Upload folder using huggingface_hub

12_mini_head_one_mask_per_head_1_latent_mask/log2.txt

@@ -2,528 +2,528 @@ max_steps: 4375
 0 val loss 11.2876
 0 val perplexity 79825.2969
 0 train 11.284595 (lr=4.1958e-06) (hash(x)=93356070)
-10 train 9.923351 (lr=4.6154e-05) (hash(x)=91253010)
-20 train 9.354888 (lr=8.8112e-05) (hash(x)=74934453)
-30 train 8.647159 (lr=1.3007e-04) (hash(x)=79278034)
-40 train 7.918403 (lr=1.7203e-04) (hash(x)=80107892)
-50 train 7.701299 (lr=2.1399e-04) (hash(x)=70745428)
-60 train 7.750893 (lr=2.5594e-04) (hash(x)=80077589)
-70 train 7.409550 (lr=2.9790e-04) (hash(x)=76213766)
-80 train 7.397321 (lr=3.3986e-04) (hash(x)=83218328)
-90 train 7.198181 (lr=3.8182e-04) (hash(x)=74855845)
-100 val loss 7.1170
-100 val perplexity 1232.7679
-100 train 6.952449 (lr=4.2378e-04) (hash(x)=82814902)
-110 train 6.892364 (lr=4.6573e-04) (hash(x)=84907741)
-120 train 6.754612 (lr=5.0769e-04) (hash(x)=82613223)
-130 train 6.592475 (lr=5.4965e-04) (hash(x)=83540876)
-140 train 6.604054 (lr=5.9161e-04) (hash(x)=75095216)
-150 train 6.643241 (lr=6.3357e-04) (hash(x)=97190944)
-160 train 6.572385 (lr=6.7552e-04) (hash(x)=82117809)
-170 train 6.479700 (lr=7.1748e-04) (hash(x)=70514724)
-180 train 6.402022 (lr=7.5944e-04) (hash(x)=81029624)
-190 train 6.320001 (lr=8.0140e-04) (hash(x)=78996841)
-200 val loss 6.2629
-200 val perplexity 524.7457
-200 train 6.262899 (lr=8.4336e-04) (hash(x)=79845097)
-210 train 6.145080 (lr=8.8531e-04) (hash(x)=78997683)
-220 train 6.078276 (lr=9.2727e-04) (hash(x)=74895865)
-230 train 6.208002 (lr=9.6923e-04) (hash(x)=80933276)
-240 train 5.889561 (lr=1.0112e-03) (hash(x)=77664606)
-250 train 5.956002 (lr=1.0531e-03) (hash(x)=75903930)
-260 train 5.824509 (lr=1.0951e-03) (hash(x)=82996853)
-270 train 5.778502 (lr=1.1371e-03) (hash(x)=73269568)
-280 train 5.709977 (lr=1.1790e-03) (hash(x)=82906427)
-290 train 5.624445 (lr=1.2210e-03) (hash(x)=71797895)
-300 val loss 5.8214
-300 val perplexity 337.4502
-300 train 5.533741 (lr=1.2629e-03) (hash(x)=85232249)
-310 train 5.430042 (lr=1.3049e-03) (hash(x)=75252489)
-320 train 5.524591 (lr=1.3469e-03) (hash(x)=74394644)
-330 train 5.632034 (lr=1.3888e-03) (hash(x)=82772910)
-340 train 5.664808 (lr=1.4308e-03) (hash(x)=81627464)
-350 train 5.640075 (lr=1.4727e-03) (hash(x)=84678053)
-360 train 5.586615 (lr=1.5147e-03) (hash(x)=81884128)
-370 train 5.585842 (lr=1.5566e-03) (hash(x)=76379242)
-380 train 5.397644 (lr=1.5986e-03) (hash(x)=98182875)
-390 train 5.377130 (lr=1.6406e-03) (hash(x)=79710436)
-400 val loss 5.4380
-400 val perplexity 229.9780
-400 train 5.378782 (lr=1.6825e-03) (hash(x)=79841071)
-410 train 5.322055 (lr=1.7245e-03) (hash(x)=75844151)
-420 train 5.332361 (lr=1.7664e-03) (hash(x)=73125036)
-430 train 5.364282 (lr=1.8084e-03) (hash(x)=84214858)
-440 train 5.263533 (lr=1.8503e-03) (hash(x)=80456994)
-450 train 5.243566 (lr=1.8923e-03) (hash(x)=76735962)
-460 train 5.157326 (lr=1.9343e-03) (hash(x)=81845446)
-470 train 4.968044 (lr=1.9762e-03) (hash(x)=76094689)
-480 train 5.104934 (lr=2.0182e-03) (hash(x)=83806686)
-490 train 4.908302 (lr=2.0601e-03) (hash(x)=84690227)
-500 val loss 5.2663
-500 val perplexity 193.6959
-500 train 5.002016 (lr=2.1021e-03) (hash(x)=71851938)
-510 train 5.141491 (lr=2.1441e-03) (hash(x)=77159346)
-520 train 5.158673 (lr=2.1860e-03) (hash(x)=80755753)
-530 train 5.286513 (lr=2.2280e-03) (hash(x)=75379679)
-540 train 5.186769 (lr=2.2699e-03) (hash(x)=82458619)
-550 train 5.151510 (lr=2.3119e-03) (hash(x)=86366396)
-560 train 5.193040 (lr=2.3538e-03) (hash(x)=85095044)
-570 train 5.155521 (lr=2.3958e-03) (hash(x)=78385159)
-580 train 5.082013 (lr=2.4378e-03) (hash(x)=79342394)
-590 train 5.092947 (lr=2.4797e-03) (hash(x)=70782192)
-600 val loss 5.1092
-600 val perplexity 165.5351
-600 train 5.081178 (lr=2.5217e-03) (hash(x)=76130353)
-610 train 5.002032 (lr=2.5636e-03) (hash(x)=74778440)
-620 train 4.980247 (lr=2.6056e-03) (hash(x)=79129709)
-630 train 4.891039 (lr=2.6476e-03) (hash(x)=76469962)
-640 train 4.888744 (lr=2.6895e-03) (hash(x)=78288049)
-650 train 4.834452 (lr=2.7315e-03) (hash(x)=76641388)
-660 train 4.745301 (lr=2.7734e-03) (hash(x)=75937906)
-670 train 4.750197 (lr=2.8154e-03) (hash(x)=74807157)
-680 train 4.663890 (lr=2.8573e-03) (hash(x)=77490144)
-690 train 4.704357 (lr=2.8993e-03) (hash(x)=72900124)
-700 val loss 5.0041
-700 val perplexity 149.0295
-700 train 4.684346 (lr=2.9413e-03) (hash(x)=73424218)
-710 train 4.986224 (lr=2.9832e-03) (hash(x)=86052345)
-720 train 4.967154 (lr=3.0000e-03) (hash(x)=77462613)
-730 train 4.993603 (lr=2.9999e-03) (hash(x)=79027471)
-740 train 4.947608 (lr=2.9997e-03) (hash(x)=78149992)
-750 train 4.959020 (lr=2.9994e-03) (hash(x)=89147499)
-760 train 4.972930 (lr=2.9990e-03) (hash(x)=74931538)
-770 train 4.916680 (lr=2.9985e-03) (hash(x)=89648204)
-780 train 4.964787 (lr=2.9979e-03) (hash(x)=83708293)
-790 train 5.020002 (lr=2.9972e-03) (hash(x)=84336512)
-800 val loss 4.9904
-800 val perplexity 147.0018
-800 train 4.904016 (lr=2.9964e-03) (hash(x)=75025285)
-810 train 4.834681 (lr=2.9955e-03) (hash(x)=79436536)
-820 train 4.833217 (lr=2.9945e-03) (hash(x)=90467390)
-830 train 4.875154 (lr=2.9934e-03) (hash(x)=77292020)
-840 train 4.824398 (lr=2.9922e-03) (hash(x)=75568927)
-850 train 4.873668 (lr=2.9909e-03) (hash(x)=79671781)
-860 train 4.998129 (lr=2.9896e-03) (hash(x)=84280943)
-870 train 5.045926 (lr=2.9881e-03) (hash(x)=80901294)
-880 train 5.164248 (lr=2.9865e-03) (hash(x)=81437584)
-890 train 5.025981 (lr=2.9848e-03) (hash(x)=73893778)
-900 val loss 5.0709
-900 val perplexity 159.3208
-900 train 5.001560 (lr=2.9830e-03) (hash(x)=74987794)
-910 train 5.014535 (lr=2.9811e-03) (hash(x)=93721374)
-920 train 5.053789 (lr=2.9792e-03) (hash(x)=79149678)
-930 train 5.041161 (lr=2.9771e-03) (hash(x)=83179387)
-940 train 5.054328 (lr=2.9749e-03) (hash(x)=89009978)
-950 train 4.994262 (lr=2.9726e-03) (hash(x)=76483735)
-960 train 4.960039 (lr=2.9703e-03) (hash(x)=78638850)
-970 train 4.993113 (lr=2.9678e-03) (hash(x)=90415206)
-980 train 5.013095 (lr=2.9652e-03) (hash(x)=90819195)
-990 train 5.118966 (lr=2.9626e-03) (hash(x)=85938852)
-1000 val loss 5.1945
-1000 val perplexity 180.2849
-1000 train 5.237453 (lr=2.9598e-03) (hash(x)=82436789)
-1010 train 5.194495 (lr=2.9570e-03) (hash(x)=63022149)
-1020 train 5.166729 (lr=2.9540e-03) (hash(x)=83501199)
-1030 train 5.199958 (lr=2.9510e-03) (hash(x)=77093326)
-1040 train 5.084894 (lr=2.9478e-03) (hash(x)=73437559)
-1050 train 5.188922 (lr=2.9446e-03) (hash(x)=84550388)
-1060 train 5.183413 (lr=2.9412e-03) (hash(x)=86184566)
-1070 train 5.198378 (lr=2.9378e-03) (hash(x)=85644922)
-1080 train 5.371678 (lr=2.9343e-03) (hash(x)=86179801)
-1090 train 5.369171 (lr=2.9307e-03) (hash(x)=82868303)
-1100 val loss 5.3300
