Upload folder using huggingface_hub

lr5e-4_total_batch_size20480_seq_len128/args.json

@@ -0,0 +1 @@
+{"hellaswag": true, "attention_kind": "selective", "log_dir": "proxy_model_sweep_2/lr5e-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": 0.0005, "decay_lr": true, "readout_zero_init": false, "query_zero_init": false, "l1_loss": false, "debugpy": false, "n_embd": 128}

lr5e-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

lr5e-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=1.7483e-06) (hash(x)=5113283)
+1 train 11.672960 (lr=3.4965e-06) (hash(x)=5534142)
+2 train 11.695552 (lr=5.2448e-06) (hash(x)=6763231)
+3 train 11.666068 (lr=6.9930e-06) (hash(x)=6328012)
+4 train 11.654607 (lr=8.7413e-06) (hash(x)=7052161)
+5 train 11.608361 (lr=1.0490e-05) (hash(x)=5556098)
+6 train 11.570334 (lr=1.2238e-05) (hash(x)=4696943)
+7 train 11.518970 (lr=1.3986e-05) (hash(x)=6219138)
+8 train 11.462629 (lr=1.5734e-05) (hash(x)=6049878)
+9 train 11.423951 (lr=1.7483e-05) (hash(x)=5491972)
+10 train 11.366195 (lr=1.9231e-05) (hash(x)=8075458)
+11 train 11.285904 (lr=2.0979e-05) (hash(x)=5917741)
+12 train 11.237248 (lr=2.2727e-05) (hash(x)=5750403)
+13 train 11.162921 (lr=2.4476e-05) (hash(x)=6112458)
+14 train 11.094389 (lr=2.6224e-05) (hash(x)=5806490)
+15 train 10.994961 (lr=2.7972e-05) (hash(x)=6568379)
+16 train 10.910911 (lr=2.9720e-05) (hash(x)=7212403)
+17 train 10.843513 (lr=3.1469e-05) (hash(x)=7386082)
+18 train 10.781620 (lr=3.3217e-05) (hash(x)=6359743)
+19 train 10.729923 (lr=3.4965e-05) (hash(x)=6151674)
+20 train 10.690209 (lr=3.6713e-05) (hash(x)=7168704)
+21 train 10.643327 (lr=3.8462e-05) (hash(x)=7859060)
+22 train 10.557471 (lr=4.0210e-05) (hash(x)=6976239)
+23 train 10.554563 (lr=4.1958e-05) (hash(x)=6391506)
+24 train 10.531520 (lr=4.3706e-05) (hash(x)=5245999)
+25 train 10.479081 (lr=4.5455e-05) (hash(x)=5985675)
+26 train 10.392241 (lr=4.7203e-05) (hash(x)=4355733)
+27 train 10.559300 (lr=4.8951e-05) (hash(x)=6984772)
+28 train 10.405327 (lr=5.0699e-05) (hash(x)=6244096)
+29 train 10.423216 (lr=5.2448e-05) (hash(x)=6603717)
+30 train 10.325966 (lr=5.4196e-05) (hash(x)=5669522)
+31 train 10.309162 (lr=5.5944e-05) (hash(x)=6190579)
+32 train 10.370431 (lr=5.7692e-05) (hash(x)=4912983)
+33 train 10.242783 (lr=5.9441e-05) (hash(x)=7276303)
+34 train 10.306746 (lr=6.1189e-05) (hash(x)=5479947)
+35 train 10.397912 (lr=6.2937e-05) (hash(x)=6630378)
+36 train 10.329117 (lr=6.4685e-05) (hash(x)=8097010)
+37 train 10.381491 (lr=6.6434e-05) (hash(x)=9989744)
+38 train 10.252186 (lr=6.8182e-05) (hash(x)=6694932)
+39 train 10.178607 (lr=6.9930e-05) (hash(x)=6317894)
+40 train 10.088614 (lr=7.1678e-05) (hash(x)=5046327)
+41 train 10.156977 (lr=7.3427e-05) (hash(x)=7947703)
+42 train 10.015911 (lr=7.5175e-05) (hash(x)=5916068)
+43 train 10.109138 (lr=7.6923e-05) (hash(x)=5777498)
+44 train 10.032684 (lr=7.8671e-05) (hash(x)=5753092)
+45 train 10.005583 (lr=8.0420e-05) (hash(x)=7723226)
+46 train 9.986021 (lr=8.2168e-05) (hash(x)=7007016)
+47 train 9.901617 (lr=8.3916e-05) (hash(x)=6491229)
+48 train 9.931938 (lr=8.5664e-05) (hash(x)=6390752)
+49 train 10.034129 (lr=8.7413e-05) (hash(x)=6019389)
+50 val loss 9.8939
+50 val perplexity 19809.6738
+50 train 9.885399 (lr=8.9161e-05) (hash(x)=7662067)
+51 train 9.873328 (lr=9.0909e-05) (hash(x)=4648609)
+52 train 9.797134 (lr=9.2657e-05) (hash(x)=4725966)
+53 train 9.742386 (lr=9.4406e-05) (hash(x)=5558355)
+54 train 9.767694 (lr=9.6154e-05) (hash(x)=6524933)
+55 train 9.704561 (lr=9.7902e-05) (hash(x)=6369326)
+56 train 9.654732 (lr=9.9650e-05) (hash(x)=6022625)
+57 train 9.575443 (lr=1.0140e-04) (hash(x)=4906853)
+58 train 9.381954 (lr=1.0315e-04) (hash(x)=5589269)
+59 train 9.489091 (lr=1.0490e-04) (hash(x)=6437376)
+60 train 9.515290 (lr=1.0664e-04) (hash(x)=7304892)
+61 train 9.461693 (lr=1.0839e-04) (hash(x)=7084093)
+62 train 9.460057 (lr=1.1014e-04) (hash(x)=5908178)
+63 train 9.228505 (lr=1.1189e-04) (hash(x)=7048804)
+64 train 9.292789 (lr=1.1364e-04) (hash(x)=6085549)
+65 train 9.291378 (lr=1.1538e-04) (hash(x)=5752594)
+66 train 9.076304 (lr=1.1713e-04) (hash(x)=7662769)
+67 train 8.918578 (lr=1.1888e-04) (hash(x)=6393520)
+68 train 9.151848 (lr=1.2063e-04) (hash(x)=5942867)
+69 train 9.127384 (lr=1.2238e-04) (hash(x)=6793550)
+70 train 8.950273 (lr=1.2413e-04) (hash(x)=7105976)
+71 train 8.967115 (lr=1.2587e-04) (hash(x)=6581348)
+72 train 8.880000 (lr=1.2762e-04) (hash(x)=5555598)
+73 train 8.822878 (lr=1.2937e-04) (hash(x)=6235837)
+74 train 8.747945 (lr=1.3112e-04) (hash(x)=5591770)
+75 train 8.946789 (lr=1.3287e-04) (hash(x)=7083021)
+76 train 8.770114 (lr=1.3462e-04) (hash(x)=7281348)
+77 train 8.808050 (lr=1.3636e-04) (hash(x)=6155821)
+78 train 8.625364 (lr=1.3811e-04) (hash(x)=5736241)
+79 train 8.525559 (lr=1.3986e-04) (hash(x)=5657123)
+80 train 8.465181 (lr=1.4161e-04) (hash(x)=6452095)
+81 train 8.402158 (lr=1.4336e-04) (hash(x)=5312267)
+82 train 8.274101 (lr=1.4510e-04) (hash(x)=5434493)
+83 train 8.474909 (lr=1.4685e-04) (hash(x)=6830813)
+84 train 8.312563 (lr=1.4860e-04) (hash(x)=4752771)
+85 train 8.389462 (lr=1.5035e-04) (hash(x)=6424933)
+86 train 8.288081 (lr=1.5210e-04) (hash(x)=5786517)
+87 train 8.339081 (lr=1.5385e-04) (hash(x)=6680023)
+88 train 8.251625 (lr=1.5559e-04) (hash(x)=6474729)
+89 train 8.267853 (lr=1.5734e-04) (hash(x)=7523279)
+90 train 8.057953 (lr=1.5909e-04) (hash(x)=5508768)
+91 train 8.231356 (lr=1.6084e-04) (hash(x)=6635925)
+92 train 8.114038 (lr=1.6259e-04) (hash(x)=6663801)
+93 train 8.085885 (lr=1.6434e-04) (hash(x)=5869441)
+94 train 8.135342 (lr=1.6608e-04) (hash(x)=6698878)
+95 train 8.047293 (lr=1.6783e-04) (hash(x)=6349004)
+96 train 8.049777 (lr=1.6958e-04) (hash(x)=4986137)
+97 train 7.831696 (lr=1.7133e-04) (hash(x)=6008454)
+98 train 7.897891 (lr=1.7308e-04) (hash(x)=6550770)
+99 train 8.033091 (lr=1.7483e-04) (hash(x)=7682741)
+100 val loss 7.9831
+100 val perplexity 2930.9805
+100 train 8.090453 (lr=1.7657e-04) (hash(x)=7892158)
+101 train 7.958868 (lr=1.7832e-04) (hash(x)=7794028)
+102 train 7.949870 (lr=1.8007e-04) (hash(x)=7093523)
+103 train 7.980931 (lr=1.8182e-04) (hash(x)=6166062)
+104 train 7.919570 (lr=1.8357e-04) (hash(x)=6645781)
+105 train 7.891222 (lr=1.8531e-04) (hash(x)=4811192)
+106 train 7.811481 (lr=1.8706e-04) (hash(x)=5970866)
+107 train 7.818060 (lr=1.8881e-04) (hash(x)=7822680)
+108 train 7.777383 (lr=1.9056e-04) (hash(x)=6317317)
+109 train 7.874724 (lr=1.9231e-04) (hash(x)=6431409)
+110 train 7.892319 (lr=1.9406e-04) (hash(x)=6653337)
+111 train 7.827804 (lr=1.9580e-04) (hash(x)=5323032)
+112 train 7.717324 (lr=1.9755e-04) (hash(x)=5125339)
+113 train 7.660126 (lr=1.9930e-04) (hash(x)=7363286)
+114 train 8.018383 (lr=2.0105e-04) (hash(x)=7670050)
+115 train 7.784950 (lr=2.0280e-04) (hash(x)=5616075)
+116 train 7.829693 (lr=2.0455e-04) (hash(x)=6593764)
+117 train 7.890211 (lr=2.0629e-04) (hash(x)=5672608)
+118 train 7.730969 (lr=2.0804e-04) (hash(x)=6828653)
+119 train 7.721272 (lr=2.0979e-04) (hash(x)=6839867)
