619812)
+951 train 7.308295 (lr=8.8335e-05) (hash(x)=6411783)
+952 train 7.309752 (lr=8.7999e-05) (hash(x)=6748982)
+953 train 7.211441 (lr=8.7670e-05) (hash(x)=6581937)
+954 train 7.318934 (lr=8.7349e-05) (hash(x)=7881022)
+955 train 7.280806 (lr=8.7034e-05) (hash(x)=5116910)
+956 train 7.076656 (lr=8.6725e-05) (hash(x)=4880833)
+957 train 7.137047 (lr=8.6424e-05) (hash(x)=7353459)
+958 train 7.185609 (lr=8.6130e-05) (hash(x)=4951302)
+959 train 7.101201 (lr=8.5842e-05) (hash(x)=6344535)
+960 train 7.729256 (lr=8.5561e-05) (hash(x)=7411763)
+961 train 7.278145 (lr=8.5287e-05) (hash(x)=5840169)
+962 train 7.370535 (lr=8.5020e-05) (hash(x)=5784788)
+963 train 7.179125 (lr=8.4760e-05) (hash(x)=6754290)
+964 train 7.468663 (lr=8.4507e-05) (hash(x)=6369963)
+965 train 7.527931 (lr=8.4260e-05) (hash(x)=6484573)
+966 train 7.120367 (lr=8.4021e-05) (hash(x)=6516338)
+967 train 7.165777 (lr=8.3788e-05) (hash(x)=5260125)
+968 train 7.280411 (lr=8.3563e-05) (hash(x)=5781624)
+969 train 7.096311 (lr=8.3344e-05) (hash(x)=4881179)
+970 train 7.210111 (lr=8.3132e-05) (hash(x)=6707821)
+971 train 7.345204 (lr=8.2927e-05) (hash(x)=5001634)
+972 train 7.223913 (lr=8.2729e-05) (hash(x)=4402949)
+973 train 7.243615 (lr=8.2537e-05) (hash(x)=7424810)
+974 train 7.101247 (lr=8.2353e-05) (hash(x)=4814803)
+975 train 7.021827 (lr=8.2176e-05) (hash(x)=5176431)
+976 train 7.219872 (lr=8.2005e-05) (hash(x)=5769393)
+977 train 7.159587 (lr=8.1842e-05) (hash(x)=5421624)
+978 train 7.379766 (lr=8.1685e-05) (hash(x)=5999773)
+979 train 7.101814 (lr=8.1536e-05) (hash(x)=5674439)
+980 train 7.188630 (lr=8.1393e-05) (hash(x)=6345351)
+981 train 7.132586 (lr=8.1257e-05) (hash(x)=5819157)
+982 train 7.346567 (lr=8.1128e-05) (hash(x)=11159355)
+983 train 7.314591 (lr=8.1007e-05) (hash(x)=6506856)
+984 train 7.233915 (lr=8.0892e-05) (hash(x)=6331023)
+985 train 7.131012 (lr=8.0784e-05) (hash(x)=6119124)
+986 train 7.341985 (lr=8.0683e-05) (hash(x)=8142528)
+987 train 7.499068 (lr=8.0589e-05) (hash(x)=6241669)
+988 train 7.133759 (lr=8.0502e-05) (hash(x)=3852991)
+989 train 6.899403 (lr=8.0422e-05) (hash(x)=4992756)
+990 train 7.569063 (lr=8.0348e-05) (hash(x)=7097145)
+991 train 7.367691 (lr=8.0282e-05) (hash(x)=7277927)
+992 train 7.425050 (lr=8.0223e-05) (hash(x)=5661400)
+993 train 7.348803 (lr=8.0171e-05) (hash(x)=6622097)
+994 train 7.481235 (lr=8.0125e-05) (hash(x)=5016804)
+995 train 7.551160 (lr=8.0087e-05) (hash(x)=7026582)
+996 train 7.336741 (lr=8.0056e-05) (hash(x)=5639136)
+997 train 7.495724 (lr=8.0031e-05) (hash(x)=5840987)
+998 train 7.117863 (lr=8.0014e-05) (hash(x)=5265410)
+999 val loss 7.3536
+999 val perplexity 1561.8075
+999 train 7.113688 (lr=8.0003e-05) (hash(x)=4351074)

lr8e-4_total_batch_size20480_seq_len128/model_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ed5419c6654024e16dcbb1cdcd4529170c528633973fdd349cce7e08d78a2ef
+size 36163010

lr8e-4_total_batch_size20480_seq_len128/optimizer_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2db5a15475d530d20c7d4d253c0e4b6fba01662ad68e581e964ad96b418ac555
+size 70764358