-1100 val perplexity 206.4310
-1100 train 5.366589 (lr=2.9270e-03) (hash(x)=96780388)
-1110 train 5.429333 (lr=2.9231e-03) (hash(x)=87223122)
-1120 train 5.624035 (lr=2.9192e-03) (hash(x)=77292786)
-1130 train 5.809600 (lr=2.9152e-03) (hash(x)=88761375)
-1140 train 6.007205 (lr=2.9112e-03) (hash(x)=80956468)
-1150 train 6.147377 (lr=2.9070e-03) (hash(x)=84725462)
-1160 train 6.020386 (lr=2.9027e-03) (hash(x)=76098113)
-1170 train 5.924240 (lr=2.8983e-03) (hash(x)=84387685)
-1180 train 5.887981 (lr=2.8939e-03) (hash(x)=76120321)
-1190 train 5.941497 (lr=2.8893e-03) (hash(x)=85974065)
-1200 val loss 5.9092
-1200 val perplexity 368.3968
-1200 train 5.788257 (lr=2.8847e-03) (hash(x)=79340644)
-1210 train 6.154460 (lr=2.8800e-03) (hash(x)=88345025)
-1220 train 5.816997 (lr=2.8751e-03) (hash(x)=86406230)
-1230 train 5.709102 (lr=2.8702e-03) (hash(x)=80608975)
-1240 train 5.763521 (lr=2.8652e-03) (hash(x)=81635225)
-1250 train 5.503028 (lr=2.8601e-03) (hash(x)=82126376)
-1260 train 5.808999 (lr=2.8550e-03) (hash(x)=83737972)
-1270 train 5.876548 (lr=2.8497e-03) (hash(x)=81132345)
-1280 train 6.006927 (lr=2.8443e-03) (hash(x)=85850404)
-1290 train 5.930861 (lr=2.8389e-03) (hash(x)=83490640)
-1300 val loss 6.0212
-1300 val perplexity 412.0774
-1300 train 5.974218 (lr=2.8333e-03) (hash(x)=77545187)
-1310 train 5.959070 (lr=2.8277e-03) (hash(x)=86412685)
-1320 train 6.177340 (lr=2.8220e-03) (hash(x)=86429640)
-1330 train 6.017617 (lr=2.8162e-03) (hash(x)=79645281)
-1340 train 6.048808 (lr=2.8103e-03) (hash(x)=82668541)
-1350 train 5.832982 (lr=2.8044e-03) (hash(x)=73627248)
-1360 train 5.811543 (lr=2.7983e-03) (hash(x)=74845133)
-1370 train 5.837179 (lr=2.7922e-03) (hash(x)=77850497)
-1380 train 5.999586 (lr=2.7860e-03) (hash(x)=76143954)
-1390 train 6.076351 (lr=2.7797e-03) (hash(x)=80675544)
-1400 val loss 6.1429
-1400 val perplexity 465.3997
-1400 train 6.030712 (lr=2.7733e-03) (hash(x)=76010938)
-1410 train 6.437135 (lr=2.7668e-03) (hash(x)=81260300)
-1420 train 6.396513 (lr=2.7603e-03) (hash(x)=83803629)
-1430 train 6.303267 (lr=2.7536e-03) (hash(x)=83840110)
-1440 train 6.440451 (lr=2.7469e-03) (hash(x)=97711831)
-1450 train 6.838295 (lr=2.7401e-03) (hash(x)=81110139)
-1460 train 6.074884 (lr=2.7333e-03) (hash(x)=90942839)
-1470 train 5.922143 (lr=2.7263e-03) (hash(x)=80721564)
-1480 train 5.951913 (lr=2.7193e-03) (hash(x)=77852059)
-1490 train 5.830765 (lr=2.7121e-03) (hash(x)=80011365)
-1500 val loss 6.1173
-1500 val perplexity 453.6460
-1500 train 6.102458 (lr=2.7050e-03) (hash(x)=84496142)
-1510 train 6.069151 (lr=2.6977e-03) (hash(x)=70186729)
-1520 train 5.911040 (lr=2.6903e-03) (hash(x)=74854227)
-1530 train 5.809493 (lr=2.6829e-03) (hash(x)=77468161)
-1540 train 5.795255 (lr=2.6754e-03) (hash(x)=87853059)
-1550 train 5.669651 (lr=2.6678e-03) (hash(x)=71225436)
-1560 train 5.742440 (lr=2.6602e-03) (hash(x)=84072783)
-1570 train 5.939809 (lr=2.6525e-03) (hash(x)=72723098)
-1580 train 5.824661 (lr=2.6447e-03) (hash(x)=90409866)
-1590 train 5.816880 (lr=2.6368e-03) (hash(x)=87481378)
-1600 val loss 5.7924
-1600 val perplexity 327.7886
-1600 train 5.823882 (lr=2.6289e-03) (hash(x)=77643862)
-1610 train 5.899302 (lr=2.6208e-03) (hash(x)=88862575)
-1620 train 5.776220 (lr=2.6128e-03) (hash(x)=84612581)
-1630 train 5.811088 (lr=2.6046e-03) (hash(x)=87075989)
-1640 train 5.736018 (lr=2.5964e-03) (hash(x)=88277361)
-1650 train 5.765440 (lr=2.5881e-03) (hash(x)=78750236)
-1660 train 5.789568 (lr=2.5797e-03) (hash(x)=82604581)
-1670 train 5.592151 (lr=2.5713e-03) (hash(x)=68482265)
-1680 train 5.714798 (lr=2.5628e-03) (hash(x)=75088835)
-1690 train 5.747174 (lr=2.5542e-03) (hash(x)=66060989)
-1700 val loss 5.9217
-1700 val perplexity 373.0516
-1700 train 5.909225 (lr=2.5455e-03) (hash(x)=79986754)
-1710 train 6.088530 (lr=2.5368e-03) (hash(x)=83657930)
-1720 train 5.949068 (lr=2.5281e-03) (hash(x)=81754135)
-1730 train 6.017742 (lr=2.5192e-03) (hash(x)=78904427)
-1740 train 6.103450 (lr=2.5103e-03) (hash(x)=85920177)
-1750 train 6.057180 (lr=2.5014e-03) (hash(x)=86573211)
-1760 train 6.095731 (lr=2.4924e-03) (hash(x)=81737128)
-1770 train 5.972888 (lr=2.4833e-03) (hash(x)=77400968)
-1780 train 6.096765 (lr=2.4741e-03) (hash(x)=73545497)
-1790 train 6.214473 (lr=2.4649e-03) (hash(x)=71641943)
-1800 val loss 6.2275
-1800 val perplexity 506.5070
-1800 train 6.213846 (lr=2.4556e-03) (hash(x)=87819781)
-1810 train 6.136812 (lr=2.4463e-03) (hash(x)=86870770)
-1820 train 6.238943 (lr=2.4369e-03) (hash(x)=82522211)
-1830 train 6.130594 (lr=2.4275e-03) (hash(x)=61947437)
-1840 train 6.190442 (lr=2.4180e-03) (hash(x)=79865406)
-1850 train 6.157153 (lr=2.4084e-03) (hash(x)=79828721)
-1860 train 6.397096 (lr=2.3988e-03) (hash(x)=80869571)
-1870 train 6.416300 (lr=2.3891e-03) (hash(x)=73780971)
-1880 train 6.518068 (lr=2.3794e-03) (hash(x)=79249549)
-1890 train 6.782900 (lr=2.3696e-03) (hash(x)=81041904)
-1900 val loss 6.8271
-1900 val perplexity 922.4772
-1900 train 6.900691 (lr=2.3598e-03) (hash(x)=82456430)
-1910 train 6.761490 (lr=2.3499e-03) (hash(x)=82222135)
-1920 train 6.701346 (lr=2.3400e-03) (hash(x)=70033249)
-1930 train 6.799894 (lr=2.3300e-03) (hash(x)=72887360)
-1940 train 6.772779 (lr=2.3200e-03) (hash(x)=83251100)
-1950 train 6.827993 (lr=2.3099e-03) (hash(x)=79660266)
-1960 train 6.812419 (lr=2.2998e-03) (hash(x)=78919068)
-1970 train 7.155397 (lr=2.2896e-03) (hash(x)=94690431)
-1980 train 7.383590 (lr=2.2793e-03) (hash(x)=88153756)
-1990 train 7.627969 (lr=2.2691e-03) (hash(x)=77195688)
-2000 val loss 7.4509
-2000 val perplexity 1721.4423
-2000 train 7.459263 (lr=2.2588e-03) (hash(x)=81308591)
-2010 train 7.322842 (lr=2.2484e-03) (hash(x)=80205479)
-2020 train 7.086854 (lr=2.2380e-03) (hash(x)=81008704)
-2030 train 7.129429 (lr=2.2275e-03) (hash(x)=82914358)
-2040 train 7.223101 (lr=2.2170e-03) (hash(x)=88064399)
-2050 train 7.094844 (lr=2.2065e-03) (hash(x)=82889390)
-2060 train 6.941950 (lr=2.1959e-03) (hash(x)=80913554)
-2070 train 7.011724 (lr=2.1853e-03) (hash(x)=78121791)
-2080 train 7.005414 (lr=2.1746e-03) (hash(x)=75356657)
-2090 train 6.914068 (lr=2.1639e-03) (hash(x)=74048412)
-2100 val loss 6.9696
-2100 val perplexity 1063.7786
-2100 train 6.826294 (lr=2.1532e-03) (hash(x)=68928225)
-2110 train 7.084783 (lr=2.1424e-03) (hash(x)=93734745)
-2120 train 6.877779 (lr=2.1316e-03) (hash(x)=72878164)
-2130 train 6.880537 (lr=2.1208e-03) (hash(x)=71508226)
-2140 train 6.933759 (lr=2.1099e-03) (hash(x)=84168671)
-2150 train 6.806130 (lr=2.0990e-03) (hash(x)=74673639)
-2160 train 6.816466 (lr=2.0881e-03) (hash(x)=75470031)
-2170 train 6.835121 (lr=2.0771e-03) (hash(x)=74307890)
-2180 train 7.002560 (lr=2.0661e-03) (hash(x)=77214245)
-2190 train 6.694002 (lr=2.0550e-03) (hash(x)=88628359)
-2200 val loss 6.7218
-2200 val perplexity 830.3170