+120 train 7.846440 (lr=2.1154e-04) (hash(x)=8426992)
+121 train 7.517550 (lr=2.1329e-04) (hash(x)=4916928)
+122 train 7.730700 (lr=2.1503e-04) (hash(x)=6484050)
+123 train 7.823503 (lr=2.1678e-04) (hash(x)=8353379)
+124 train 7.734229 (lr=2.1853e-04) (hash(x)=6552510)
+125 train 7.706458 (lr=2.2028e-04) (hash(x)=4838871)
+126 train 7.446773 (lr=2.2203e-04) (hash(x)=3021697)
+127 train 7.606452 (lr=2.2378e-04) (hash(x)=6795665)
+128 train 7.620957 (lr=2.2552e-04) (hash(x)=5486935)
+129 train 7.809128 (lr=2.2727e-04) (hash(x)=6678038)
+130 train 7.825309 (lr=2.2902e-04) (hash(x)=6657714)
+131 train 7.716088 (lr=2.3077e-04) (hash(x)=6112215)
+132 train 7.758881 (lr=2.3252e-04) (hash(x)=8353143)
+133 train 7.783720 (lr=2.3427e-04) (hash(x)=5915361)
+134 train 7.680995 (lr=2.3601e-04) (hash(x)=6254885)
+135 train 7.694855 (lr=2.3776e-04) (hash(x)=5771588)
+136 train 7.677476 (lr=2.3951e-04) (hash(x)=5561507)
+137 train 7.624990 (lr=2.4126e-04) (hash(x)=5688829)
+138 train 7.621283 (lr=2.4301e-04) (hash(x)=5371951)
+139 train 7.790312 (lr=2.4476e-04) (hash(x)=5443305)
+140 train 7.751131 (lr=2.4650e-04) (hash(x)=5016757)
+141 train 7.758002 (lr=2.4825e-04) (hash(x)=6901933)
+142 train 7.730201 (lr=2.5000e-04) (hash(x)=6019085)
+143 train 7.565399 (lr=2.5175e-04) (hash(x)=4294425)
+144 train 7.673890 (lr=2.5350e-04) (hash(x)=6095229)
+145 train 7.503168 (lr=2.5524e-04) (hash(x)=4363941)
+146 train 7.580531 (lr=2.5699e-04) (hash(x)=4693798)
+147 train 8.144917 (lr=2.5874e-04) (hash(x)=5486335)
+148 train 7.948389 (lr=2.6049e-04) (hash(x)=7907450)
+149 train 7.779182 (lr=2.6224e-04) (hash(x)=7295165)
+150 val loss 7.6655
+150 val perplexity 2133.4790
+150 train 7.703281 (lr=2.6399e-04) (hash(x)=6814026)
+151 train 7.792414 (lr=2.6573e-04) (hash(x)=6267424)
+152 train 7.802181 (lr=2.6748e-04) (hash(x)=8086437)
+153 train 7.851647 (lr=2.6923e-04) (hash(x)=5270452)
+154 train 7.695092 (lr=2.7098e-04) (hash(x)=6420820)
+155 train 7.593840 (lr=2.7273e-04) (hash(x)=6305297)
+156 train 7.737329 (lr=2.7448e-04) (hash(x)=7889849)
+157 train 8.117135 (lr=2.7622e-04) (hash(x)=6040077)
+158 train 8.112368 (lr=2.7797e-04) (hash(x)=5652497)
+159 train 7.692060 (lr=2.7972e-04) (hash(x)=7130251)
+160 train 7.550304 (lr=2.8147e-04) (hash(x)=6610177)
+161 train 7.612594 (lr=2.8322e-04) (hash(x)=6508350)
+162 train 7.769850 (lr=2.8497e-04) (hash(x)=6994983)
+163 train 7.727452 (lr=2.8671e-04) (hash(x)=5859576)
+164 train 7.284773 (lr=2.8846e-04) (hash(x)=5487065)
+165 train 7.532728 (lr=2.9021e-04) (hash(x)=4892065)
+166 train 7.427954 (lr=2.9196e-04) (hash(x)=4933674)
+167 train 7.690159 (lr=2.9371e-04) (hash(x)=7317289)
+168 train 7.792884 (lr=2.9545e-04) (hash(x)=6811522)
+169 train 7.619172 (lr=2.9720e-04) (hash(x)=5510218)
+170 train 7.783511 (lr=2.9895e-04) (hash(x)=7304235)
+171 train 7.934256 (lr=3.0070e-04) (hash(x)=6752265)
+172 train 7.629849 (lr=3.0245e-04) (hash(x)=5994476)
+173 train 7.600955 (lr=3.0420e-04) (hash(x)=6530867)
+174 train 7.702915 (lr=3.0594e-04) (hash(x)=5746260)
+175 train 7.658589 (lr=3.0769e-04) (hash(x)=5790078)
+176 train 7.674985 (lr=3.0944e-04) (hash(x)=6430135)
+177 train 7.746804 (lr=3.1119e-04) (hash(x)=7614023)
+178 train 7.730116 (lr=3.1294e-04) (hash(x)=5244861)
+179 train 7.712088 (lr=3.1469e-04) (hash(x)=5245146)
+180 train 7.603346 (lr=3.1643e-04) (hash(x)=6415565)
+181 train 7.655617 (lr=3.1818e-04) (hash(x)=5786972)
+182 train 7.691521 (lr=3.1993e-04) (hash(x)=6131703)
+183 train 7.712232 (lr=3.2168e-04) (hash(x)=6346459)
+184 train 7.754544 (lr=3.2343e-04) (hash(x)=6504131)
+185 train 7.744644 (lr=3.2517e-04) (hash(x)=5209234)
+186 train 7.656458 (lr=3.2692e-04) (hash(x)=6163272)
+187 train 7.648332 (lr=3.2867e-04) (hash(x)=5676768)
+188 train 7.715640 (lr=3.3042e-04) (hash(x)=6090561)
+189 train 7.867862 (lr=3.3217e-04) (hash(x)=5863092)
+190 train 7.778335 (lr=3.3392e-04) (hash(x)=7201312)
+191 train 7.853775 (lr=3.3566e-04) (hash(x)=7019489)
+192 train 7.619477 (lr=3.3741e-04) (hash(x)=6225608)
+193 train 7.712648 (lr=3.3916e-04) (hash(x)=5483019)
+194 train 7.652710 (lr=3.4091e-04) (hash(x)=5903258)
+195 train 7.691281 (lr=3.4266e-04) (hash(x)=5968716)
+196 train 7.687555 (lr=3.4441e-04) (hash(x)=5778017)
+197 train 7.410178 (lr=3.4615e-04) (hash(x)=7780194)
+198 train 7.622293 (lr=3.4790e-04) (hash(x)=6140998)
+199 train 7.609862 (lr=3.4965e-04) (hash(x)=3784321)
+200 val loss 7.6258
+200 val perplexity 2050.3394
+200 train 7.632768 (lr=3.5140e-04) (hash(x)=5860821)
+201 train 7.672125 (lr=3.5315e-04) (hash(x)=7774109)
+202 train 7.835864 (lr=3.5490e-04) (hash(x)=7997664)
+203 train 7.801472 (lr=3.5664e-04) (hash(x)=6576749)
+204 train 7.720698 (lr=3.5839e-04) (hash(x)=7266655)
+205 train 7.686074 (lr=3.6014e-04) (hash(x)=7072404)
+206 train 7.599856 (lr=3.6189e-04) (hash(x)=6626459)
+207 train 7.601377 (lr=3.6364e-04) (hash(x)=6556025)
+208 train 7.638923 (lr=3.6538e-04) (hash(x)=5942129)
+209 train 7.745492 (lr=3.6713e-04) (hash(x)=7325027)
+210 train 7.741173 (lr=3.6888e-04) (hash(x)=7322467)
+211 train 7.673203 (lr=3.7063e-04) (hash(x)=6373412)
+212 train 7.465663 (lr=3.7238e-04) (hash(x)=7332255)
+213 train 7.744501 (lr=3.7413e-04) (hash(x)=5262868)
+214 train 7.456234 (lr=3.7587e-04) (hash(x)=5688247)
+215 train 7.622649 (lr=3.7762e-04) (hash(x)=8055563)
+216 train 7.651843 (lr=3.7937e-04) (hash(x)=5352405)
+217 train 7.726893 (lr=3.8112e-04) (hash(x)=5932790)
+218 train 7.666943 (lr=3.8287e-04) (hash(x)=6249312)
+219 train 7.623081 (lr=3.8462e-04) (hash(x)=5680154)
+220 train 7.722910 (lr=3.8636e-04) (hash(x)=8156280)
+221 train 7.649165 (lr=3.8811e-04) (hash(x)=5914217)
+222 train 7.484366 (lr=3.8986e-04) (hash(x)=7120215)
+223 train 7.680924 (lr=3.9161e-04) (hash(x)=6424128)
+224 train 7.432400 (lr=3.9336e-04) (hash(x)=4390027)
+225 train 7.641574 (lr=3.9510e-04) (hash(x)=7804089)
+226 train 7.717457 (lr=3.9685e-04) (hash(x)=7130267)
+227 train 7.493531 (lr=3.9860e-04) (hash(x)=6490149)
+228 train 7.587654 (lr=4.0035e-04) (hash(x)=9276378)
+229 train 7.613081 (lr=4.0210e-04) (hash(x)=6283540)
+230 train 7.594581 (lr=4.0385e-04) (hash(x)=5781680)
+231 train 7.525056 (lr=4.0559e-04) (hash(x)=5728337)
+232 train 7.519223 (lr=4.0734e-04) (hash(x)=6278202)
+233 train 7.623920 (lr=4.0909e-04) (hash(x)=7400272)
+234 train 7.590850 (lr=4.1084e-04) (hash(x)=5795128)
+235 train 7.558988 (lr=4.1259e-04) (hash(x)=6473432)
+236 train 7.579780 (lr=4.1434e-04) (hash(x)=5201502)
+237 train 7.788270 (lr=4.1608e-04) (hash(x)=6922646)
+238 train 7.499532 (lr=4.1783e-04) (hash(x)=5484641)
+239 train 7.566568 (lr=4.1958e-04) (hash(x)=7277141)
+240 train 7.573974 (lr=4.2133e-04) (hash(x)=5604614)
+241 train 7.624212 (lr=4.2308e-04) (hash(x)=7443124)
+242 train 7.636985 (lr=4.2483e-04) (hash(x)=5601968)
+243 train 7.525299 (lr=4.2657e-04) (hash(x)=5632735)
+244 train 7.536751 (lr=4.2832e-04) (hash(x)=5594810)
+245 train 7.395719 (lr=4.3007e-04) (hash(x)=5881015)
+246 train 7.534366 (lr=4.3182e-04) (hash(x)=6865361)
