# mf_pi05_ea/ea start_step=0 steps=70000
step=0 flow_loss=0.046038 flow_loss_chunk_first=0.039709 flow_loss_chunk_last=0.054868 grad_norm=0.203018 loss=0.046038 param_norm=1803.236084
step=1 flow_loss=0.040760 flow_loss_chunk_first=0.042614 flow_loss_chunk_last=0.049507 grad_norm=0.199419 loss=0.040760 param_norm=1803.236084
step=2 flow_loss=0.042187 flow_loss_chunk_first=0.052843 flow_loss_chunk_last=0.035045 grad_norm=0.172262 loss=0.042187 param_norm=1803.236084
step=3 flow_loss=0.037822 flow_loss_chunk_first=0.036894 flow_loss_chunk_last=0.048516 grad_norm=0.136942 loss=0.037822 param_norm=1803.236084
step=4 flow_loss=0.045061 flow_loss_chunk_first=0.039958 flow_loss_chunk_last=0.060275 grad_norm=0.195742 loss=0.045061 param_norm=1803.236084
step=5 flow_loss=0.043582 flow_loss_chunk_first=0.041720 flow_loss_chunk_last=0.048692 grad_norm=0.195485 loss=0.043582 param_norm=1803.236084
step=6 flow_loss=0.041653 flow_loss_chunk_first=0.050615 flow_loss_chunk_last=0.050432 grad_norm=0.180958 loss=0.041653 param_norm=1803.236084
step=7 flow_loss=0.039721 flow_loss_chunk_first=0.029767 flow_loss_chunk_last=0.047608 grad_norm=0.169011 loss=0.039721 param_norm=1803.236084
step=8 flow_loss=0.041000 flow_loss_chunk_first=0.044854 flow_loss_chunk_last=0.049815 grad_norm=0.143610 loss=0.041000 param_norm=1803.236084
step=9 flow_loss=0.038139 flow_loss_chunk_first=0.032419 flow_loss_chunk_last=0.045858 grad_norm=0.190333 loss=0.038139 param_norm=1803.235962
step=10 flow_loss=0.045012 flow_loss_chunk_first=0.028171 flow_loss_chunk_last=0.056711 grad_norm=0.167361 loss=0.045012 param_norm=1803.235962
step=11 flow_loss=0.041330 flow_loss_chunk_first=0.038003 flow_loss_chunk_last=0.050373 grad_norm=0.138148 loss=0.041330 param_norm=1803.235962
step=12 flow_loss=0.048725 flow_loss_chunk_first=0.041998 flow_loss_chunk_last=0.061514 grad_norm=0.184769 loss=0.048725 param_norm=1803.235962
step=13 flow_loss=0.036748 flow_loss_chunk_first=0.039294 flow_loss_chunk_last=0.046426 grad_norm=0.151510 loss=0.036748 param_norm=1803.235962
step=14 flow_loss=0.045423 flow_loss_chunk_first=0.044397 flow_loss_chunk_last=0.058778 grad_norm=0.204332 loss=0.045423 param_norm=1803.235962
step=15 flow_loss=0.043175 flow_loss_chunk_first=0.050414 flow_loss_chunk_last=0.060896 grad_norm=0.157117 loss=0.043175 param_norm=1803.235962
step=16 flow_loss=0.046219 flow_loss_chunk_first=0.036370 flow_loss_chunk_last=0.057563 grad_norm=0.158114 loss=0.046219 param_norm=1803.235962
step=17 flow_loss=0.041697 flow_loss_chunk_first=0.032802 flow_loss_chunk_last=0.065617 grad_norm=0.241163 loss=0.041697 param_norm=1803.235840
step=18 flow_loss=0.040167 flow_loss_chunk_first=0.038326 flow_loss_chunk_last=0.051010 grad_norm=0.137026 loss=0.040167 param_norm=1803.235840
step=19 flow_loss=0.043108 flow_loss_chunk_first=0.046786 flow_loss_chunk_last=0.058526 grad_norm=0.127154 loss=0.043108 param_norm=1803.235962