-2200 train 6.561766 (lr=2.0440e-03) (hash(x)=74779126)
-2210 train 6.563931 (lr=2.0329e-03) (hash(x)=79817976)
-2220 train 6.615415 (lr=2.0217e-03) (hash(x)=75258996)
-2230 train 6.638216 (lr=2.0106e-03) (hash(x)=88164047)
-2240 train 6.631803 (lr=1.9994e-03) (hash(x)=78580686)
-2250 train 6.635299 (lr=1.9882e-03) (hash(x)=76510617)
-2260 train 6.619715 (lr=1.9770e-03) (hash(x)=76043966)
-2270 train 6.814606 (lr=1.9657e-03) (hash(x)=73062098)
-2280 train 6.822844 (lr=1.9544e-03) (hash(x)=81885909)
-2290 train 6.851606 (lr=1.9431e-03) (hash(x)=81481741)
-2300 val loss 6.9659
-2300 val perplexity 1059.8289
-2300 train 6.958015 (lr=1.9318e-03) (hash(x)=82104275)
-2310 train 7.054398 (lr=1.9205e-03) (hash(x)=82137309)
-2320 train 7.058674 (lr=1.9091e-03) (hash(x)=86741167)
-2330 train 7.194336 (lr=1.8977e-03) (hash(x)=84796263)
-2340 train 7.391115 (lr=1.8863e-03) (hash(x)=169966529)
-2350 train 7.098065 (lr=1.8749e-03) (hash(x)=80006061)
-2360 train 7.308731 (lr=1.8635e-03) (hash(x)=71090999)
-2370 train 7.311802 (lr=1.8520e-03) (hash(x)=86641850)
-2380 train 7.211395 (lr=1.8406e-03) (hash(x)=84573253)
-2390 train 7.154121 (lr=1.8291e-03) (hash(x)=74483764)
-2400 val loss 7.2236
-2400 val perplexity 1371.4401
-2400 train 7.140868 (lr=1.8176e-03) (hash(x)=78327659)
-2410 train 7.226447 (lr=1.8061e-03) (hash(x)=77273627)
-2420 train 7.057319 (lr=1.7946e-03) (hash(x)=76938049)
-2430 train 7.360726 (lr=1.7830e-03) (hash(x)=98449442)
-2440 train 7.291209 (lr=1.7715e-03) (hash(x)=78157797)
-2450 train 7.361687 (lr=1.7600e-03) (hash(x)=80637582)
-2460 train 7.246749 (lr=1.7484e-03) (hash(x)=80023854)
-2470 train 7.244041 (lr=1.7368e-03) (hash(x)=86678884)
-2480 train 7.269680 (lr=1.7253e-03) (hash(x)=84086469)
-2490 train 7.350733 (lr=1.7137e-03) (hash(x)=83131141)
-2500 val loss 7.2709
-2500 val perplexity 1437.8196
-2500 train 7.267100 (lr=1.7021e-03) (hash(x)=82583497)
-2510 train 7.325006 (lr=1.6906e-03) (hash(x)=79164326)
-2520 train 7.335410 (lr=1.6790e-03) (hash(x)=76456503)
-2530 train 7.253132 (lr=1.6674e-03) (hash(x)=82001228)
-2540 train 7.279123 (lr=1.6558e-03) (hash(x)=75615595)
-2550 train 7.239230 (lr=1.6442e-03) (hash(x)=78397869)
-2560 train 7.200320 (lr=1.6326e-03) (hash(x)=75547032)
-2570 train 7.301169 (lr=1.6210e-03) (hash(x)=89201025)
-2580 train 7.142977 (lr=1.6094e-03) (hash(x)=89856704)
-2590 train 7.069769 (lr=1.5979e-03) (hash(x)=82175682)
-2600 val loss 7.2398
-2600 val perplexity 1393.8677
-2600 train 7.084284 (lr=1.5863e-03) (hash(x)=78312826)
-2610 train 7.203636 (lr=1.5747e-03) (hash(x)=77066588)
-2620 train 7.375918 (lr=1.5632e-03) (hash(x)=78666061)
-2630 train 7.436961 (lr=1.5516e-03) (hash(x)=93762143)
-2640 train 7.257962 (lr=1.5400e-03) (hash(x)=83191587)
-2650 train 7.471364 (lr=1.5285e-03) (hash(x)=87169585)
-2660 train 7.473841 (lr=1.5170e-03) (hash(x)=86426388)
-2670 train 7.447803 (lr=1.5054e-03) (hash(x)=76692638)
-2680 train 7.347660 (lr=1.4939e-03) (hash(x)=77446063)
-2690 train 7.329341 (lr=1.4824e-03) (hash(x)=79809050)
-2700 val loss 7.3928
-2700 val perplexity 1624.2714
-2700 train 7.328862 (lr=1.4709e-03) (hash(x)=83116823)
-2710 train 7.732129 (lr=1.4594e-03) (hash(x)=75622148)
-2720 train 7.357712 (lr=1.4480e-03) (hash(x)=80690512)
-2730 train 7.483008 (lr=1.4365e-03) (hash(x)=78009984)
-2740 train 7.431827 (lr=1.4251e-03) (hash(x)=74205488)
-2750 train 7.415117 (lr=1.4137e-03) (hash(x)=91013332)
-2760 train 7.308220 (lr=1.4023e-03) (hash(x)=76954961)
-2770 train 7.447681 (lr=1.3909e-03) (hash(x)=79390317)
-2780 train 7.336860 (lr=1.3795e-03) (hash(x)=70168783)
-2790 train 7.273865 (lr=1.3682e-03) (hash(x)=76028417)
-2800 val loss 7.4634
-2800 val perplexity 1743.1365
-2800 train 7.306037 (lr=1.3569e-03) (hash(x)=77656050)
-2810 train 7.380519 (lr=1.3456e-03) (hash(x)=94248216)
-2820 train 7.351593 (lr=1.3343e-03) (hash(x)=78305078)
-2830 train 7.380999 (lr=1.3230e-03) (hash(x)=79948848)
-2840 train 7.370279 (lr=1.3118e-03) (hash(x)=85341024)
-2850 train 7.416401 (lr=1.3006e-03) (hash(x)=78735170)
-2860 train 7.509393 (lr=1.2894e-03) (hash(x)=71616419)
-2870 train 7.491168 (lr=1.2783e-03) (hash(x)=78656517)
-2880 train 7.382536 (lr=1.2671e-03) (hash(x)=80073987)
-2890 train 7.356948 (lr=1.2560e-03) (hash(x)=76894809)
-2900 val loss 7.4322
-2900 val perplexity 1689.4978
-2900 train 7.400266 (lr=1.2450e-03) (hash(x)=80499838)
-2910 train 7.320148 (lr=1.2339e-03) (hash(x)=72673354)
-2920 train 7.332495 (lr=1.2229e-03) (hash(x)=84265768)
-2930 train 7.540718 (lr=1.2119e-03) (hash(x)=79612060)
-2940 train 7.370631 (lr=1.2010e-03) (hash(x)=74970087)
-2950 train 7.476659 (lr=1.1901e-03) (hash(x)=84166818)
-2960 train 7.440194 (lr=1.1792e-03) (hash(x)=89410221)
-2970 train 7.448435 (lr=1.1684e-03) (hash(x)=75672566)
-2980 train 7.332953 (lr=1.1576e-03) (hash(x)=81760314)
-2990 train 7.424984 (lr=1.1468e-03) (hash(x)=80605200)
-3000 val loss 7.4835
-3000 val perplexity 1778.4502
-3000 train 7.409161 (lr=1.1361e-03) (hash(x)=83804735)
-3010 train 7.397069 (lr=1.1254e-03) (hash(x)=77015303)
-3020 train 7.333668 (lr=1.1147e-03) (hash(x)=81464523)
-3030 train 7.418719 (lr=1.1041e-03) (hash(x)=80168230)
-3040 train 7.401652 (lr=1.0935e-03) (hash(x)=84817006)
-3050 train 7.341800 (lr=1.0830e-03) (hash(x)=71601811)
-3060 train 7.357374 (lr=1.0725e-03) (hash(x)=85499733)
-3070 train 7.411430 (lr=1.0620e-03) (hash(x)=78670408)
-3080 train 7.384989 (lr=1.0516e-03) (hash(x)=77120468)
-3090 train 7.417188 (lr=1.0412e-03) (hash(x)=77927426)
-3100 val loss 7.4664
-3100 val perplexity 1748.2692
-3100 train 7.364049 (lr=1.0309e-03) (hash(x)=83998606)
-3110 train 7.326196 (lr=1.0207e-03) (hash(x)=77990218)
-3120 train 7.357301 (lr=1.0104e-03) (hash(x)=81623970)
-3130 train 7.264368 (lr=1.0002e-03) (hash(x)=75014781)
-3140 train 7.386965 (lr=9.9011e-04) (hash(x)=72591250)
-3150 train 7.418603 (lr=9.8002e-04) (hash(x)=81421847)
-3160 train 7.449382 (lr=9.6999e-04) (hash(x)=75112631)
-3170 train 7.587766 (lr=9.6000e-04) (hash(x)=87518033)
-3180 train 7.727573 (lr=9.5007e-04) (hash(x)=78648348)
-3190 train 7.467590 (lr=9.4019e-04) (hash(x)=78270029)
-3200 val loss 7.4553
-3200 val perplexity 1729.0791
-3200 train 7.516153 (lr=9.3036e-04) (hash(x)=83380714)
-3210 train 7.454036 (lr=9.2058e-04) (hash(x)=67804991)
-3220 train 7.444821 (lr=9.1085e-04) (hash(x)=76968804)
-3230 train 7.449933 (lr=9.0118e-04) (hash(x)=75798670)
-3240 train 7.453253 (lr=8.9157e-04) (hash(x)=83192811)
-3250 train 7.411784 (lr=8.8201e-04) (hash(x)=81659789)
-3260 train 7.403239 (lr=8.7251e-04) (hash(x)=80622502)
-3270 train 7.479345 (lr=8.6307e-04) (hash(x)=85436511)
-3280 train 7.414516 (lr=8.5368e-04) (hash(x)=80589180)
-3290 train 7.403997 (lr=8.4435e-04) (hash(x)=85747193)
-3300 val loss 7.4399
-3300 val perplexity 1702.5879