+247 train 7.606976 (lr=4.3357e-04) (hash(x)=5809411)
+248 train 7.598826 (lr=4.3531e-04) (hash(x)=6293025)
+249 train 7.542069 (lr=4.3706e-04) (hash(x)=7232964)
+250 val loss 7.5649
+250 val perplexity 1929.2784
+250 train 7.486119 (lr=4.3881e-04) (hash(x)=5646619)
+251 train 7.601873 (lr=4.4056e-04) (hash(x)=6171829)
+252 train 7.676800 (lr=4.4231e-04) (hash(x)=7787552)
+253 train 7.609212 (lr=4.4406e-04) (hash(x)=5884456)
+254 train 7.627812 (lr=4.4580e-04) (hash(x)=6752162)
+255 train 7.541821 (lr=4.4755e-04) (hash(x)=5077031)
+256 train 7.698488 (lr=4.4930e-04) (hash(x)=6883481)
+257 train 7.584640 (lr=4.5105e-04) (hash(x)=6248895)
+258 train 7.457194 (lr=4.5280e-04) (hash(x)=6636615)
+259 train 7.646179 (lr=4.5455e-04) (hash(x)=6918004)
+260 train 7.561431 (lr=4.5629e-04) (hash(x)=7302874)
+261 train 7.669982 (lr=4.5804e-04) (hash(x)=6482466)
+262 train 7.498110 (lr=4.5979e-04) (hash(x)=7298317)
+263 train 7.533354 (lr=4.6154e-04) (hash(x)=6588573)
+264 train 7.526618 (lr=4.6329e-04) (hash(x)=6229630)
+265 train 7.600528 (lr=4.6503e-04) (hash(x)=6136939)
+266 train 7.357875 (lr=4.6678e-04) (hash(x)=6394645)
+267 train 7.592115 (lr=4.6853e-04) (hash(x)=7040157)
+268 train 7.628303 (lr=4.7028e-04) (hash(x)=7041858)
+269 train 7.529849 (lr=4.7203e-04) (hash(x)=6455595)
+270 train 7.459441 (lr=4.7378e-04) (hash(x)=6480443)
+271 train 7.647004 (lr=4.7552e-04) (hash(x)=4122983)
+272 train 7.458611 (lr=4.7727e-04) (hash(x)=7672190)
+273 train 7.485595 (lr=4.7902e-04) (hash(x)=4724052)
+274 train 7.437414 (lr=4.8077e-04) (hash(x)=6654267)
+275 train 7.420813 (lr=4.8252e-04) (hash(x)=6820797)
+276 train 7.512196 (lr=4.8427e-04) (hash(x)=6458662)
+277 train 7.917709 (lr=4.8601e-04) (hash(x)=7477594)
+278 train 7.554106 (lr=4.8776e-04) (hash(x)=5876574)
+279 train 7.277621 (lr=4.8951e-04) (hash(x)=6146305)
+280 train 7.454937 (lr=4.9126e-04) (hash(x)=6162080)
+281 train 7.411793 (lr=4.9301e-04) (hash(x)=6814831)
+282 train 7.541778 (lr=4.9476e-04) (hash(x)=7138295)
+283 train 7.317982 (lr=4.9650e-04) (hash(x)=5548298)
+284 train 7.428448 (lr=4.9825e-04) (hash(x)=6265078)
+285 train 7.801420 (lr=5.0000e-04) (hash(x)=7609416)
+286 train 7.483164 (lr=5.0000e-04) (hash(x)=6909367)
+287 train 7.597700 (lr=5.0000e-04) (hash(x)=7574342)
+288 train 7.409695 (lr=4.9999e-04) (hash(x)=8859748)
+289 train 7.362408 (lr=4.9998e-04) (hash(x)=5906937)
+290 train 7.386526 (lr=4.9997e-04) (hash(x)=7243024)
+291 train 7.502868 (lr=4.9995e-04) (hash(x)=8013471)
+292 train 7.416108 (lr=4.9992e-04) (hash(x)=5659461)
+293 train 7.455505 (lr=4.9989e-04) (hash(x)=6146213)
+294 train 7.491917 (lr=4.9986e-04) (hash(x)=6602917)
+295 train 7.399060 (lr=4.9982e-04) (hash(x)=6709902)
+296 train 7.526380 (lr=4.9978e-04) (hash(x)=8154341)
+297 train 7.667249 (lr=4.9974e-04) (hash(x)=6402571)
+298 train 7.428350 (lr=4.9969e-04) (hash(x)=5605466)
+299 train 7.383250 (lr=4.9963e-04) (hash(x)=7683614)
+300 val loss 7.4516
+300 val perplexity 1722.6920
+300 train 7.500629 (lr=4.9957e-04) (hash(x)=5421572)
+301 train 7.343226 (lr=4.9951e-04) (hash(x)=5453026)
+302 train 7.402356 (lr=4.9944e-04) (hash(x)=6437746)
+303 train 7.311347 (lr=4.9937e-04) (hash(x)=6260017)
+304 train 7.410797 (lr=4.9929e-04) (hash(x)=6119053)
+305 train 7.575393 (lr=4.9921e-04) (hash(x)=6591466)
+306 train 7.485226 (lr=4.9913e-04) (hash(x)=5652701)
+307 train 7.442460 (lr=4.9904e-04) (hash(x)=5501472)
+308 train 7.624926 (lr=4.9895e-04) (hash(x)=6160695)
+309 train 7.380640 (lr=4.9885e-04) (hash(x)=5871698)
+310 train 7.343381 (lr=4.9875e-04) (hash(x)=7301184)
+311 train 7.274087 (lr=4.9864e-04) (hash(x)=4282052)
+312 train 7.481493 (lr=4.9853e-04) (hash(x)=5679330)
+313 train 7.329782 (lr=4.9841e-04) (hash(x)=7824660)
+314 train 7.376566 (lr=4.9829e-04) (hash(x)=4857318)
+315 train 7.313642 (lr=4.9817e-04) (hash(x)=5954950)
+316 train 7.372428 (lr=4.9804e-04) (hash(x)=5758178)
+317 train 7.392262 (lr=4.9791e-04) (hash(x)=5484656)
+318 train 7.383463 (lr=4.9777e-04) (hash(x)=6818913)
+319 train 7.589435 (lr=4.9763e-04) (hash(x)=7031328)
+320 train 7.416356 (lr=4.9749e-04) (hash(x)=6837621)
+321 train 7.457081 (lr=4.9734e-04) (hash(x)=9157069)
+322 train 7.698480 (lr=4.9718e-04) (hash(x)=6509536)
+323 train 7.392669 (lr=4.9702e-04) (hash(x)=5996883)
+324 train 7.647024 (lr=4.9686e-04) (hash(x)=6850868)
+325 train 7.569314 (lr=4.9670e-04) (hash(x)=7645447)
+326 train 7.580283 (lr=4.9652e-04) (hash(x)=6717515)
+327 train 7.708749 (lr=4.9635e-04) (hash(x)=6336164)
+328 train 7.413807 (lr=4.9617e-04) (hash(x)=6897445)
+329 train 7.333851 (lr=4.9598e-04) (hash(x)=5224240)
+330 train 7.483329 (lr=4.9580e-04) (hash(x)=6612945)
+331 train 7.923858 (lr=4.9560e-04) (hash(x)=5447801)
+332 train 7.465648 (lr=4.9541e-04) (hash(x)=7308579)
+333 train 7.358824 (lr=4.9521e-04) (hash(x)=4155598)
+334 train 7.355170 (lr=4.9500e-04) (hash(x)=6106773)
+335 train 7.404686 (lr=4.9479e-04) (hash(x)=7482744)
+336 train 7.500164 (lr=4.9458e-04) (hash(x)=6310687)
+337 train 7.362833 (lr=4.9436e-04) (hash(x)=4733414)
+338 train 7.462912 (lr=4.9414e-04) (hash(x)=6979734)
+339 train 7.269539 (lr=4.9391e-04) (hash(x)=7806284)
+340 train 7.276829 (lr=4.9368e-04) (hash(x)=5080536)
+341 train 7.495099 (lr=4.9344e-04) (hash(x)=7236478)
+342 train 7.432468 (lr=4.9320e-04) (hash(x)=6619318)
+343 train 7.337922 (lr=4.9296e-04) (hash(x)=4656255)
+344 train 7.276386 (lr=4.9271e-04) (hash(x)=5546888)
+345 train 7.748324 (lr=4.9246e-04) (hash(x)=9298325)
+346 train 7.459085 (lr=4.9220e-04) (hash(x)=5994232)
+347 train 7.417453 (lr=4.9194e-04) (hash(x)=6287524)
+348 train 7.540259 (lr=4.9168e-04) (hash(x)=6200049)
+349 train 7.444436 (lr=4.9141e-04) (hash(x)=7895970)
+350 val loss 7.3646
+350 val perplexity 1579.1465
+350 train 7.350061 (lr=4.9114e-04) (hash(x)=6051847)
+351 train 7.506237 (lr=4.9086e-04) (hash(x)=8847992)
+352 train 7.880729 (lr=4.9058e-04) (hash(x)=5123883)
+353 train 7.464824 (lr=4.9029e-04) (hash(x)=6338998)
+354 train 7.467878 (lr=4.9000e-04) (hash(x)=5765866)
+355 train 7.813435 (lr=4.8971e-04) (hash(x)=7104011)
+356 train 7.582506 (lr=4.8941e-04) (hash(x)=7438267)
+357 train 7.317100 (lr=4.8911e-04) (hash(x)=5573214)
+358 train 7.570335 (lr=4.8880e-04) (hash(x)=6897283)
+359 train 7.362119 (lr=4.8849e-04) (hash(x)=6882897)
+360 train 7.479269 (lr=4.8818e-04) (hash(x)=5343615)
+361 train 7.388541 (lr=4.8786e-04) (hash(x)=5854242)
+362 train 7.301569 (lr=4.8754e-04) (hash(x)=6317324)
+363 train 7.239825 (lr=4.8721e-04) (hash(x)=6972494)
+364 train 7.318973 (lr=4.8688e-04) (hash(x)=5661167)
+365 train 7.332743 (lr=4.8654e-04) (hash(x)=6796805)
+366 train 7.158183 (lr=4.8620e-04) (hash(x)=5817209)
+367 train 7.233025 (lr=4.8586e-04) (hash(x)=6139120)
+368 train 7.402174 (lr=4.8551e-04) (hash(x)=6121296)
+369 train 7.376255 (lr=4.8516e-04) (hash(x)=6486796)
+370 train 7.291081 (lr=4.8481e-04) (hash(x)=5514645)
+371 train 7.235853 (lr=4.8445e-04) (hash(x)=5578797)
+372 train 7.232906 (lr=4.8408e-04) (hash(x)=7651738)