step=20 flow_loss=0.034375 flow_loss_chunk_first=0.025250 flow_loss_chunk_last=0.047484 grad_norm=0.127729 loss=0.034375 param_norm=1803.235962
step=21 flow_loss=0.029610 flow_loss_chunk_first=0.020013 flow_loss_chunk_last=0.040361 grad_norm=0.122283 loss=0.029610 param_norm=1803.235962
step=22 flow_loss=0.035702 flow_loss_chunk_first=0.038003 flow_loss_chunk_last=0.046813 grad_norm=0.141143 loss=0.035702 param_norm=1803.235962
step=23 flow_loss=0.038806 flow_loss_chunk_first=0.022358 flow_loss_chunk_last=0.059609 grad_norm=0.140395 loss=0.038806 param_norm=1803.235840
step=24 flow_loss=0.037063 flow_loss_chunk_first=0.032607 flow_loss_chunk_last=0.051091 grad_norm=0.125875 loss=0.037063 param_norm=1803.235718
step=25 flow_loss=0.046030 flow_loss_chunk_first=0.029510 flow_loss_chunk_last=0.050357 grad_norm=0.137669 loss=0.046030 param_norm=1803.235718
step=26 flow_loss=0.036925 flow_loss_chunk_first=0.026892 flow_loss_chunk_last=0.050302 grad_norm=0.105603 loss=0.036925 param_norm=1803.235840
step=27 flow_loss=0.034217 flow_loss_chunk_first=0.023079 flow_loss_chunk_last=0.048429 grad_norm=0.136911 loss=0.034217 param_norm=1803.235718
step=28 flow_loss=0.032072 flow_loss_chunk_first=0.051430 flow_loss_chunk_last=0.043470 grad_norm=0.110887 loss=0.032072 param_norm=1803.235840
step=29 flow_loss=0.033254 flow_loss_chunk_first=0.018189 flow_loss_chunk_last=0.049843 grad_norm=0.112930 loss=0.033254 param_norm=1803.235718
step=30 flow_loss=0.033535 flow_loss_chunk_first=0.015721 flow_loss_chunk_last=0.050741 grad_norm=0.099963 loss=0.033535 param_norm=1803.235718
step=31 flow_loss=0.033276 flow_loss_chunk_first=0.023381 flow_loss_chunk_last=0.040745 grad_norm=0.122828 loss=0.033276 param_norm=1803.235718
step=32 flow_loss=0.035469 flow_loss_chunk_first=0.029640 flow_loss_chunk_last=0.044001 grad_norm=0.128305 loss=0.035469 param_norm=1803.235718
step=33 flow_loss=0.040943 flow_loss_chunk_first=0.015114 flow_loss_chunk_last=0.056071 grad_norm=0.131517 loss=0.040943 param_norm=1803.235718
step=34 flow_loss=0.034087 flow_loss_chunk_first=0.019580 flow_loss_chunk_last=0.039439 grad_norm=0.099609 loss=0.034087 param_norm=1803.235718
step=35 flow_loss=0.033292 flow_loss_chunk_first=0.012111 flow_loss_chunk_last=0.051537 grad_norm=0.095652 loss=0.033292 param_norm=1803.235718
step=36 flow_loss=0.034104 flow_loss_chunk_first=0.019766 flow_loss_chunk_last=0.046057 grad_norm=0.088797 loss=0.034104 param_norm=1803.235718
step=37 flow_loss=0.040592 flow_loss_chunk_first=0.039884 flow_loss_chunk_last=0.046624 grad_norm=0.097075 loss=0.040592 param_norm=1803.235718
step=38 flow_loss=0.036891 flow_loss_chunk_first=0.012374 flow_loss_chunk_last=0.045633 grad_norm=0.093360 loss=0.036891 param_norm=1803.235596
step=39 flow_loss=0.041802 flow_loss_chunk_first=0.016218 flow_loss_chunk_last=0.069262 grad_norm=0.118935 loss=0.041802 param_norm=1803.235596
step=40 flow_loss=0.039380 flow_loss_chunk_first=0.018814 flow_loss_chunk_last=0.058997 grad_norm=0.107063 loss=0.039380 param_norm=1803.235596