-3300 train 7.426676 (lr=8.3508e-04) (hash(x)=74635692)
-3310 train 7.454348 (lr=8.2588e-04) (hash(x)=82045455)
-3320 train 7.303329 (lr=8.1673e-04) (hash(x)=73249173)
-3330 train 7.357634 (lr=8.0764e-04) (hash(x)=71492338)
-3340 train 7.394311 (lr=7.9862e-04) (hash(x)=76374071)
-3350 train 7.399982 (lr=7.8966e-04) (hash(x)=80474064)
-3360 train 7.381573 (lr=7.8076e-04) (hash(x)=84390892)
-3370 train 7.447750 (lr=7.7192e-04) (hash(x)=83399949)
-3380 train 7.413076 (lr=7.6315e-04) (hash(x)=77648059)
-3390 train 7.414662 (lr=7.5445e-04) (hash(x)=80152701)
-3400 val loss 7.4428
-3400 val perplexity 1707.4929
-3400 train 7.539766 (lr=7.4581e-04) (hash(x)=81952545)
-3410 train 7.504478 (lr=7.3724e-04) (hash(x)=80908993)
-3420 train 7.481674 (lr=7.2874e-04) (hash(x)=79610037)
-3430 train 7.447815 (lr=7.2030e-04) (hash(x)=87624382)
-3440 train 7.455749 (lr=7.1193e-04) (hash(x)=82336381)
-3450 train 7.421059 (lr=7.0363e-04) (hash(x)=87687835)
-3460 train 7.449249 (lr=6.9541e-04) (hash(x)=76376135)
-3470 train 7.425488 (lr=6.8725e-04) (hash(x)=79331391)
-3480 train 7.489604 (lr=6.7916e-04) (hash(x)=107002681)
-3490 train 7.322983 (lr=6.7114e-04) (hash(x)=77465514)
-3500 val loss 7.4523
-3500 val perplexity 1723.7561
-3500 train 7.422420 (lr=6.6320e-04) (hash(x)=88237229)
-3510 train 7.472469 (lr=6.5533e-04) (hash(x)=81011739)
-3520 train 7.185495 (lr=6.4753e-04) (hash(x)=64643427)
-3530 train 7.390687 (lr=6.3981e-04) (hash(x)=78029539)
-3540 train 7.558343 (lr=6.3216e-04) (hash(x)=83188968)
-3550 train 7.445985 (lr=6.2458e-04) (hash(x)=86104185)
-3560 train 7.465958 (lr=6.1708e-04) (hash(x)=81993629)
-3570 train 7.394631 (lr=6.0966e-04) (hash(x)=72719368)
-3580 train 7.416389 (lr=6.0231e-04) (hash(x)=90091487)
-3590 train 7.340477 (lr=5.9504e-04) (hash(x)=77393152)
-3600 val loss 7.4374
-3600 val perplexity 1698.2589
-3600 train 7.394326 (lr=5.8785e-04) (hash(x)=73103504)
-3610 train 7.446957 (lr=5.8074e-04) (hash(x)=84429400)
-3620 train 7.395606 (lr=5.7370e-04) (hash(x)=77021795)
-3630 train 7.445122 (lr=5.6675e-04) (hash(x)=92830605)
-3640 train 7.419865 (lr=5.5987e-04) (hash(x)=78313175)
-3650 train 7.393832 (lr=5.5308e-04) (hash(x)=85395549)
-3660 train 7.250567 (lr=5.4636e-04) (hash(x)=78114459)
-3670 train 7.360514 (lr=5.3973e-04) (hash(x)=74968316)
-3680 train 7.345419 (lr=5.3318e-04) (hash(x)=73358737)
-3690 train 7.524804 (lr=5.2671e-04) (hash(x)=76399442)
-3700 val loss 7.4584
-3700 val perplexity 1734.3274
-3700 train 7.340490 (lr=5.2033e-04) (hash(x)=74039273)
-3710 train 7.488226 (lr=5.1402e-04) (hash(x)=79299680)
-3720 train 7.484913 (lr=5.0780e-04) (hash(x)=94701498)
-3730 train 7.479466 (lr=5.0167e-04) (hash(x)=75352071)
-3740 train 7.482871 (lr=4.9562e-04) (hash(x)=77909487)
-3750 train 7.421073 (lr=4.8965e-04) (hash(x)=73986730)
-3760 train 7.574842 (lr=4.8377e-04) (hash(x)=79325763)
-3770 train 7.437955 (lr=4.7798e-04) (hash(x)=72457818)
-3780 train 7.545290 (lr=4.7227e-04) (hash(x)=71775590)
-3790 train 7.497365 (lr=4.6665e-04) (hash(x)=82638943)
-3800 val loss 7.4455
-3800 val perplexity 1712.1058
-3800 train 7.348684 (lr=4.6112e-04) (hash(x)=79965893)
-3810 train 7.293705 (lr=4.5567e-04) (hash(x)=72598235)
-3820 train 7.437424 (lr=4.5031e-04) (hash(x)=83113889)
-3830 train 7.405237 (lr=4.4504e-04) (hash(x)=74434590)
-3840 train 7.446044 (lr=4.3986e-04) (hash(x)=82860348)
-3850 train 7.319815 (lr=4.3477e-04) (hash(x)=78067565)
-3860 train 7.323054 (lr=4.2977e-04) (hash(x)=82592498)
-3870 train 7.355846 (lr=4.2486e-04) (hash(x)=81820733)
-3880 train 7.358153 (lr=4.2004e-04) (hash(x)=87709040)
-3890 train 7.407977 (lr=4.1530e-04) (hash(x)=70379093)
-3900 val loss 7.3990
-3900 val perplexity 1634.3456
-3900 train 7.404200 (lr=4.1066e-04) (hash(x)=76597431)
-3910 train 7.510123 (lr=4.0611e-04) (hash(x)=90490716)
-3920 train 7.351021 (lr=4.0166e-04) (hash(x)=81970659)
-3930 train 7.366833 (lr=3.9729e-04) (hash(x)=81496334)
-3940 train 7.306049 (lr=3.9302e-04) (hash(x)=75717605)
-3950 train 7.362767 (lr=3.8884e-04) (hash(x)=82749357)
-3960 train 7.398162 (lr=3.8475e-04) (hash(x)=89355157)
-3970 train 7.297857 (lr=3.8076e-04) (hash(x)=78980403)
-3980 train 7.300048 (lr=3.7685e-04) (hash(x)=76627217)
-3990 train 7.301489 (lr=3.7305e-04) (hash(x)=72412879)
-4000 val loss 7.3624
-4000 val perplexity 1575.5640
-4000 train 7.378728 (lr=3.6933e-04) (hash(x)=83018142)
-4010 train 7.290174 (lr=3.6572e-04) (hash(x)=81272436)
-4020 train 7.309504 (lr=3.6219e-04) (hash(x)=85497482)
-4030 train 7.487916 (lr=3.5876e-04) (hash(x)=85241734)
-4040 train 7.371704 (lr=3.5543e-04) (hash(x)=77925307)
-4050 train 7.395341 (lr=3.5219e-04) (hash(x)=84826179)
-4060 train 7.385932 (lr=3.4905e-04) (hash(x)=83606764)
-4070 train 7.390382 (lr=3.4600e-04) (hash(x)=80567590)
-4080 train 7.307116 (lr=3.4305e-04) (hash(x)=76860998)
-4090 train 7.229212 (lr=3.4019e-04) (hash(x)=74902328)
-4100 val loss 7.3647
-4100 val perplexity 1579.2925
-4100 train 7.340327 (lr=3.3744e-04) (hash(x)=82832041)
-4110 train 7.353171 (lr=3.3477e-04) (hash(x)=79143262)
-4120 train 7.390053 (lr=3.3221e-04) (hash(x)=77038149)
-4130 train 7.425511 (lr=3.2974e-04) (hash(x)=86339074)
-4140 train 7.288345 (lr=3.2737e-04) (hash(x)=76686216)
-4150 train 7.388491 (lr=3.2510e-04) (hash(x)=70522682)
-4160 train 7.399445 (lr=3.2292e-04) (hash(x)=90958555)
-4170 train 7.407532 (lr=3.2085e-04) (hash(x)=91463532)
-4180 train 7.369232 (lr=3.1887e-04) (hash(x)=81959329)
-4190 train 7.373651 (lr=3.1699e-04) (hash(x)=83146752)
-4200 val loss 7.3568
-4200 val perplexity 1566.8275
-4200 train 7.287706 (lr=3.1520e-04) (hash(x)=78361715)
-4210 train 7.372921 (lr=3.1352e-04) (hash(x)=87364889)
-4220 train 7.246844 (lr=3.1193e-04) (hash(x)=70465156)
-4230 train 7.354047 (lr=3.1044e-04) (hash(x)=84524081)
-4240 train 7.357830 (lr=3.0905e-04) (hash(x)=77824868)
-4250 train 7.324000 (lr=3.0776e-04) (hash(x)=81710711)
-4260 train 7.298697 (lr=3.0657e-04) (hash(x)=76362728)
-4270 train 7.271370 (lr=3.0548e-04) (hash(x)=83115208)
-4280 train 7.286987 (lr=3.0449e-04) (hash(x)=87218314)
-4290 train 7.337789 (lr=3.0359e-04) (hash(x)=74582673)
-4300 val loss 7.3608
-4300 val perplexity 1573.1497
-4300 train 7.354438 (lr=3.0280e-04) (hash(x)=77379615)
-4310 train 7.251699 (lr=3.0210e-04) (hash(x)=78669579)
-4320 train 7.316201 (lr=3.0150e-04) (hash(x)=83066608)
-4330 train 7.292756 (lr=3.0101e-04) (hash(x)=83037340)
-4340 train 7.401911 (lr=3.0061e-04) (hash(x)=82849771)
-4350 train 7.297116 (lr=3.0031e-04) (hash(x)=76693985)
-4360 train 7.276079 (lr=3.0011e-04) (hash(x)=77745394)
-4370 train 7.249233 (lr=3.0001e-04) (hash(x)=79954388)
-4374 val loss 7.3286
-4374 val perplexity 1523.2709
+10 train 9.923347 (lr=4.6154e-05) (hash(x)=91253010)
+20 train 9.354902 (lr=8.8112e-05) (hash(x)=74934453)
+30 train 8.647146 (lr=1.3007e-04) (hash(x)=79278034)