+373 train 7.441844 (lr=4.8372e-04) (hash(x)=6895326)
+374 train 7.463004 (lr=4.8334e-04) (hash(x)=5490256)
+375 train 7.318242 (lr=4.8297e-04) (hash(x)=7783160)
+376 train 7.523637 (lr=4.8259e-04) (hash(x)=5608424)
+377 train 7.289732 (lr=4.8220e-04) (hash(x)=4867625)
+378 train 7.199661 (lr=4.8182e-04) (hash(x)=4655472)
+379 train 7.258174 (lr=4.8142e-04) (hash(x)=6631123)
+380 train 6.930998 (lr=4.8103e-04) (hash(x)=5751990)
+381 train 7.244713 (lr=4.8063e-04) (hash(x)=6710965)
+382 train 7.194671 (lr=4.8022e-04) (hash(x)=5293800)
+383 train 7.221773 (lr=4.7982e-04) (hash(x)=6294657)
+384 train 7.393067 (lr=4.7940e-04) (hash(x)=6999538)
+385 train 7.381361 (lr=4.7899e-04) (hash(x)=5443606)
+386 train 7.358816 (lr=4.7857e-04) (hash(x)=5650401)
+387 train 7.354572 (lr=4.7815e-04) (hash(x)=7035770)
+388 train 7.304999 (lr=4.7772e-04) (hash(x)=6678271)
+389 train 7.499672 (lr=4.7729e-04) (hash(x)=4899541)
+390 train 7.237353 (lr=4.7685e-04) (hash(x)=5359260)
+391 train 7.232718 (lr=4.7641e-04) (hash(x)=6227120)
+392 train 7.301436 (lr=4.7597e-04) (hash(x)=6643916)
+393 train 7.356061 (lr=4.7552e-04) (hash(x)=5981648)
+394 train 7.321610 (lr=4.7507e-04) (hash(x)=6467540)
+395 train 7.252539 (lr=4.7462e-04) (hash(x)=5558993)
+396 train 7.430574 (lr=4.7416e-04) (hash(x)=6698959)
+397 train 7.227236 (lr=4.7369e-04) (hash(x)=7015671)
+398 train 7.248781 (lr=4.7323e-04) (hash(x)=6800890)
+399 train 7.412173 (lr=4.7276e-04) (hash(x)=5931234)
+400 val loss 7.3167
+400 val perplexity 1505.2485
+400 train 7.409585 (lr=4.7228e-04) (hash(x)=3995070)
+401 train 7.332630 (lr=4.7181e-04) (hash(x)=4582159)
+402 train 7.372652 (lr=4.7132e-04) (hash(x)=7081906)
+403 train 7.296834 (lr=4.7084e-04) (hash(x)=5029472)
+404 train 7.319156 (lr=4.7035e-04) (hash(x)=3946232)
+405 train 7.222072 (lr=4.6986e-04) (hash(x)=5434102)
+406 train 7.960849 (lr=4.6936e-04) (hash(x)=5340646)
+407 train 7.133418 (lr=4.6886e-04) (hash(x)=6810638)
+408 train 7.384606 (lr=4.6835e-04) (hash(x)=6768026)
+409 train 7.375993 (lr=4.6785e-04) (hash(x)=6521562)
+410 train 7.327439 (lr=4.6733e-04) (hash(x)=4429434)
+411 train 7.394525 (lr=4.6682e-04) (hash(x)=7226932)
+412 train 7.169340 (lr=4.6630e-04) (hash(x)=5065932)
+413 train 7.331411 (lr=4.6578e-04) (hash(x)=6957849)
+414 train 7.329439 (lr=4.6525e-04) (hash(x)=6431457)
+415 train 7.399717 (lr=4.6472e-04) (hash(x)=5334281)
+416 train 7.406147 (lr=4.6418e-04) (hash(x)=5471747)
+417 train 7.499147 (lr=4.6365e-04) (hash(x)=5887983)
+418 train 7.404335 (lr=4.6311e-04) (hash(x)=5075909)
+419 train 7.202665 (lr=4.6256e-04) (hash(x)=6393576)
+420 train 7.296270 (lr=4.6201e-04) (hash(x)=6608979)
+421 train 7.728078 (lr=4.6146e-04) (hash(x)=5057959)
+422 train 7.663626 (lr=4.6090e-04) (hash(x)=6414858)
+423 train 7.435847 (lr=4.6034e-04) (hash(x)=8595271)
+424 train 7.300275 (lr=4.5978e-04) (hash(x)=6500949)
+425 train 7.502699 (lr=4.5921e-04) (hash(x)=8395167)
+426 train 7.632969 (lr=4.5864e-04) (hash(x)=6288420)
+427 train 7.425904 (lr=4.5807e-04) (hash(x)=7634417)
+428 train 7.306537 (lr=4.5749e-04) (hash(x)=6795561)
+429 train 7.204391 (lr=4.5691e-04) (hash(x)=5257771)
+430 train 7.367026 (lr=4.5633e-04) (hash(x)=7506860)
+431 train 7.397141 (lr=4.5574e-04) (hash(x)=7674238)
+432 train 7.503457 (lr=4.5515e-04) (hash(x)=5353794)
+433 train 7.430412 (lr=4.5455e-04) (hash(x)=5300555)
+434 train 7.117725 (lr=4.5396e-04) (hash(x)=5564419)
+435 train 7.385005 (lr=4.5335e-04) (hash(x)=6066139)
+436 train 7.363755 (lr=4.5275e-04) (hash(x)=6863709)
+437 train 7.352476 (lr=4.5214e-04) (hash(x)=6688212)
+438 train 7.504986 (lr=4.5153e-04) (hash(x)=7095090)
+439 train 7.606781 (lr=4.5091e-04) (hash(x)=6642404)
+440 train 7.314439 (lr=4.5029e-04) (hash(x)=6539227)
+441 train 7.305208 (lr=4.4967e-04) (hash(x)=4961570)
+442 train 7.246849 (lr=4.4905e-04) (hash(x)=6606391)
+443 train 7.048862 (lr=4.4842e-04) (hash(x)=5105190)
+444 train 7.646637 (lr=4.4778e-04) (hash(x)=5695997)
+445 train 7.336450 (lr=4.4715e-04) (hash(x)=7155991)
+446 train 7.309959 (lr=4.4651e-04) (hash(x)=7249727)
+447 train 7.295984 (lr=4.4587e-04) (hash(x)=5132972)
+448 train 7.292876 (lr=4.4522e-04) (hash(x)=5381802)
+449 train 7.317535 (lr=4.4457e-04) (hash(x)=6269946)
+450 val loss 7.2890
+450 val perplexity 1464.1219
+450 train 7.271142 (lr=4.4392e-04) (hash(x)=4976762)
+451 train 7.361707 (lr=4.4326e-04) (hash(x)=5396133)
+452 train 7.327783 (lr=4.4260e-04) (hash(x)=6173473)
+453 train 7.296171 (lr=4.4194e-04) (hash(x)=6394083)
+454 train 7.372822 (lr=4.4128e-04) (hash(x)=6436030)
+455 train 7.211841 (lr=4.4061e-04) (hash(x)=5237804)
+456 train 7.193060 (lr=4.3994e-04) (hash(x)=6540397)
+457 train 7.444540 (lr=4.3926e-04) (hash(x)=5216638)
+458 train 7.271979 (lr=4.3858e-04) (hash(x)=5750537)
+459 train 7.259324 (lr=4.3790e-04) (hash(x)=6735565)
+460 train 7.287656 (lr=4.3722e-04) (hash(x)=7297488)
+461 train 7.463627 (lr=4.3653e-04) (hash(x)=5983575)
+462 train 7.290742 (lr=4.3584e-04) (hash(x)=4808543)
+463 train 7.405876 (lr=4.3515e-04) (hash(x)=5831619)
+464 train 7.156505 (lr=4.3445e-04) (hash(x)=6280052)
+465 train 7.171041 (lr=4.3375e-04) (hash(x)=9109083)
+466 train 7.431561 (lr=4.3305e-04) (hash(x)=5848604)
+467 train 7.372941 (lr=4.3234e-04) (hash(x)=6912967)
+468 train 7.553815 (lr=4.3163e-04) (hash(x)=6615365)
+469 train 7.607442 (lr=4.3092e-04) (hash(x)=5965674)
+470 train 7.455511 (lr=4.3020e-04) (hash(x)=6879965)
+471 train 7.419261 (lr=4.2948e-04) (hash(x)=5822533)
+472 train 7.278405 (lr=4.2876e-04) (hash(x)=5794462)
+473 train 7.372121 (lr=4.2804e-04) (hash(x)=5268216)
+474 train 7.190698 (lr=4.2731e-04) (hash(x)=7058396)
+475 train 7.303502 (lr=4.2658e-04) (hash(x)=6531900)
+476 train 7.335746 (lr=4.2585e-04) (hash(x)=5878912)
+477 train 7.136664 (lr=4.2511e-04) (hash(x)=5426499)
+478 train 7.347939 (lr=4.2437e-04) (hash(x)=8107004)
+479 train 8.073548 (lr=4.2363e-04) (hash(x)=7455372)
+480 train 7.998034 (lr=4.2289e-04) (hash(x)=7727959)
+481 train 7.919175 (lr=4.2214e-04) (hash(x)=8319119)
+482 train 7.831254 (lr=4.2139e-04) (hash(x)=7581656)
+483 train 7.897698 (lr=4.2064e-04) (hash(x)=7592128)
+484 train 7.883114 (lr=4.1988e-04) (hash(x)=10506633)
+485 train 7.835151 (lr=4.1912e-04) (hash(x)=8704170)
+486 train 7.658167 (lr=4.1836e-04) (hash(x)=7461138)
+487 train 7.588099 (lr=4.1759e-04) (hash(x)=7165037)
+488 train 7.634685 (lr=4.1683e-04) (hash(x)=4976998)
+489 train 7.399677 (lr=4.1606e-04) (hash(x)=7678000)
+490 train 7.460315 (lr=4.1529e-04) (hash(x)=6299409)
+491 train 7.390481 (lr=4.1451e-04) (hash(x)=7414788)
+492 train 7.459745 (lr=4.1373e-04) (hash(x)=5063061)
+493 train 7.374101 (lr=4.1295e-04) (hash(x)=7326216)
+494 train 7.538434 (lr=4.1217e-04) (hash(x)=7492012)
+495 train 7.500280 (lr=4.1138e-04) (hash(x)=5857162)
+496 train 7.296118 (lr=4.1059e-04) (hash(x)=6169001)
+497 train 9.308700 (lr=4.0980e-04) (hash(x)=14715669)
+498 train 12.223278 (lr=4.0901e-04) (hash(x)=18256706)
+499 train 11.954405 (lr=4.0821e-04) (hash(x)=16950560)
+500 val loss 7.3852