step=41 flow_loss=0.032682 flow_loss_chunk_first=0.021714 flow_loss_chunk_last=0.046970 grad_norm=0.110436 loss=0.032682 param_norm=1803.235474
step=42 flow_loss=0.033329 flow_loss_chunk_first=0.018079 flow_loss_chunk_last=0.051885 grad_norm=0.093227 loss=0.033329 param_norm=1803.235474
step=43 flow_loss=0.036288 flow_loss_chunk_first=0.023081 flow_loss_chunk_last=0.046296 grad_norm=0.097467 loss=0.036288 param_norm=1803.235474
step=44 flow_loss=0.038515 flow_loss_chunk_first=0.022061 flow_loss_chunk_last=0.050836 grad_norm=0.110274 loss=0.038515 param_norm=1803.235596
step=45 flow_loss=0.031669 flow_loss_chunk_first=0.019926 flow_loss_chunk_last=0.066731 grad_norm=0.097426 loss=0.031669 param_norm=1803.235596
step=46 flow_loss=0.031537 flow_loss_chunk_first=0.030994 flow_loss_chunk_last=0.042872 grad_norm=0.080663 loss=0.031537 param_norm=1803.235596
step=47 flow_loss=0.036018 flow_loss_chunk_first=0.022254 flow_loss_chunk_last=0.057340 grad_norm=0.103141 loss=0.036018 param_norm=1803.235596
step=48 flow_loss=0.025943 flow_loss_chunk_first=0.019622 flow_loss_chunk_last=0.036469 grad_norm=0.078187 loss=0.025943 param_norm=1803.235596
step=49 flow_loss=0.043817 flow_loss_chunk_first=0.018026 flow_loss_chunk_last=0.057828 grad_norm=0.151236 loss=0.043817 param_norm=1803.235474
step=50 flow_loss=0.032534 flow_loss_chunk_first=0.027469 flow_loss_chunk_last=0.048602 grad_norm=0.095147 loss=0.032534 param_norm=1803.235474
step=51 flow_loss=0.033703 flow_loss_chunk_first=0.012452 flow_loss_chunk_last=0.041521 grad_norm=0.110101 loss=0.033703 param_norm=1803.235474
step=52 flow_loss=0.029428 flow_loss_chunk_first=0.008980 flow_loss_chunk_last=0.042365 grad_norm=0.114166 loss=0.029428 param_norm=1803.235474
step=53 flow_loss=0.038563 flow_loss_chunk_first=0.024941 flow_loss_chunk_last=0.047603 grad_norm=0.117320 loss=0.038563 param_norm=1803.235474
step=54 flow_loss=0.035236 flow_loss_chunk_first=0.018555 flow_loss_chunk_last=0.037239 grad_norm=0.122243 loss=0.035236 param_norm=1803.235474
step=55 flow_loss=0.032019 flow_loss_chunk_first=0.041161 flow_loss_chunk_last=0.038370 grad_norm=0.089466 loss=0.032019 param_norm=1803.235474
step=56 flow_loss=0.033421 flow_loss_chunk_first=0.029957 flow_loss_chunk_last=0.040366 grad_norm=0.104713 loss=0.033421 param_norm=1803.235474
step=57 flow_loss=0.031285 flow_loss_chunk_first=0.015885 flow_loss_chunk_last=0.037168 grad_norm=0.110854 loss=0.031285 param_norm=1803.235474
step=58 flow_loss=0.039022 flow_loss_chunk_first=0.020898 flow_loss_chunk_last=0.055841 grad_norm=0.098470 loss=0.039022 param_norm=1803.235474
step=59 flow_loss=0.034559 flow_loss_chunk_first=0.018405 flow_loss_chunk_last=0.061864 grad_norm=0.096037 loss=0.034559 param_norm=1803.235474
step=60 flow_loss=0.031486 flow_loss_chunk_first=0.013227 flow_loss_chunk_last=0.052727 grad_norm=0.082911 loss=0.031486 param_norm=1803.235474