+40 train 7.918366 (lr=1.7203e-04) (hash(x)=80107892)
+50 train 7.701303 (lr=2.1399e-04) (hash(x)=70745428)
+60 train 7.750876 (lr=2.5594e-04) (hash(x)=80077589)
+70 train 7.409539 (lr=2.9790e-04) (hash(x)=76213766)
+80 train 7.397988 (lr=3.3986e-04) (hash(x)=83218328)
+90 train 7.214713 (lr=3.8182e-04) (hash(x)=74855845)
+100 val loss 7.1211
+100 val perplexity 1237.8484
+100 train 6.954023 (lr=4.2378e-04) (hash(x)=82814902)
+110 train 6.924104 (lr=4.6573e-04) (hash(x)=84907741)
+120 train 6.753369 (lr=5.0769e-04) (hash(x)=82613223)
+130 train 6.601605 (lr=5.4965e-04) (hash(x)=83540876)
+140 train 6.589177 (lr=5.9161e-04) (hash(x)=75095216)
+150 train 6.661979 (lr=6.3357e-04) (hash(x)=97190944)
+160 train 6.576634 (lr=6.7552e-04) (hash(x)=82117809)
+170 train 6.490225 (lr=7.1748e-04) (hash(x)=70514724)
+180 train 6.416883 (lr=7.5944e-04) (hash(x)=81029624)
+190 train 6.324186 (lr=8.0140e-04) (hash(x)=78996841)
+200 val loss 6.2581
+200 val perplexity 522.2218
+200 train 6.260619 (lr=8.4336e-04) (hash(x)=79845097)
+210 train 6.152258 (lr=8.8531e-04) (hash(x)=78997683)
+220 train 6.074738 (lr=9.2727e-04) (hash(x)=74895865)
+230 train 6.206913 (lr=9.6923e-04) (hash(x)=80933276)
+240 train 5.901365 (lr=1.0112e-03) (hash(x)=77664606)
+250 train 5.960237 (lr=1.0531e-03) (hash(x)=75903930)
+260 train 5.842309 (lr=1.0951e-03) (hash(x)=82996853)
+270 train 5.776155 (lr=1.1371e-03) (hash(x)=73269568)
+280 train 5.717534 (lr=1.1790e-03) (hash(x)=82906427)
+290 train 5.636944 (lr=1.2210e-03) (hash(x)=71797895)
+300 val loss 5.7906
+300 val perplexity 327.2250
+300 train 5.498541 (lr=1.2629e-03) (hash(x)=85232249)
+310 train 5.447090 (lr=1.3049e-03) (hash(x)=75252489)
+320 train 5.526665 (lr=1.3469e-03) (hash(x)=74394644)
+330 train 5.625390 (lr=1.3888e-03) (hash(x)=82772910)
+340 train 5.669609 (lr=1.4308e-03) (hash(x)=81627464)
+350 train 5.644387 (lr=1.4727e-03) (hash(x)=84678053)
+360 train 5.578918 (lr=1.5147e-03) (hash(x)=81884128)
+370 train 5.590245 (lr=1.5566e-03) (hash(x)=76379242)
+380 train 5.401692 (lr=1.5986e-03) (hash(x)=98182875)
+390 train 5.377892 (lr=1.6406e-03) (hash(x)=79710436)
+400 val loss 5.4353
+400 val perplexity 229.3728
+400 train 5.375259 (lr=1.6825e-03) (hash(x)=79841071)
+410 train 5.329089 (lr=1.7245e-03) (hash(x)=75844151)
+420 train 5.335932 (lr=1.7664e-03) (hash(x)=73125036)
+430 train 5.366583 (lr=1.8084e-03) (hash(x)=84214858)
+440 train 5.262486 (lr=1.8503e-03) (hash(x)=80456994)
+450 train 5.248571 (lr=1.8923e-03) (hash(x)=76735962)
+460 train 5.157775 (lr=1.9343e-03) (hash(x)=81845446)
+470 train 4.963287 (lr=1.9762e-03) (hash(x)=76094689)
+480 train 5.126496 (lr=2.0182e-03) (hash(x)=83806686)
+490 train 4.912891 (lr=2.0601e-03) (hash(x)=84690227)
+500 val loss 5.2835
+500 val perplexity 197.0522
+500 train 5.015106 (lr=2.1021e-03) (hash(x)=71851938)
+510 train 5.131371 (lr=2.1441e-03) (hash(x)=77159346)
+520 train 5.166546 (lr=2.1860e-03) (hash(x)=80755753)
+530 train 5.287557 (lr=2.2280e-03) (hash(x)=75379679)
+540 train 5.182461 (lr=2.2699e-03) (hash(x)=82458619)
+550 train 5.139487 (lr=2.3119e-03) (hash(x)=86366396)
+560 train 5.191271 (lr=2.3538e-03) (hash(x)=85095044)
+570 train 5.153404 (lr=2.3958e-03) (hash(x)=78385159)
+580 train 5.083260 (lr=2.4378e-03) (hash(x)=79342394)
+590 train 5.093650 (lr=2.4797e-03) (hash(x)=70782192)
+600 val loss 5.1002
+600 val perplexity 164.0547
+600 train 5.074724 (lr=2.5217e-03) (hash(x)=76130353)
+610 train 4.996155 (lr=2.5636e-03) (hash(x)=74778440)
+620 train 4.971506 (lr=2.6056e-03) (hash(x)=79129709)
+630 train 4.871780 (lr=2.6476e-03) (hash(x)=76469962)
+640 train 4.855979 (lr=2.6895e-03) (hash(x)=78288049)
+650 train 4.814961 (lr=2.7315e-03) (hash(x)=76641388)
+660 train 4.728936 (lr=2.7734e-03) (hash(x)=75937906)
+670 train 4.753763 (lr=2.8154e-03) (hash(x)=74807157)
+680 train 4.650416 (lr=2.8573e-03) (hash(x)=77490144)
+690 train 4.670358 (lr=2.8993e-03) (hash(x)=72900124)
+700 val loss 4.9652
+700 val perplexity 143.3429
+700 train 4.646469 (lr=2.9413e-03) (hash(x)=73424218)
+710 train 4.929185 (lr=2.9832e-03) (hash(x)=86052345)
+720 train 4.906153 (lr=3.0000e-03) (hash(x)=77462613)
+730 train 4.901950 (lr=2.9999e-03) (hash(x)=79027471)
+740 train 4.863056 (lr=2.9997e-03) (hash(x)=78149992)
+750 train 4.811694 (lr=2.9994e-03) (hash(x)=89147499)
+760 train 4.852089 (lr=2.9990e-03) (hash(x)=74931538)
+770 train 4.797495 (lr=2.9985e-03) (hash(x)=89648204)
+780 train 4.841113 (lr=2.9979e-03) (hash(x)=83708293)
+790 train 4.863065 (lr=2.9972e-03) (hash(x)=84336512)
+800 val loss 4.8232
+800 val perplexity 124.3641
+800 train 4.743608 (lr=2.9964e-03) (hash(x)=75025285)
+810 train 4.655568 (lr=2.9955e-03) (hash(x)=79436536)
+820 train 4.662436 (lr=2.9945e-03) (hash(x)=90467390)
+830 train 4.702021 (lr=2.9934e-03) (hash(x)=77292020)
+840 train 4.634523 (lr=2.9922e-03) (hash(x)=75568927)
+850 train 4.663900 (lr=2.9909e-03) (hash(x)=79671781)
+860 train 4.765933 (lr=2.9896e-03) (hash(x)=84280943)
+870 train 4.733632 (lr=2.9881e-03) (hash(x)=80901294)
+880 train 4.868389 (lr=2.9865e-03) (hash(x)=81437584)
+890 train 4.710431 (lr=2.9848e-03) (hash(x)=73893778)
+900 val loss 4.7302
+900 val perplexity 113.3208
+900 train 4.665327 (lr=2.9830e-03) (hash(x)=74987794)
+910 train 4.678456 (lr=2.9811e-03) (hash(x)=93721374)
+920 train 4.670795 (lr=2.9792e-03) (hash(x)=79149678)
+930 train 4.630743 (lr=2.9771e-03) (hash(x)=83179387)
+940 train 4.629661 (lr=2.9749e-03) (hash(x)=89009978)
+950 train 4.612129 (lr=2.9726e-03) (hash(x)=76483735)
+960 train 4.558267 (lr=2.9703e-03) (hash(x)=78638850)
+970 train 4.591957 (lr=2.9678e-03) (hash(x)=90415206)
+980 train 4.529873 (lr=2.9652e-03) (hash(x)=90819195)
+990 train 4.651834 (lr=2.9626e-03) (hash(x)=85938852)
+1000 val loss 4.6510
+1000 val perplexity 104.6945
+1000 train 4.700669 (lr=2.9598e-03) (hash(x)=82436789)
+1010 train 4.752086 (lr=2.9570e-03) (hash(x)=63022149)
+1020 train 4.668364 (lr=2.9540e-03) (hash(x)=83501199)
+1030 train 4.655666 (lr=2.9510e-03) (hash(x)=77093326)
+1040 train 4.542048 (lr=2.9478e-03) (hash(x)=73437559)
+1050 train 4.633110 (lr=2.9446e-03) (hash(x)=84550388)
+1060 train 4.637328 (lr=2.9412e-03) (hash(x)=86184566)
+1070 train 4.626502 (lr=2.9378e-03) (hash(x)=85644922)
+1080 train 4.574726 (lr=2.9343e-03) (hash(x)=86179801)
+1090 train 4.566450 (lr=2.9307e-03) (hash(x)=82868303)
+1100 val loss 4.6538
+1100 val perplexity 104.9812
+1100 train 4.672271 (lr=2.9270e-03) (hash(x)=96780388)
+1110 train 4.617107 (lr=2.9231e-03) (hash(x)=87223122)
+1120 train 4.604944 (lr=2.9192e-03) (hash(x)=77292786)
+1130 train 4.702131 (lr=2.9152e-03) (hash(x)=88761375)
+1140 train 4.580485 (lr=2.9112e-03) (hash(x)=80956468)
+1150 train 4.735983 (lr=2.9070e-03) (hash(x)=84725462)