+500 val perplexity 1611.9194
+500 train 8.109703 (lr=4.0741e-04) (hash(x)=6113563)
+501 train 7.068744 (lr=4.0661e-04) (hash(x)=6159125)
+502 train 7.454783 (lr=4.0581e-04) (hash(x)=5482303)
+503 train 7.484365 (lr=4.0500e-04) (hash(x)=5908442)
+504 train 7.354419 (lr=4.0419e-04) (hash(x)=4985045)
+505 train 7.251081 (lr=4.0338e-04) (hash(x)=6668887)
+506 train 7.330905 (lr=4.0256e-04) (hash(x)=6123910)
+507 train 7.420095 (lr=4.0175e-04) (hash(x)=7662975)
+508 train 7.364473 (lr=4.0093e-04) (hash(x)=7191898)
+509 train 7.303823 (lr=4.0011e-04) (hash(x)=6669539)
+510 train 7.355706 (lr=3.9928e-04) (hash(x)=6557481)
+511 train 7.248978 (lr=3.9846e-04) (hash(x)=5015998)
+512 train 7.317575 (lr=3.9763e-04) (hash(x)=4964540)
+513 train 7.176949 (lr=3.9680e-04) (hash(x)=5458386)
+514 train 7.554805 (lr=3.9596e-04) (hash(x)=6077616)
+515 train 7.274286 (lr=3.9513e-04) (hash(x)=4849847)
+516 train 7.352317 (lr=3.9429e-04) (hash(x)=5431422)
+517 train 7.531367 (lr=3.9345e-04) (hash(x)=5125562)
+518 train 7.447542 (lr=3.9260e-04) (hash(x)=5587715)
+519 train 7.502025 (lr=3.9176e-04) (hash(x)=6012047)
+520 train 7.332932 (lr=3.9091e-04) (hash(x)=5668436)
+521 train 7.344112 (lr=3.9006e-04) (hash(x)=6079364)
+522 train 7.462158 (lr=3.8921e-04) (hash(x)=5200504)
+523 train 7.190444 (lr=3.8836e-04) (hash(x)=6030395)
+524 train 7.433517 (lr=3.8750e-04) (hash(x)=6855319)
+525 train 7.204855 (lr=3.8664e-04) (hash(x)=6781762)
+526 train 7.350496 (lr=3.8578e-04) (hash(x)=6717939)
+527 train 7.349863 (lr=3.8492e-04) (hash(x)=5238325)
+528 train 7.255769 (lr=3.8405e-04) (hash(x)=5808069)
+529 train 7.575129 (lr=3.8319e-04) (hash(x)=8611144)
+530 train 7.260050 (lr=3.8232e-04) (hash(x)=6028738)
+531 train 7.298766 (lr=3.8145e-04) (hash(x)=6901605)
+532 train 7.252521 (lr=3.8057e-04) (hash(x)=6723307)
+533 train 7.340546 (lr=3.7970e-04) (hash(x)=5499337)
+534 train 7.275239 (lr=3.7882e-04) (hash(x)=6586372)
+535 train 7.402943 (lr=3.7794e-04) (hash(x)=7134874)
+536 train 7.293164 (lr=3.7706e-04) (hash(x)=8415623)
+537 train 7.318466 (lr=3.7618e-04) (hash(x)=6149038)
+538 train 7.356337 (lr=3.7529e-04) (hash(x)=6078325)
+539 train 7.327504 (lr=3.7440e-04) (hash(x)=6609760)
+540 train 7.226675 (lr=3.7351e-04) (hash(x)=6185253)
+541 train 7.624069 (lr=3.7262e-04) (hash(x)=6652627)
+542 train 7.410195 (lr=3.7173e-04) (hash(x)=7758536)
+543 train 7.383860 (lr=3.7084e-04) (hash(x)=8618579)
+544 train 7.341766 (lr=3.6994e-04) (hash(x)=6710226)
+545 train 7.210335 (lr=3.6904e-04) (hash(x)=5896892)
+546 train 7.228855 (lr=3.6814e-04) (hash(x)=6332995)
+547 train 7.615961 (lr=3.6724e-04) (hash(x)=8945854)
+548 train 7.197575 (lr=3.6633e-04) (hash(x)=4329129)
+549 train 7.258995 (lr=3.6543e-04) (hash(x)=6775103)
+550 val loss 7.2793
+550 val perplexity 1449.9744
+550 train 7.363537 (lr=3.6452e-04) (hash(x)=4465735)
+551 train 7.254971 (lr=3.6361e-04) (hash(x)=6200024)
+552 train 7.203400 (lr=3.6270e-04) (hash(x)=5520748)
+553 train 7.216261 (lr=3.6179e-04) (hash(x)=5238139)
+554 train 7.461508 (lr=3.6088e-04) (hash(x)=7639817)
+555 train 7.217396 (lr=3.5996e-04) (hash(x)=5780948)
+556 train 7.360391 (lr=3.5904e-04) (hash(x)=6733444)
+557 train 7.305562 (lr=3.5812e-04) (hash(x)=6168407)
+558 train 7.351892 (lr=3.5720e-04) (hash(x)=6680197)
+559 train 7.215224 (lr=3.5628e-04) (hash(x)=3775881)
+560 train 7.074762 (lr=3.5536e-04) (hash(x)=5784096)
+561 train 7.505771 (lr=3.5443e-04) (hash(x)=6848709)
+562 train 7.553386 (lr=3.5350e-04) (hash(x)=7449019)
+563 train 7.653483 (lr=3.5257e-04) (hash(x)=6478113)
+564 train 7.305277 (lr=3.5164e-04) (hash(x)=5925744)
+565 train 7.367736 (lr=3.5071e-04) (hash(x)=6483914)
+566 train 7.258492 (lr=3.4978e-04) (hash(x)=6010847)
+567 train 7.337683 (lr=3.4885e-04) (hash(x)=5927795)
+568 train 7.333642 (lr=3.4791e-04) (hash(x)=5896332)
+569 train 7.307150 (lr=3.4697e-04) (hash(x)=8438033)
+570 train 7.391054 (lr=3.4603e-04) (hash(x)=6081660)
+571 train 7.320904 (lr=3.4509e-04) (hash(x)=5684788)
+572 train 7.210525 (lr=3.4415e-04) (hash(x)=6272055)
+573 train 7.157257 (lr=3.4321e-04) (hash(x)=5710182)
+574 train 7.280805 (lr=3.4227e-04) (hash(x)=6219616)
+575 train 7.237747 (lr=3.4132e-04) (hash(x)=6160063)
+576 train 7.262324 (lr=3.4037e-04) (hash(x)=5710809)
+577 train 7.014307 (lr=3.3943e-04) (hash(x)=5955100)
+578 train 7.025233 (lr=3.3848e-04) (hash(x)=5356088)
+579 train 7.067662 (lr=3.3753e-04) (hash(x)=6672309)
+580 train 7.278050 (lr=3.3657e-04) (hash(x)=5841684)
+581 train 7.612208 (lr=3.3562e-04) (hash(x)=9001564)
+582 train 8.155598 (lr=3.3467e-04) (hash(x)=6897178)
+583 train 7.391499 (lr=3.3371e-04) (hash(x)=5454654)
+584 train 7.158257 (lr=3.3276e-04) (hash(x)=6391454)
+585 train 7.242211 (lr=3.3180e-04) (hash(x)=5174062)
+586 train 7.359061 (lr=3.3084e-04) (hash(x)=5197924)
+587 train 7.319856 (lr=3.2988e-04) (hash(x)=6199203)
+588 train 7.152327 (lr=3.2892e-04) (hash(x)=5786498)
+589 train 7.270411 (lr=3.2796e-04) (hash(x)=8352747)
+590 train 7.553372 (lr=3.2700e-04) (hash(x)=4829700)
+591 train 7.089417 (lr=3.2603e-04) (hash(x)=4547106)
+592 train 7.379088 (lr=3.2507e-04) (hash(x)=7686831)
+593 train 7.255884 (lr=3.2410e-04) (hash(x)=6433099)
+594 train 7.126493 (lr=3.2313e-04) (hash(x)=4826460)
+595 train 7.209390 (lr=3.2217e-04) (hash(x)=6424428)
+596 train 7.087097 (lr=3.2120e-04) (hash(x)=6073605)
+597 train 7.446998 (lr=3.2023e-04) (hash(x)=5975712)
+598 train 7.053827 (lr=3.1926e-04) (hash(x)=7030029)
+599 train 7.345481 (lr=3.1829e-04) (hash(x)=5458532)
+600 val loss 7.2723
+600 val perplexity 1439.8539
+600 train 7.193815 (lr=3.1732e-04) (hash(x)=7823919)
+601 train 7.623002 (lr=3.1634e-04) (hash(x)=7002774)
+602 train 7.425569 (lr=3.1537e-04) (hash(x)=7056399)
+603 train 7.625144 (lr=3.1440e-04) (hash(x)=8206173)
+604 train 7.478229 (lr=3.1342e-04) (hash(x)=8034846)
+605 train 7.757761 (lr=3.1244e-04) (hash(x)=7784971)
+606 train 7.867619 (lr=3.1147e-04) (hash(x)=7118076)
+607 train 7.218085 (lr=3.1049e-04) (hash(x)=6001843)
+608 train 7.324508 (lr=3.0951e-04) (hash(x)=5582437)
+609 train 7.424302 (lr=3.0853e-04) (hash(x)=5698642)
+610 train 7.278915 (lr=3.0756e-04) (hash(x)=6615301)
+611 train 7.279538 (lr=3.0658e-04) (hash(x)=6600751)
+612 train 7.184999 (lr=3.0559e-04) (hash(x)=6880955)
+613 train 7.259321 (lr=3.0461e-04) (hash(x)=5804610)
+614 train 7.177356 (lr=3.0363e-04) (hash(x)=6263347)
+615 train 7.155849 (lr=3.0265e-04) (hash(x)=5162652)
+616 train 7.209515 (lr=3.0167e-04) (hash(x)=6055710)
+617 train 7.168361 (lr=3.0068e-04) (hash(x)=5297006)
+618 train 7.190626 (lr=2.9970e-04) (hash(x)=5923648)
+619 train 7.204132 (lr=2.9872e-04) (hash(x)=6728323)
+620 train 7.214056 (lr=2.9773e-04) (hash(x)=6660239)
+621 train 7.162459 (lr=2.9675e-04) (hash(x)=3964882)
+622 train 7.224735 (lr=2.9576e-04) (hash(x)=5868942)
+623 train 7.143094 (lr=2.9477e-04) (hash(x)=6735993)
+624 train 7.470279 (lr=2.9379e-04) (hash(x)=5926190)
+625 train 7.164414 (lr=2.9280e-04) (hash(x)=5150316)
+626 train 7.176792 (lr=2.9181e-04) (hash(x)=7571467)