+1160 train 4.745145 (lr=2.9027e-03) (hash(x)=76098113)
+1170 train 4.863050 (lr=2.8983e-03) (hash(x)=84387685)
+1180 train 4.763179 (lr=2.8939e-03) (hash(x)=76120321)
+1190 train 4.727228 (lr=2.8893e-03) (hash(x)=85974065)
+1200 val loss 4.7403
+1200 val perplexity 114.4647
+1200 train 4.617321 (lr=2.8847e-03) (hash(x)=79340644)
+1210 train 4.740779 (lr=2.8800e-03) (hash(x)=88345025)
+1220 train 4.660150 (lr=2.8751e-03) (hash(x)=86406230)
+1230 train 4.674973 (lr=2.8702e-03) (hash(x)=80608975)
+1240 train 4.730783 (lr=2.8652e-03) (hash(x)=81635225)
+1250 train 4.606773 (lr=2.8601e-03) (hash(x)=82126376)
+1260 train 4.847933 (lr=2.8550e-03) (hash(x)=83737972)
+1270 train 4.736798 (lr=2.8497e-03) (hash(x)=81132345)
+1280 train 4.831640 (lr=2.8443e-03) (hash(x)=85850404)
+1290 train 4.842688 (lr=2.8389e-03) (hash(x)=83490640)
+1300 val loss 4.8869
+1300 val perplexity 132.5398
+1300 train 4.850279 (lr=2.8333e-03) (hash(x)=77545187)
+1310 train 4.926689 (lr=2.8277e-03) (hash(x)=86412685)
+1320 train 4.820294 (lr=2.8220e-03) (hash(x)=86429640)
+1330 train 5.377491 (lr=2.8162e-03) (hash(x)=79645281)
+1340 train 5.139881 (lr=2.8103e-03) (hash(x)=82668541)
+1350 train 4.888584 (lr=2.8044e-03) (hash(x)=73627248)
+1360 train 4.907205 (lr=2.7983e-03) (hash(x)=74845133)
+1370 train 4.846905 (lr=2.7922e-03) (hash(x)=77850497)
+1380 train 4.907204 (lr=2.7860e-03) (hash(x)=76143954)
+1390 train 4.939134 (lr=2.7797e-03) (hash(x)=80675544)
+1400 val loss 5.0477
+1400 val perplexity 155.6612
+1400 train 4.953867 (lr=2.7733e-03) (hash(x)=76010938)
+1410 train 5.045611 (lr=2.7668e-03) (hash(x)=81260300)
+1420 train 5.154567 (lr=2.7603e-03) (hash(x)=83803629)
+1430 train 5.031479 (lr=2.7536e-03) (hash(x)=83840110)
+1440 train 5.303030 (lr=2.7469e-03) (hash(x)=97711831)
+1450 train 5.274389 (lr=2.7401e-03) (hash(x)=81110139)
+1460 train 5.209787 (lr=2.7333e-03) (hash(x)=90942839)
+1470 train 5.231742 (lr=2.7263e-03) (hash(x)=80721564)
+1480 train 5.429221 (lr=2.7193e-03) (hash(x)=77852059)
+1490 train 5.408493 (lr=2.7121e-03) (hash(x)=80011365)
+1500 val loss 5.4280
+1500 val perplexity 227.6901
+1500 train 5.405737 (lr=2.7050e-03) (hash(x)=84496142)
+1510 train 5.299591 (lr=2.6977e-03) (hash(x)=70186729)
+1520 train 5.411904 (lr=2.6903e-03) (hash(x)=74854227)
+1530 train 5.428205 (lr=2.6829e-03) (hash(x)=77468161)
+1540 train 5.487059 (lr=2.6754e-03) (hash(x)=87853059)
+1550 train 5.384209 (lr=2.6678e-03) (hash(x)=71225436)
+1560 train 5.382601 (lr=2.6602e-03) (hash(x)=84072783)
+1570 train 5.544269 (lr=2.6525e-03) (hash(x)=72723098)
+1580 train 5.437517 (lr=2.6447e-03) (hash(x)=90409866)
+1590 train 5.584054 (lr=2.6368e-03) (hash(x)=87481378)
+1600 val loss 5.4516
+1600 val perplexity 233.1381
+1600 train 5.482508 (lr=2.6289e-03) (hash(x)=77643862)
+1610 train 5.410114 (lr=2.6208e-03) (hash(x)=88862575)
+1620 train 5.318450 (lr=2.6128e-03) (hash(x)=84612581)
+1630 train 5.356172 (lr=2.6046e-03) (hash(x)=87075989)
+1640 train 5.224185 (lr=2.5964e-03) (hash(x)=88277361)
+1650 train 5.325086 (lr=2.5881e-03) (hash(x)=78750236)
+1660 train 5.268503 (lr=2.5797e-03) (hash(x)=82604581)
+1670 train 5.132612 (lr=2.5713e-03) (hash(x)=68482265)
+1680 train 5.205066 (lr=2.5628e-03) (hash(x)=75088835)
+1690 train 5.178228 (lr=2.5542e-03) (hash(x)=66060989)
+1700 val loss 5.5331
+1700 val perplexity 252.9160
+1700 train 5.492572 (lr=2.5455e-03) (hash(x)=79986754)
+1710 train 5.452727 (lr=2.5368e-03) (hash(x)=83657930)
+1720 train 5.499579 (lr=2.5281e-03) (hash(x)=81754135)
+1730 train 5.419930 (lr=2.5192e-03) (hash(x)=78904427)
+1740 train 5.450576 (lr=2.5103e-03) (hash(x)=85920177)
+1750 train 5.402933 (lr=2.5014e-03) (hash(x)=86573211)
+1760 train 5.331089 (lr=2.4924e-03) (hash(x)=81737128)
+1770 train 5.446370 (lr=2.4833e-03) (hash(x)=77400968)
+1780 train 5.519640 (lr=2.4741e-03) (hash(x)=73545497)
+1790 train 5.650542 (lr=2.4649e-03) (hash(x)=71641943)
+1800 val loss 5.6234
+1800 val perplexity 276.8281
+1800 train 5.624428 (lr=2.4556e-03) (hash(x)=87819781)
+1810 train 5.547323 (lr=2.4463e-03) (hash(x)=86870770)
+1820 train 5.558342 (lr=2.4369e-03) (hash(x)=82522211)
+1830 train 5.575167 (lr=2.4275e-03) (hash(x)=61947437)
+1840 train 5.627659 (lr=2.4180e-03) (hash(x)=79865406)
+1850 train 5.870785 (lr=2.4084e-03) (hash(x)=79828721)
+1860 train 5.923368 (lr=2.3988e-03) (hash(x)=80869571)
+1870 train 6.123144 (lr=2.3891e-03) (hash(x)=73780971)
+1880 train 6.105158 (lr=2.3794e-03) (hash(x)=79249549)
+1890 train 6.573531 (lr=2.3696e-03) (hash(x)=81041904)
+1900 val loss 6.5748
+1900 val perplexity 716.7759
+1900 train 6.612405 (lr=2.3598e-03) (hash(x)=82456430)
+1910 train 6.260543 (lr=2.3499e-03) (hash(x)=82222135)
+1920 train 6.345827 (lr=2.3400e-03) (hash(x)=70033249)
+1930 train 6.255967 (lr=2.3300e-03) (hash(x)=72887360)
+1940 train 6.373764 (lr=2.3200e-03) (hash(x)=83251100)
+1950 train 6.557952 (lr=2.3099e-03) (hash(x)=79660266)
+1960 train 6.232997 (lr=2.2998e-03) (hash(x)=78919068)
+1970 train 6.191888 (lr=2.2896e-03) (hash(x)=94690431)
+1980 train 6.047931 (lr=2.2793e-03) (hash(x)=88153756)
+1990 train 6.408006 (lr=2.2691e-03) (hash(x)=77195688)
+2000 val loss 6.2723
+2000 val perplexity 529.7121
+2000 train 6.260824 (lr=2.2588e-03) (hash(x)=81308591)
+2010 train 6.418819 (lr=2.2484e-03) (hash(x)=80205479)
+2020 train 6.418782 (lr=2.2380e-03) (hash(x)=81008704)
+2030 train 6.398265 (lr=2.2275e-03) (hash(x)=82914358)
+2040 train 6.439533 (lr=2.2170e-03) (hash(x)=88064399)
+2050 train 6.376195 (lr=2.2065e-03) (hash(x)=82889390)
+2060 train 6.353879 (lr=2.1959e-03) (hash(x)=80913554)
+2070 train 6.372523 (lr=2.1853e-03) (hash(x)=78121791)
+2080 train 6.492655 (lr=2.1746e-03) (hash(x)=75356657)
+2090 train 6.591593 (lr=2.1639e-03) (hash(x)=74048412)
+2100 val loss 6.9126
+2100 val perplexity 1004.8992
+2100 train 6.747331 (lr=2.1532e-03) (hash(x)=68928225)
+2110 train 6.814714 (lr=2.1424e-03) (hash(x)=93734745)
+2120 train 6.702939 (lr=2.1316e-03) (hash(x)=72878164)
+2130 train 6.678699 (lr=2.1208e-03) (hash(x)=71508226)
+2140 train 7.058966 (lr=2.1099e-03) (hash(x)=84168671)
+2150 train 6.827260 (lr=2.0990e-03) (hash(x)=74673639)
+2160 train 6.843819 (lr=2.0881e-03) (hash(x)=75470031)
+2170 train 6.816667 (lr=2.0771e-03) (hash(x)=74307890)
+2180 train 6.746219 (lr=2.0661e-03) (hash(x)=77214245)
+2190 train 6.676325 (lr=2.0550e-03) (hash(x)=88628359)
+2200 val loss 6.9874
+2200 val perplexity 1082.8878
+2200 train 6.846850 (lr=2.0440e-03) (hash(x)=74779126)
+2210 train 6.818467 (lr=2.0329e-03) (hash(x)=79817976)
+2220 train 6.934974 (lr=2.0217e-03) (hash(x)=75258996)
+2230 train 7.295659 (lr=2.0106e-03) (hash(x)=88164047)
+2240 train 6.826830 (lr=1.9994e-03) (hash(x)=78580686)
+2250 train 6.725634 (lr=1.9882e-03) (hash(x)=76510617)
+2260 train 6.760932 (lr=1.9770e-03) (hash(x)=76043966)