+627 train 7.078360 (lr=2.9083e-04) (hash(x)=5220448)
+628 train 7.119508 (lr=2.8984e-04) (hash(x)=6790397)
+629 train 7.551075 (lr=2.8885e-04) (hash(x)=6971289)
+630 train 7.489536 (lr=2.8786e-04) (hash(x)=7123359)
+631 train 7.285959 (lr=2.8687e-04) (hash(x)=5012069)
+632 train 7.283583 (lr=2.8589e-04) (hash(x)=6183574)
+633 train 7.184519 (lr=2.8490e-04) (hash(x)=6576136)
+634 train 7.193376 (lr=2.8391e-04) (hash(x)=6157346)
+635 train 7.188956 (lr=2.8292e-04) (hash(x)=6077647)
+636 train 7.419818 (lr=2.8193e-04) (hash(x)=8369488)
+637 train 7.209139 (lr=2.8094e-04) (hash(x)=6032381)
+638 train 7.156520 (lr=2.7995e-04) (hash(x)=5924756)
+639 train 7.175603 (lr=2.7896e-04) (hash(x)=8410716)
+640 train 7.185459 (lr=2.7797e-04) (hash(x)=5803440)
+641 train 7.264145 (lr=2.7698e-04) (hash(x)=6212516)
+642 train 7.332349 (lr=2.7599e-04) (hash(x)=7165945)
+643 train 7.047024 (lr=2.7500e-04) (hash(x)=5298545)
+644 train 7.316221 (lr=2.7401e-04) (hash(x)=6281739)
+645 train 7.271581 (lr=2.7302e-04) (hash(x)=5779073)
+646 train 7.132289 (lr=2.7203e-04) (hash(x)=5090107)
+647 train 7.183856 (lr=2.7104e-04) (hash(x)=6340947)
+648 train 6.944769 (lr=2.7005e-04) (hash(x)=4741418)
+649 train 6.879519 (lr=2.6906e-04) (hash(x)=6530441)
+650 val loss 7.2311
+650 val perplexity 1381.7054
+650 train 7.410245 (lr=2.6807e-04) (hash(x)=6396041)
+651 train 7.086882 (lr=2.6708e-04) (hash(x)=7818007)
+652 train 7.111167 (lr=2.6609e-04) (hash(x)=6478457)
+653 train 7.172120 (lr=2.6510e-04) (hash(x)=6277435)
+654 train 7.139045 (lr=2.6411e-04) (hash(x)=6042369)
+655 train 7.153538 (lr=2.6313e-04) (hash(x)=6226320)
+656 train 7.178140 (lr=2.6214e-04) (hash(x)=5826883)
+657 train 7.282806 (lr=2.6115e-04) (hash(x)=5463751)
+658 train 7.215002 (lr=2.6016e-04) (hash(x)=6433080)
+659 train 7.074018 (lr=2.5917e-04) (hash(x)=6579329)
+660 train 7.071548 (lr=2.5819e-04) (hash(x)=4724703)
+661 train 7.422923 (lr=2.5720e-04) (hash(x)=6660540)
+662 train 7.238236 (lr=2.5621e-04) (hash(x)=5918756)
+663 train 7.157944 (lr=2.5523e-04) (hash(x)=6491272)
+664 train 7.066785 (lr=2.5424e-04) (hash(x)=5452863)
+665 train 7.276259 (lr=2.5325e-04) (hash(x)=6766947)
+666 train 7.639463 (lr=2.5227e-04) (hash(x)=7459504)
+667 train 7.289299 (lr=2.5128e-04) (hash(x)=3721218)
+668 train 7.473959 (lr=2.5030e-04) (hash(x)=7929571)
+669 train 7.159019 (lr=2.4932e-04) (hash(x)=5229898)
+670 train 7.181027 (lr=2.4833e-04) (hash(x)=6083090)
+671 train 7.037563 (lr=2.4735e-04) (hash(x)=6054428)
+672 train 7.206755 (lr=2.4637e-04) (hash(x)=6072563)
+673 train 7.296102 (lr=2.4539e-04) (hash(x)=6290464)
+674 train 7.388740 (lr=2.4441e-04) (hash(x)=6314742)
+675 train 7.059244 (lr=2.4342e-04) (hash(x)=6904498)
+676 train 7.233764 (lr=2.4244e-04) (hash(x)=5378107)
+677 train 7.344265 (lr=2.4147e-04) (hash(x)=7765805)
+678 train 7.155362 (lr=2.4049e-04) (hash(x)=5871280)
+679 train 7.307432 (lr=2.3951e-04) (hash(x)=6543764)
+680 train 7.180436 (lr=2.3853e-04) (hash(x)=7369665)
+681 train 7.267678 (lr=2.3756e-04) (hash(x)=7204955)
+682 train 7.211934 (lr=2.3658e-04) (hash(x)=5856543)
+683 train 7.088581 (lr=2.3560e-04) (hash(x)=4423711)
+684 train 7.074786 (lr=2.3463e-04) (hash(x)=5818153)
+685 train 7.169012 (lr=2.3366e-04) (hash(x)=5343477)
+686 train 7.356835 (lr=2.3268e-04) (hash(x)=6581702)
+687 train 7.190972 (lr=2.3171e-04) (hash(x)=6595856)
+688 train 7.127554 (lr=2.3074e-04) (hash(x)=5325378)
+689 train 7.055649 (lr=2.2977e-04) (hash(x)=7229015)
+690 train 7.222462 (lr=2.2880e-04) (hash(x)=5918186)
+691 train 7.098609 (lr=2.2783e-04) (hash(x)=5916034)
+692 train 7.088319 (lr=2.2687e-04) (hash(x)=5280722)
+693 train 7.493737 (lr=2.2590e-04) (hash(x)=6939521)
+694 train 7.246545 (lr=2.2493e-04) (hash(x)=5172566)
+695 train 7.089564 (lr=2.2397e-04) (hash(x)=5492185)
+696 train 6.947562 (lr=2.2300e-04) (hash(x)=5779011)
+697 train 7.236990 (lr=2.2204e-04) (hash(x)=6898006)
+698 train 7.073624 (lr=2.2108e-04) (hash(x)=5779217)
+699 train 6.940072 (lr=2.2012e-04) (hash(x)=5462008)
+700 val loss 7.2242
+700 val perplexity 1372.1897
+700 train 7.088466 (lr=2.1916e-04) (hash(x)=6243843)
+701 train 7.150336 (lr=2.1820e-04) (hash(x)=7821902)
+702 train 7.209005 (lr=2.1724e-04) (hash(x)=5222501)
+703 train 7.181474 (lr=2.1629e-04) (hash(x)=6608108)
+704 train 7.262262 (lr=2.1533e-04) (hash(x)=7602879)
+705 train 7.212751 (lr=2.1438e-04) (hash(x)=6295394)
+706 train 7.171757 (lr=2.1343e-04) (hash(x)=6579907)
+707 train 7.052801 (lr=2.1247e-04) (hash(x)=6803449)
+708 train 7.131286 (lr=2.1152e-04) (hash(x)=5413733)
+709 train 7.093498 (lr=2.1057e-04) (hash(x)=7444134)
+710 train 7.252778 (lr=2.0963e-04) (hash(x)=7028652)
+711 train 7.042346 (lr=2.0868e-04) (hash(x)=5361923)
+712 train 7.152476 (lr=2.0773e-04) (hash(x)=5478293)
+713 train 7.147458 (lr=2.0679e-04) (hash(x)=7803039)
+714 train 7.329758 (lr=2.0585e-04) (hash(x)=6469017)
+715 train 7.218033 (lr=2.0491e-04) (hash(x)=7042578)
+716 train 7.283916 (lr=2.0397e-04) (hash(x)=6927957)
+717 train 7.084883 (lr=2.0303e-04) (hash(x)=6647007)
+718 train 7.057630 (lr=2.0209e-04) (hash(x)=6230888)
+719 train 7.336038 (lr=2.0115e-04) (hash(x)=6303658)
+720 train 7.361563 (lr=2.0022e-04) (hash(x)=6769880)
+721 train 7.188929 (lr=1.9929e-04) (hash(x)=6158927)
+722 train 7.204041 (lr=1.9836e-04) (hash(x)=5991631)
+723 train 7.059233 (lr=1.9743e-04) (hash(x)=6419656)
+724 train 7.062278 (lr=1.9650e-04) (hash(x)=7739209)
+725 train 6.998619 (lr=1.9557e-04) (hash(x)=7891271)
+726 train 7.352912 (lr=1.9464e-04) (hash(x)=7171433)
+727 train 7.144310 (lr=1.9372e-04) (hash(x)=7099888)
+728 train 7.159133 (lr=1.9280e-04) (hash(x)=6103730)
+729 train 7.263193 (lr=1.9188e-04) (hash(x)=6352424)
+730 train 7.150970 (lr=1.9096e-04) (hash(x)=4893671)
+731 train 7.118305 (lr=1.9004e-04) (hash(x)=5863145)
+732 train 7.217144 (lr=1.8912e-04) (hash(x)=5502233)
+733 train 7.122712 (lr=1.8821e-04) (hash(x)=6844597)
+734 train 7.143062 (lr=1.8730e-04) (hash(x)=6744526)
+735 train 7.281025 (lr=1.8639e-04) (hash(x)=6009861)
+736 train 7.146035 (lr=1.8548e-04) (hash(x)=6152358)
+737 train 7.067510 (lr=1.8457e-04) (hash(x)=5374957)
+738 train 7.099597 (lr=1.8367e-04) (hash(x)=6495309)
+739 train 7.255993 (lr=1.8276e-04) (hash(x)=3923225)
+740 train 7.023756 (lr=1.8186e-04) (hash(x)=6255243)
+741 train 7.191382 (lr=1.8096e-04) (hash(x)=5848862)
+742 train 7.196548 (lr=1.8006e-04) (hash(x)=4535000)
+743 train 7.074863 (lr=1.7916e-04) (hash(x)=4440634)
+744 train 7.076263 (lr=1.7827e-04) (hash(x)=5222077)
+745 train 7.109241 (lr=1.7738e-04) (hash(x)=4788998)
+746 train 7.111574 (lr=1.7649e-04) (hash(x)=6108350)
+747 train 7.025684 (lr=1.7560e-04) (hash(x)=7378165)
+748 train 7.102706 (lr=1.7471e-04) (hash(x)=5475646)
+749 train 7.099395 (lr=1.7382e-04) (hash(x)=4771243)
+750 val loss 7.2055
+750 val perplexity 1346.7758
+750 train 6.982396 (lr=1.7294e-04) (hash(x)=6668088)
+751 train 7.221345 (lr=1.7206e-04) (hash(x)=5716089)
+752 train 7.171526 (lr=1.7118e-04) (hash(x)=6991946)