+2270 train 6.683221 (lr=1.9657e-03) (hash(x)=73062098)
+2280 train 6.780467 (lr=1.9544e-03) (hash(x)=81885909)
+2290 train 6.658337 (lr=1.9431e-03) (hash(x)=81481741)
+2300 val loss 6.7018
+2300 val perplexity 813.8480
+2300 train 6.706089 (lr=1.9318e-03) (hash(x)=82104275)
+2310 train 6.680802 (lr=1.9205e-03) (hash(x)=82137309)
+2320 train 6.675594 (lr=1.9091e-03) (hash(x)=86741167)
+2330 train 6.645253 (lr=1.8977e-03) (hash(x)=84796263)
+2340 train 6.719346 (lr=1.8863e-03) (hash(x)=169966529)
+2350 train 6.414638 (lr=1.8749e-03) (hash(x)=80006061)
+2360 train 6.586424 (lr=1.8635e-03) (hash(x)=71090999)
+2370 train 6.670510 (lr=1.8520e-03) (hash(x)=86641850)
+2380 train 6.728713 (lr=1.8406e-03) (hash(x)=84573253)
+2390 train 6.762067 (lr=1.8291e-03) (hash(x)=74483764)
+2400 val loss 6.7124
+2400 val perplexity 822.5165
+2400 train 6.617848 (lr=1.8176e-03) (hash(x)=78327659)
+2410 train 6.570099 (lr=1.8061e-03) (hash(x)=77273627)
+2420 train 6.505845 (lr=1.7946e-03) (hash(x)=76938049)
+2430 train 6.523451 (lr=1.7830e-03) (hash(x)=98449442)
+2440 train 6.387842 (lr=1.7715e-03) (hash(x)=78157797)
+2450 train 6.405251 (lr=1.7600e-03) (hash(x)=80637582)
+2460 train 6.403747 (lr=1.7484e-03) (hash(x)=80023854)
+2470 train 6.584394 (lr=1.7368e-03) (hash(x)=86678884)
+2480 train 6.881507 (lr=1.7253e-03) (hash(x)=84086469)
+2490 train 6.826900 (lr=1.7137e-03) (hash(x)=83131141)
+2500 val loss 6.6460
+2500 val perplexity 769.6839
+2500 train 6.642836 (lr=1.7021e-03) (hash(x)=82583497)
+2510 train 6.788582 (lr=1.6906e-03) (hash(x)=79164326)
+2520 train 6.861624 (lr=1.6790e-03) (hash(x)=76456503)
+2530 train 6.642696 (lr=1.6674e-03) (hash(x)=82001228)
+2540 train 6.647473 (lr=1.6558e-03) (hash(x)=75615595)
+2550 train 6.581892 (lr=1.6442e-03) (hash(x)=78397869)
+2560 train 6.565693 (lr=1.6326e-03) (hash(x)=75547032)
+2570 train 6.614096 (lr=1.6210e-03) (hash(x)=89201025)
+2580 train 6.645628 (lr=1.6094e-03) (hash(x)=89856704)
+2590 train 6.655800 (lr=1.5979e-03) (hash(x)=82175682)
+2600 val loss 6.8106
+2600 val perplexity 907.3824
+2600 train 6.652885 (lr=1.5863e-03) (hash(x)=78312826)
+2610 train 6.642991 (lr=1.5747e-03) (hash(x)=77066588)
+2620 train 6.698375 (lr=1.5632e-03) (hash(x)=78666061)
+2630 train 6.610326 (lr=1.5516e-03) (hash(x)=93762143)
+2640 train 6.565598 (lr=1.5400e-03) (hash(x)=83191587)
+2650 train 6.649939 (lr=1.5285e-03) (hash(x)=87169585)
+2660 train 6.855712 (lr=1.5170e-03) (hash(x)=86426388)
+2670 train 7.081698 (lr=1.5054e-03) (hash(x)=76692638)
+2680 train 7.096290 (lr=1.4939e-03) (hash(x)=77446063)
+2690 train 7.018864 (lr=1.4824e-03) (hash(x)=79809050)
+2700 val loss 6.9486
+2700 val perplexity 1041.6862
+2700 train 6.886878 (lr=1.4709e-03) (hash(x)=83116823)
+2710 train 6.885173 (lr=1.4594e-03) (hash(x)=75622148)
+2720 train 6.790352 (lr=1.4480e-03) (hash(x)=80690512)
+2730 train 6.853219 (lr=1.4365e-03) (hash(x)=78009984)
+2740 train 6.908075 (lr=1.4251e-03) (hash(x)=74205488)
+2750 train 6.855191 (lr=1.4137e-03) (hash(x)=91013332)
+2760 train 6.769537 (lr=1.4023e-03) (hash(x)=76954961)
+2770 train 6.915580 (lr=1.3909e-03) (hash(x)=79390317)
+2780 train 6.805418 (lr=1.3795e-03) (hash(x)=70168783)
+2790 train 6.816555 (lr=1.3682e-03) (hash(x)=76028417)
+2800 val loss 6.9666
+2800 val perplexity 1060.6105
+2800 train 6.796491 (lr=1.3569e-03) (hash(x)=77656050)
+2810 train 7.113094 (lr=1.3456e-03) (hash(x)=94248216)
+2820 train 7.074017 (lr=1.3343e-03) (hash(x)=78305078)
+2830 train 6.946254 (lr=1.3230e-03) (hash(x)=79948848)
+2840 train 6.889913 (lr=1.3118e-03) (hash(x)=85341024)
+2850 train 7.019835 (lr=1.3006e-03) (hash(x)=78735170)
+2860 train 7.008215 (lr=1.2894e-03) (hash(x)=71616419)
+2870 train 6.986315 (lr=1.2783e-03) (hash(x)=78656517)
+2880 train 6.874069 (lr=1.2671e-03) (hash(x)=80073987)
+2890 train 6.903335 (lr=1.2560e-03) (hash(x)=76894809)
+2900 val loss 7.0127
+2900 val perplexity 1110.6393
+2900 train 6.981689 (lr=1.2450e-03) (hash(x)=80499838)
+2910 train 6.875302 (lr=1.2339e-03) (hash(x)=72673354)
+2920 train 6.885710 (lr=1.2229e-03) (hash(x)=84265768)
+2930 train 7.137162 (lr=1.2119e-03) (hash(x)=79612060)
+2940 train 6.993080 (lr=1.2010e-03) (hash(x)=74970087)
+2950 train 7.047415 (lr=1.1901e-03) (hash(x)=84166818)
+2960 train 6.940518 (lr=1.1792e-03) (hash(x)=89410221)
+2970 train 6.896634 (lr=1.1684e-03) (hash(x)=75672566)
+2980 train 6.753918 (lr=1.1576e-03) (hash(x)=81760314)
+2990 train 6.846835 (lr=1.1468e-03) (hash(x)=80605200)
+3000 val loss 6.9324
+3000 val perplexity 1024.9341
+3000 train 6.831442 (lr=1.1361e-03) (hash(x)=83804735)
+3010 train 6.875754 (lr=1.1254e-03) (hash(x)=77015303)
+3020 train 6.825679 (lr=1.1147e-03) (hash(x)=81464523)
+3030 train 6.964807 (lr=1.1041e-03) (hash(x)=80168230)
+3040 train 6.962859 (lr=1.0935e-03) (hash(x)=84817006)
+3050 train 6.871988 (lr=1.0830e-03) (hash(x)=71601811)
+3060 train 6.874843 (lr=1.0725e-03) (hash(x)=85499733)
+3070 train 6.924728 (lr=1.0620e-03) (hash(x)=78670408)
+3080 train 6.813707 (lr=1.0516e-03) (hash(x)=77120468)
+3090 train 6.922147 (lr=1.0412e-03) (hash(x)=77927426)
+3100 val loss 6.9421
+3100 val perplexity 1034.9419
+3100 train 6.830243 (lr=1.0309e-03) (hash(x)=83998606)
+3110 train 6.848991 (lr=1.0207e-03) (hash(x)=77990218)
+3120 train 6.830270 (lr=1.0104e-03) (hash(x)=81623970)
+3130 train 6.753968 (lr=1.0002e-03) (hash(x)=75014781)
+3140 train 6.792324 (lr=9.9011e-04) (hash(x)=72591250)
+3150 train 6.854285 (lr=9.8002e-04) (hash(x)=81421847)
+3160 train 6.878016 (lr=9.6999e-04) (hash(x)=75112631)
+3170 train 7.018173 (lr=9.6000e-04) (hash(x)=87518033)
+3180 train 7.093812 (lr=9.5007e-04) (hash(x)=78648348)
+3190 train 6.966319 (lr=9.4019e-04) (hash(x)=78270029)
+3200 val loss 7.0302
+3200 val perplexity 1130.2474
+3200 train 7.086451 (lr=9.3036e-04) (hash(x)=83380714)
+3210 train 7.032772 (lr=9.2058e-04) (hash(x)=67804991)
+3220 train 6.905227 (lr=9.1085e-04) (hash(x)=76968804)
+3230 train 6.864734 (lr=9.0118e-04) (hash(x)=75798670)
+3240 train 6.899312 (lr=8.9157e-04) (hash(x)=83192811)
+3250 train 6.823362 (lr=8.8201e-04) (hash(x)=81659789)
+3260 train 6.816227 (lr=8.7251e-04) (hash(x)=80622502)
+3270 train 6.895934 (lr=8.6307e-04) (hash(x)=85436511)
+3280 train 6.839864 (lr=8.5368e-04) (hash(x)=80589180)
+3290 train 6.933308 (lr=8.4435e-04) (hash(x)=85747193)
+3300 val loss 6.9504
+3300 val perplexity 1043.5968
+3300 train 6.895441 (lr=8.3508e-04) (hash(x)=74635692)
+3310 train 6.971855 (lr=8.2588e-04) (hash(x)=82045455)
+3320 train 6.804964 (lr=8.1673e-04) (hash(x)=73249173)
+3330 train 6.845800 (lr=8.0764e-04) (hash(x)=71492338)
+3340 train 6.940888 (lr=7.9862e-04) (hash(x)=76374071)
+3350 train 6.893531 (lr=7.8966e-04) (hash(x)=80474064)
+3360 train 6.865633 (lr=7.8076e-04) (hash(x)=84390892)