+753 train 7.078938 (lr=1.7030e-04) (hash(x)=7991009)
+754 train 7.177859 (lr=1.6943e-04) (hash(x)=6037018)
+755 train 7.160283 (lr=1.6855e-04) (hash(x)=5348607)
+756 train 7.290399 (lr=1.6768e-04) (hash(x)=5190526)
+757 train 7.169240 (lr=1.6681e-04) (hash(x)=6036146)
+758 train 7.068059 (lr=1.6595e-04) (hash(x)=5329783)
+759 train 7.157620 (lr=1.6508e-04) (hash(x)=6658718)
+760 train 7.038643 (lr=1.6422e-04) (hash(x)=4820939)
+761 train 7.053461 (lr=1.6336e-04) (hash(x)=6176253)
+762 train 7.019988 (lr=1.6250e-04) (hash(x)=5316750)
+763 train 7.120662 (lr=1.6164e-04) (hash(x)=4542895)
+764 train 6.906596 (lr=1.6079e-04) (hash(x)=5395673)
+765 train 7.007916 (lr=1.5994e-04) (hash(x)=5549073)
+766 train 7.245580 (lr=1.5909e-04) (hash(x)=5233723)
+767 train 7.308990 (lr=1.5824e-04) (hash(x)=5342783)
+768 train 7.228425 (lr=1.5740e-04) (hash(x)=5552448)
+769 train 7.369246 (lr=1.5655e-04) (hash(x)=6549546)
+770 train 7.035216 (lr=1.5571e-04) (hash(x)=3816493)
+771 train 7.084671 (lr=1.5487e-04) (hash(x)=6170599)
+772 train 7.568273 (lr=1.5404e-04) (hash(x)=6708759)
+773 train 7.173415 (lr=1.5320e-04) (hash(x)=8483134)
+774 train 7.767962 (lr=1.5237e-04) (hash(x)=5583732)
+775 train 7.164863 (lr=1.5154e-04) (hash(x)=4865036)
+776 train 7.088977 (lr=1.5072e-04) (hash(x)=7234336)
+777 train 7.149169 (lr=1.4989e-04) (hash(x)=4433890)
+778 train 7.451601 (lr=1.4907e-04) (hash(x)=7484636)
+779 train 7.903167 (lr=1.4825e-04) (hash(x)=6738597)
+780 train 7.129013 (lr=1.4744e-04) (hash(x)=6752421)
+781 train 7.321273 (lr=1.4662e-04) (hash(x)=5459620)
+782 train 7.243683 (lr=1.4581e-04) (hash(x)=6718131)
+783 train 7.223713 (lr=1.4500e-04) (hash(x)=4604074)
+784 train 7.085139 (lr=1.4419e-04) (hash(x)=5946124)
+785 train 7.362234 (lr=1.4339e-04) (hash(x)=8045501)
+786 train 7.455173 (lr=1.4259e-04) (hash(x)=5712725)
+787 train 7.190992 (lr=1.4179e-04) (hash(x)=6176464)
+788 train 7.221046 (lr=1.4099e-04) (hash(x)=6276702)
+789 train 7.047091 (lr=1.4020e-04) (hash(x)=6127317)
+790 train 7.199562 (lr=1.3941e-04) (hash(x)=7221374)
+791 train 7.174991 (lr=1.3862e-04) (hash(x)=5571462)
+792 train 7.170771 (lr=1.3783e-04) (hash(x)=7518021)
+793 train 7.174084 (lr=1.3705e-04) (hash(x)=6640755)
+794 train 7.255888 (lr=1.3627e-04) (hash(x)=6870405)
+795 train 7.233688 (lr=1.3549e-04) (hash(x)=6147295)
+796 train 7.105479 (lr=1.3471e-04) (hash(x)=6782583)
+797 train 7.243057 (lr=1.3394e-04) (hash(x)=6120461)
+798 train 7.161384 (lr=1.3317e-04) (hash(x)=5893870)
+799 train 7.109607 (lr=1.3241e-04) (hash(x)=5123928)
+800 val loss 7.1876
+800 val perplexity 1322.9208
+800 train 7.179597 (lr=1.3164e-04) (hash(x)=7037251)
+801 train 7.171445 (lr=1.3088e-04) (hash(x)=5428813)
+802 train 7.102864 (lr=1.3012e-04) (hash(x)=5550387)
+803 train 7.173723 (lr=1.2936e-04) (hash(x)=6448586)
+804 train 7.321678 (lr=1.2861e-04) (hash(x)=5916934)
+805 train 7.279310 (lr=1.2786e-04) (hash(x)=8116987)
+806 train 7.256086 (lr=1.2711e-04) (hash(x)=6210899)
+807 train 7.352948 (lr=1.2637e-04) (hash(x)=5974342)
+808 train 7.345386 (lr=1.2563e-04) (hash(x)=7236199)
+809 train 7.280527 (lr=1.2489e-04) (hash(x)=5261336)
+810 train 7.103971 (lr=1.2415e-04) (hash(x)=6310720)
+811 train 7.146641 (lr=1.2342e-04) (hash(x)=5307056)
+812 train 6.992956 (lr=1.2269e-04) (hash(x)=7356633)
+813 train 7.108308 (lr=1.2196e-04) (hash(x)=5865119)
+814 train 7.009826 (lr=1.2124e-04) (hash(x)=5979205)
+815 train 7.152751 (lr=1.2052e-04) (hash(x)=6672380)
+816 train 7.140406 (lr=1.1980e-04) (hash(x)=5565030)
+817 train 7.126254 (lr=1.1908e-04) (hash(x)=6886810)
+818 train 7.190171 (lr=1.1837e-04) (hash(x)=5926478)
+819 train 7.388689 (lr=1.1766e-04) (hash(x)=6564071)
+820 train 7.011282 (lr=1.1695e-04) (hash(x)=5024280)
+821 train 7.020510 (lr=1.1625e-04) (hash(x)=7705089)
+822 train 6.995688 (lr=1.1555e-04) (hash(x)=4037371)
+823 train 7.091742 (lr=1.1485e-04) (hash(x)=5773073)
+824 train 7.114347 (lr=1.1416e-04) (hash(x)=7158139)
+825 train 6.951860 (lr=1.1347e-04) (hash(x)=5905976)
+826 train 7.375481 (lr=1.1278e-04) (hash(x)=13897369)
+827 train 8.458034 (lr=1.1210e-04) (hash(x)=6936653)
+828 train 7.153047 (lr=1.1142e-04) (hash(x)=6592246)
+829 train 7.118033 (lr=1.1074e-04) (hash(x)=6592773)
+830 train 7.169332 (lr=1.1006e-04) (hash(x)=5461178)
+831 train 6.943568 (lr=1.0939e-04) (hash(x)=6796551)
+832 train 7.177258 (lr=1.0872e-04) (hash(x)=4721691)
+833 train 7.084432 (lr=1.0806e-04) (hash(x)=6151589)
+834 train 7.238265 (lr=1.0740e-04) (hash(x)=7008995)
+835 train 7.566961 (lr=1.0674e-04) (hash(x)=7045164)
+836 train 7.159750 (lr=1.0608e-04) (hash(x)=6614221)
+837 train 7.197012 (lr=1.0543e-04) (hash(x)=6650506)
+838 train 7.005482 (lr=1.0478e-04) (hash(x)=6363762)
+839 train 7.162179 (lr=1.0413e-04) (hash(x)=7839748)
+840 train 7.087656 (lr=1.0349e-04) (hash(x)=5124077)
+841 train 7.506143 (lr=1.0285e-04) (hash(x)=6028671)
+842 train 7.023764 (lr=1.0222e-04) (hash(x)=5427175)
+843 train 7.339113 (lr=1.0158e-04) (hash(x)=6118408)
+844 train 7.129816 (lr=1.0095e-04) (hash(x)=6022552)
+845 train 7.144388 (lr=1.0033e-04) (hash(x)=5757526)
+846 train 7.568955 (lr=9.9707e-05) (hash(x)=6476549)
+847 train 6.933665 (lr=9.9088e-05) (hash(x)=6030172)
+848 train 7.300003 (lr=9.8472e-05) (hash(x)=5917229)
+849 train 7.381317 (lr=9.7860e-05) (hash(x)=6719882)
+850 val loss 7.1759
+850 val perplexity 1307.5314
+850 train 7.238054 (lr=9.7252e-05) (hash(x)=5441498)
+851 train 7.101161 (lr=9.6646e-05) (hash(x)=5028050)
+852 train 7.143072 (lr=9.6044e-05) (hash(x)=8487491)
+853 train 7.154226 (lr=9.5446e-05) (hash(x)=5682910)
+854 train 7.322289 (lr=9.4851e-05) (hash(x)=6781362)
+855 train 7.147408 (lr=9.4260e-05) (hash(x)=5747891)
+856 train 7.192365 (lr=9.3672e-05) (hash(x)=7627661)
+857 train 6.864371 (lr=9.3088e-05) (hash(x)=5734208)
+858 train 7.014743 (lr=9.2507e-05) (hash(x)=6162015)
+859 train 7.229060 (lr=9.1929e-05) (hash(x)=7024381)
+860 train 7.429635 (lr=9.1356e-05) (hash(x)=5198498)
+861 train 7.423097 (lr=9.0785e-05) (hash(x)=7814361)
+862 train 7.289762 (lr=9.0219e-05) (hash(x)=7394995)
+863 train 7.173902 (lr=8.9656e-05) (hash(x)=5765893)
+864 train 6.983388 (lr=8.9096e-05) (hash(x)=4990435)
+865 train 7.139946 (lr=8.8540e-05) (hash(x)=5572048)
+866 train 7.274060 (lr=8.7988e-05) (hash(x)=7093293)
+867 train 7.173663 (lr=8.7439e-05) (hash(x)=5610058)
+868 train 7.063409 (lr=8.6894e-05) (hash(x)=6771468)
+869 train 7.102000 (lr=8.6353e-05) (hash(x)=4459483)
+870 train 6.990169 (lr=8.5815e-05) (hash(x)=4926546)
+871 train 7.109494 (lr=8.5281e-05) (hash(x)=6758411)
+872 train 7.072481 (lr=8.4751e-05) (hash(x)=7394277)
+873 train 7.198714 (lr=8.4224e-05) (hash(x)=6701381)
+874 train 7.534401 (lr=8.3701e-05) (hash(x)=8120966)
+875 train 7.049159 (lr=8.3182e-05) (hash(x)=5416400)
+876 train 7.063768 (lr=8.2666e-05) (hash(x)=6292778)
+877 train 7.003854 (lr=8.2154e-05) (hash(x)=5919569)
+878 train 7.318653 (lr=8.1646e-05) (hash(x)=7561740)
+879 train 7.060314 (lr=8.1142e-05) (hash(x)=5282870)