+3370 train 6.943644 (lr=7.7192e-04) (hash(x)=83399949)
+3380 train 6.941981 (lr=7.6315e-04) (hash(x)=77648059)
+3390 train 7.001423 (lr=7.5445e-04) (hash(x)=80152701)
+3400 val loss 6.8738
+3400 val perplexity 966.6215
+3400 train 6.942432 (lr=7.4581e-04) (hash(x)=81952545)
+3410 train 6.910998 (lr=7.3724e-04) (hash(x)=80908993)
+3420 train 6.839645 (lr=7.2874e-04) (hash(x)=79610037)
+3430 train 6.861483 (lr=7.2030e-04) (hash(x)=87624382)
+3440 train 6.800820 (lr=7.1193e-04) (hash(x)=82336381)
+3450 train 6.820130 (lr=7.0363e-04) (hash(x)=87687835)
+3460 train 6.915255 (lr=6.9541e-04) (hash(x)=76376135)
+3470 train 6.844012 (lr=6.8725e-04) (hash(x)=79331391)
+3480 train 6.887217 (lr=6.7916e-04) (hash(x)=107002681)
+3490 train 6.788852 (lr=6.7114e-04) (hash(x)=77465514)
+3500 val loss 6.9214
+3500 val perplexity 1013.7369
+3500 train 6.862830 (lr=6.6320e-04) (hash(x)=88237229)
+3510 train 6.979153 (lr=6.5533e-04) (hash(x)=81011739)
+3520 train 6.639634 (lr=6.4753e-04) (hash(x)=64643427)
+3530 train 6.911961 (lr=6.3981e-04) (hash(x)=78029539)
+3540 train 7.047397 (lr=6.3216e-04) (hash(x)=83188968)
+3550 train 6.870165 (lr=6.2458e-04) (hash(x)=86104185)
+3560 train 6.950630 (lr=6.1708e-04) (hash(x)=81993629)
+3570 train 6.851932 (lr=6.0966e-04) (hash(x)=72719368)
+3580 train 6.872307 (lr=6.0231e-04) (hash(x)=90091487)
+3590 train 6.808402 (lr=5.9504e-04) (hash(x)=77393152)
+3600 val loss 6.8832
+3600 val perplexity 975.7537
+3600 train 6.843101 (lr=5.8785e-04) (hash(x)=73103504)
+3610 train 6.895177 (lr=5.8074e-04) (hash(x)=84429400)
+3620 train 6.829403 (lr=5.7370e-04) (hash(x)=77021795)
+3630 train 6.882319 (lr=5.6675e-04) (hash(x)=92830605)
+3640 train 6.856334 (lr=5.5987e-04) (hash(x)=78313175)
+3650 train 6.826724 (lr=5.5308e-04) (hash(x)=85395549)
+3660 train 6.630293 (lr=5.4636e-04) (hash(x)=78114459)
+3670 train 6.964176 (lr=5.3973e-04) (hash(x)=74968316)
+3680 train 6.855954 (lr=5.3318e-04) (hash(x)=73358737)
+3690 train 7.165024 (lr=5.2671e-04) (hash(x)=76399442)
+3700 val loss 7.0451
+3700 val perplexity 1147.2008
+3700 train 6.889978 (lr=5.2033e-04) (hash(x)=74039273)
+3710 train 7.001658 (lr=5.1402e-04) (hash(x)=79299680)
+3720 train 6.987977 (lr=5.0780e-04) (hash(x)=94701498)
+3730 train 6.949964 (lr=5.0167e-04) (hash(x)=75352071)
+3740 train 6.916829 (lr=4.9562e-04) (hash(x)=77909487)
+3750 train 6.885458 (lr=4.8965e-04) (hash(x)=73986730)
+3760 train 6.977623 (lr=4.8377e-04) (hash(x)=79325763)
+3770 train 6.835709 (lr=4.7798e-04) (hash(x)=72457818)
+3780 train 7.000257 (lr=4.7227e-04) (hash(x)=71775590)
+3790 train 6.972394 (lr=4.6665e-04) (hash(x)=82638943)
+3800 val loss 7.0437
+3800 val perplexity 1145.6364
+3800 train 6.952043 (lr=4.6112e-04) (hash(x)=79965893)
+3810 train 6.859846 (lr=4.5567e-04) (hash(x)=72598235)
+3820 train 6.960604 (lr=4.5031e-04) (hash(x)=83113889)
+3830 train 6.975122 (lr=4.4504e-04) (hash(x)=74434590)
+3840 train 6.941326 (lr=4.3986e-04) (hash(x)=82860348)
+3850 train 6.834870 (lr=4.3477e-04) (hash(x)=78067565)
+3860 train 6.837601 (lr=4.2977e-04) (hash(x)=82592498)
+3870 train 6.879895 (lr=4.2486e-04) (hash(x)=81820733)
+3880 train 6.876242 (lr=4.2004e-04) (hash(x)=87709040)
+3890 train 7.083454 (lr=4.1530e-04) (hash(x)=70379093)
+3900 val loss 6.9546
+3900 val perplexity 1047.9980
+3900 train 6.950953 (lr=4.1066e-04) (hash(x)=76597431)
+3910 train 6.983864 (lr=4.0611e-04) (hash(x)=90490716)
+3920 train 6.862394 (lr=4.0166e-04) (hash(x)=81970659)
+3930 train 6.884658 (lr=3.9729e-04) (hash(x)=81496334)
+3940 train 6.778016 (lr=3.9302e-04) (hash(x)=75717605)
+3950 train 6.833332 (lr=3.8884e-04) (hash(x)=82749357)
+3960 train 6.848589 (lr=3.8475e-04) (hash(x)=89355157)
+3970 train 6.754154 (lr=3.8076e-04) (hash(x)=78980403)
+3980 train 6.756855 (lr=3.7685e-04) (hash(x)=76627217)
+3990 train 6.766465 (lr=3.7305e-04) (hash(x)=72412879)
+4000 val loss 6.8247
+4000 val perplexity 920.3120
+4000 train 6.822633 (lr=3.6933e-04) (hash(x)=83018142)
+4010 train 6.704081 (lr=3.6572e-04) (hash(x)=81272436)
+4020 train 6.757352 (lr=3.6219e-04) (hash(x)=85497482)
+4030 train 6.913620 (lr=3.5876e-04) (hash(x)=85241734)
+4040 train 6.841537 (lr=3.5543e-04) (hash(x)=77925307)
+4050 train 6.838606 (lr=3.5219e-04) (hash(x)=84826179)
+4060 train 6.888925 (lr=3.4905e-04) (hash(x)=83606764)
+4070 train 6.861482 (lr=3.4600e-04) (hash(x)=80567590)
+4080 train 6.779081 (lr=3.4305e-04) (hash(x)=76860998)
+4090 train 6.718825 (lr=3.4019e-04) (hash(x)=74902328)
+4100 val loss 6.8252
+4100 val perplexity 920.7927
+4100 train 6.812160 (lr=3.3744e-04) (hash(x)=82832041)
+4110 train 6.796019 (lr=3.3477e-04) (hash(x)=79143262)
+4120 train 6.780811 (lr=3.3221e-04) (hash(x)=77038149)
+4130 train 6.862268 (lr=3.2974e-04) (hash(x)=86339074)
+4140 train 6.750194 (lr=3.2737e-04) (hash(x)=76686216)
+4150 train 6.800090 (lr=3.2510e-04) (hash(x)=70522682)
+4160 train 6.824504 (lr=3.2292e-04) (hash(x)=90958555)
+4170 train 6.836328 (lr=3.2085e-04) (hash(x)=91463532)
+4180 train 6.768838 (lr=3.1887e-04) (hash(x)=81959329)
+4190 train 6.774848 (lr=3.1699e-04) (hash(x)=83146752)
+4200 val loss 6.7896
+4200 val perplexity 888.5279
+4200 train 6.723736 (lr=3.1520e-04) (hash(x)=78361715)
+4210 train 6.793519 (lr=3.1352e-04) (hash(x)=87364889)
+4220 train 6.670817 (lr=3.1193e-04) (hash(x)=70465156)
+4230 train 6.803814 (lr=3.1044e-04) (hash(x)=84524081)
+4240 train 6.801944 (lr=3.0905e-04) (hash(x)=77824868)
+4250 train 6.822649 (lr=3.0776e-04) (hash(x)=81710711)
+4260 train 6.755538 (lr=3.0657e-04) (hash(x)=76362728)
+4270 train 6.731719 (lr=3.0548e-04) (hash(x)=83115208)
+4280 train 6.759505 (lr=3.0449e-04) (hash(x)=87218314)
+4290 train 6.824706 (lr=3.0359e-04) (hash(x)=74582673)
+4300 val loss 6.8751
+4300 val perplexity 967.8686
+4300 train 6.848835 (lr=3.0280e-04) (hash(x)=77379615)
+4310 train 6.750901 (lr=3.0210e-04) (hash(x)=78669579)
+4320 train 6.815701 (lr=3.0150e-04) (hash(x)=83066608)
+4330 train 6.841862 (lr=3.0101e-04) (hash(x)=83037340)
+4340 train 6.940447 (lr=3.0061e-04) (hash(x)=82849771)
+4350 train 6.866872 (lr=3.0031e-04) (hash(x)=76693985)
+4360 train 6.843583 (lr=3.0011e-04) (hash(x)=77745394)
+4370 train 6.785136 (lr=3.0001e-04) (hash(x)=79954388)
+4374 val loss 6.8611
+4374 val perplexity 954.4183

12_mini_head_one_mask_per_head_1_latent_mask/model_04374.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:22cc9c78067ab2c1edbc5de9af6d4589cb88d57bbe2ebc9865994d3c3b280884
+oid sha256:4e4b9f4b08ae0c1aa234c7d457e0b6242ffd74d7fd0b4fc2d053dde9c753d545
 size 97706354

12_mini_head_one_mask_per_head_1_latent_mask/optimizer_04374.pt

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:08cbad3800e5a1a27658940f9947a5f99c06fff74a98c15531e97e11dfda1a59
+oid sha256:36d10aa8b7a52812cfec762b9b467aff8091c795a1eaddfb47d7df2e2780f77b
 size 189135414