+880 train 7.101182 (lr=8.0641e-05) (hash(x)=5473238)
+881 train 6.974599 (lr=8.0144e-05) (hash(x)=8072181)
+882 train 7.002427 (lr=7.9651e-05) (hash(x)=6757322)
+883 train 6.970382 (lr=7.9162e-05) (hash(x)=7996770)
+884 train 7.051551 (lr=7.8676e-05) (hash(x)=3181021)
+885 train 7.077705 (lr=7.8195e-05) (hash(x)=5093519)
+886 train 7.067791 (lr=7.7717e-05) (hash(x)=5391352)
+887 train 7.110921 (lr=7.7243e-05) (hash(x)=6270917)
+888 train 7.084269 (lr=7.6772e-05) (hash(x)=5818195)
+889 train 6.834678 (lr=7.6306e-05) (hash(x)=5852780)
+890 train 6.753691 (lr=7.5843e-05) (hash(x)=5777928)
+891 train 6.957564 (lr=7.5384e-05) (hash(x)=5327728)
+892 train 6.994030 (lr=7.4930e-05) (hash(x)=7651281)
+893 train 7.197446 (lr=7.4479e-05) (hash(x)=6260765)
+894 train 7.099965 (lr=7.4031e-05) (hash(x)=6265102)
+895 train 7.242281 (lr=7.3588e-05) (hash(x)=6212894)
+896 train 7.025801 (lr=7.3149e-05) (hash(x)=6901967)
+897 train 7.093394 (lr=7.2714e-05) (hash(x)=6724010)
+898 train 7.095313 (lr=7.2282e-05) (hash(x)=6299033)
+899 train 7.249408 (lr=7.1854e-05) (hash(x)=6059934)
+900 val loss 7.1696
+900 val perplexity 1299.2709
+900 train 6.956734 (lr=7.1431e-05) (hash(x)=6029696)
+901 train 6.891285 (lr=7.1011e-05) (hash(x)=5587382)
+902 train 7.093894 (lr=7.0595e-05) (hash(x)=5890076)
+903 train 7.015258 (lr=7.0184e-05) (hash(x)=7274108)
+904 train 7.089938 (lr=6.9776e-05) (hash(x)=7975528)
+905 train 7.150680 (lr=6.9372e-05) (hash(x)=6085396)
+906 train 7.027868 (lr=6.8972e-05) (hash(x)=6724496)
+907 train 7.018924 (lr=6.8576e-05) (hash(x)=4784666)
+908 train 7.031313 (lr=6.8184e-05) (hash(x)=7193845)
+909 train 7.189034 (lr=6.7796e-05) (hash(x)=6288638)
+910 train 7.163491 (lr=6.7412e-05) (hash(x)=5685285)
+911 train 7.132307 (lr=6.7033e-05) (hash(x)=7714288)
+912 train 7.220439 (lr=6.6657e-05) (hash(x)=5983679)
+913 train 7.180109 (lr=6.6285e-05) (hash(x)=5534748)
+914 train 7.109372 (lr=6.5917e-05) (hash(x)=6545471)
+915 train 7.098323 (lr=6.5553e-05) (hash(x)=6361270)
+916 train 7.098313 (lr=6.5194e-05) (hash(x)=6257744)
+917 train 7.121905 (lr=6.4838e-05) (hash(x)=4682956)
+918 train 7.005388 (lr=6.4487e-05) (hash(x)=4521756)
+919 train 7.138700 (lr=6.4139e-05) (hash(x)=7568935)
+920 train 7.063842 (lr=6.3796e-05) (hash(x)=7969353)
+921 train 7.250971 (lr=6.3457e-05) (hash(x)=7973311)
+922 train 6.977053 (lr=6.3121e-05) (hash(x)=4843937)
+923 train 7.095287 (lr=6.2790e-05) (hash(x)=6987352)
+924 train 7.233639 (lr=6.2463e-05) (hash(x)=7179418)
+925 train 6.882221 (lr=6.2140e-05) (hash(x)=5413904)
+926 train 7.293038 (lr=6.1822e-05) (hash(x)=6028105)
+927 train 7.184164 (lr=6.1507e-05) (hash(x)=6732924)
+928 train 7.079037 (lr=6.1197e-05) (hash(x)=4547651)
+929 train 7.230199 (lr=6.0890e-05) (hash(x)=6219754)
+930 train 7.019924 (lr=6.0588e-05) (hash(x)=7465186)
+931 train 7.161325 (lr=6.0290e-05) (hash(x)=6839070)
+932 train 7.043342 (lr=5.9996e-05) (hash(x)=5390324)
+933 train 7.011817 (lr=5.9706e-05) (hash(x)=6090120)
+934 train 7.653197 (lr=5.9421e-05) (hash(x)=7123181)
+935 train 7.308783 (lr=5.9139e-05) (hash(x)=7115176)
+936 train 7.297654 (lr=5.8862e-05) (hash(x)=7016990)
+937 train 7.075312 (lr=5.8589e-05) (hash(x)=4989299)
+938 train 7.101528 (lr=5.8320e-05) (hash(x)=6783311)
+939 train 7.070540 (lr=5.8056e-05) (hash(x)=7497590)
+940 train 7.288990 (lr=5.7795e-05) (hash(x)=6767514)
+941 train 7.044348 (lr=5.7539e-05) (hash(x)=3977557)
+942 train 7.166264 (lr=5.7287e-05) (hash(x)=4806492)
+943 train 7.091781 (lr=5.7039e-05) (hash(x)=5524165)
+944 train 7.135848 (lr=5.6796e-05) (hash(x)=4930752)
+945 train 7.092951 (lr=5.6556e-05) (hash(x)=5124936)
+946 train 6.994030 (lr=5.6321e-05) (hash(x)=6877351)
+947 train 7.281543 (lr=5.6090e-05) (hash(x)=5522119)
+948 train 7.080702 (lr=5.5864e-05) (hash(x)=6183512)
+949 train 6.984340 (lr=5.5641e-05) (hash(x)=5030865)
+950 val loss 7.1528
+950 val perplexity 1277.6420
+950 train 7.097123 (lr=5.5423e-05) (hash(x)=6619812)
+951 train 7.098376 (lr=5.5209e-05) (hash(x)=6411783)
+952 train 7.088872 (lr=5.4999e-05) (hash(x)=6748982)
+953 train 7.000419 (lr=5.4794e-05) (hash(x)=6581937)
+954 train 7.102852 (lr=5.4593e-05) (hash(x)=7881022)
+955 train 7.066958 (lr=5.4396e-05) (hash(x)=5116910)
+956 train 6.857338 (lr=5.4203e-05) (hash(x)=4880833)
+957 train 6.900289 (lr=5.4015e-05) (hash(x)=7353459)
+958 train 6.972719 (lr=5.3831e-05) (hash(x)=4951302)
+959 train 6.879022 (lr=5.3651e-05) (hash(x)=6344535)
+960 train 7.476079 (lr=5.3476e-05) (hash(x)=7411763)
+961 train 7.066309 (lr=5.3305e-05) (hash(x)=5840169)
+962 train 7.168903 (lr=5.3138e-05) (hash(x)=5784788)
+963 train 6.974478 (lr=5.2975e-05) (hash(x)=6754290)
+964 train 7.261588 (lr=5.2817e-05) (hash(x)=6369963)
+965 train 7.335275 (lr=5.2663e-05) (hash(x)=6484573)
+966 train 6.908237 (lr=5.2513e-05) (hash(x)=6516338)
+967 train 6.942739 (lr=5.2368e-05) (hash(x)=5260125)
+968 train 7.083892 (lr=5.2227e-05) (hash(x)=5781624)
+969 train 6.876302 (lr=5.2090e-05) (hash(x)=4881179)
+970 train 6.999709 (lr=5.1957e-05) (hash(x)=6707821)
+971 train 7.147691 (lr=5.1829e-05) (hash(x)=5001634)
+972 train 7.025114 (lr=5.1705e-05) (hash(x)=4402949)
+973 train 7.027910 (lr=5.1586e-05) (hash(x)=7424810)
+974 train 6.900013 (lr=5.1471e-05) (hash(x)=4814803)
+975 train 6.823050 (lr=5.1360e-05) (hash(x)=5176431)
+976 train 7.021018 (lr=5.1253e-05) (hash(x)=5769393)
+977 train 6.965964 (lr=5.1151e-05) (hash(x)=5421624)
+978 train 7.193567 (lr=5.1053e-05) (hash(x)=5999773)
+979 train 6.874374 (lr=5.0960e-05) (hash(x)=5674439)
+980 train 6.981283 (lr=5.0871e-05) (hash(x)=6345351)
+981 train 6.917695 (lr=5.0786e-05) (hash(x)=5819157)
+982 train 7.177959 (lr=5.0705e-05) (hash(x)=11159355)
+983 train 7.118654 (lr=5.0629e-05) (hash(x)=6506856)
+984 train 7.013239 (lr=5.0557e-05) (hash(x)=6331023)
+985 train 6.918195 (lr=5.0490e-05) (hash(x)=6119124)
+986 train 7.119637 (lr=5.0427e-05) (hash(x)=8142528)
+987 train 7.305790 (lr=5.0368e-05) (hash(x)=6241669)
+988 train 6.927010 (lr=5.0314e-05) (hash(x)=3852991)
+989 train 6.660688 (lr=5.0263e-05) (hash(x)=4992756)
+990 train 7.372957 (lr=5.0218e-05) (hash(x)=7097145)
+991 train 7.146570 (lr=5.0176e-05) (hash(x)=7277927)
+992 train 7.228550 (lr=5.0139e-05) (hash(x)=5661400)
+993 train 7.135367 (lr=5.0107e-05) (hash(x)=6622097)
+994 train 7.267321 (lr=5.0078e-05) (hash(x)=5016804)
+995 train 7.375402 (lr=5.0054e-05) (hash(x)=7026582)
+996 train 7.121544 (lr=5.0035e-05) (hash(x)=5639136)
+997 train 7.285857 (lr=5.0020e-05) (hash(x)=5840987)
+998 train 6.901052 (lr=5.0009e-05) (hash(x)=5265410)
+999 val loss 7.1461
+999 val perplexity 1269.0940
+999 train 6.878165 (lr=5.0002e-05) (hash(x)=4351074)

lr5e-4_total_batch_size20480_seq_len128/model_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b53038dc5fac0f2485226ed66e92424f68462d47185c944b426b4e055762969
+size 36163010

lr5e-4_total_batch_size20480_seq_len128/optimizer_00999.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f67e7633a253a9907760b0f7561875f5f64e48e8c0922c0fe516c77b5e400fc3
+size 70764358