step=61 flow_loss=0.038790 flow_loss_chunk_first=0.025672 flow_loss_chunk_last=0.041779 grad_norm=0.125492 loss=0.038790 param_norm=1803.235474
step=62 flow_loss=0.032390 flow_loss_chunk_first=0.016237 flow_loss_chunk_last=0.043590 grad_norm=0.115031 loss=0.032390 param_norm=1803.235474
step=63 flow_loss=0.031616 flow_loss_chunk_first=0.021084 flow_loss_chunk_last=0.038804 grad_norm=0.093368 loss=0.031616 param_norm=1803.235474
step=64 flow_loss=0.029011 flow_loss_chunk_first=0.025254 flow_loss_chunk_last=0.049845 grad_norm=0.076245 loss=0.029011 param_norm=1803.235474
step=65 flow_loss=0.028998 flow_loss_chunk_first=0.013611 flow_loss_chunk_last=0.043564 grad_norm=0.095578 loss=0.028998 param_norm=1803.235474
step=66 flow_loss=0.026280 flow_loss_chunk_first=0.012866 flow_loss_chunk_last=0.044616 grad_norm=0.091412 loss=0.026280 param_norm=1803.235474
step=67 flow_loss=0.029696 flow_loss_chunk_first=0.013621 flow_loss_chunk_last=0.044001 grad_norm=0.088729 loss=0.029696 param_norm=1803.235474
step=68 flow_loss=0.027771 flow_loss_chunk_first=0.017625 flow_loss_chunk_last=0.040521 grad_norm=0.073573 loss=0.027771 param_norm=1803.235474
step=69 flow_loss=0.030252 flow_loss_chunk_first=0.016489 flow_loss_chunk_last=0.047522 grad_norm=0.072279 loss=0.030252 param_norm=1803.235474
step=70 flow_loss=0.034118 flow_loss_chunk_first=0.029950 flow_loss_chunk_last=0.039864 grad_norm=0.078792 loss=0.034118 param_norm=1803.235474
step=71 flow_loss=0.028238 flow_loss_chunk_first=0.014771 flow_loss_chunk_last=0.050157 grad_norm=0.097916 loss=0.028238 param_norm=1803.235474
step=72 flow_loss=0.029402 flow_loss_chunk_first=0.017642 flow_loss_chunk_last=0.044633 grad_norm=0.068841 loss=0.029402 param_norm=1803.235474
step=73 flow_loss=0.031460 flow_loss_chunk_first=0.026587 flow_loss_chunk_last=0.046106 grad_norm=0.094825 loss=0.031460 param_norm=1803.235474
step=74 flow_loss=0.030645 flow_loss_chunk_first=0.013564 flow_loss_chunk_last=0.043026 grad_norm=0.089345 loss=0.030645 param_norm=1803.235596
step=75 flow_loss=0.026347 flow_loss_chunk_first=0.009946 flow_loss_chunk_last=0.031859 grad_norm=0.070466 loss=0.026347 param_norm=1803.235596
step=76 flow_loss=0.030017 flow_loss_chunk_first=0.009944 flow_loss_chunk_last=0.044730 grad_norm=0.084281 loss=0.030017 param_norm=1803.235596
step=77 flow_loss=0.036023 flow_loss_chunk_first=0.019971 flow_loss_chunk_last=0.040015 grad_norm=0.091074 loss=0.036023 param_norm=1803.235718
step=78 flow_loss=0.030322 flow_loss_chunk_first=0.014546 flow_loss_chunk_last=0.037238 grad_norm=0.082584 loss=0.030322 param_norm=1803.235718
step=79 flow_loss=0.031848 flow_loss_chunk_first=0.018318 flow_loss_chunk_last=0.032068 grad_norm=0.082483 loss=0.031848 param_norm=1803.235718
step=80 flow_loss=0.033274 flow_loss_chunk_first=0.018602 flow_loss_chunk_last=0.038813 grad_norm=0.075290 loss=0.033274 param_norm=1803.235718
step=81 flow_loss=0.036197 flow_loss_chunk_first=0.015003 flow_loss_chunk_last=0.052129 grad_norm=0.110466 loss=0.036197 param_norm=1803.235718
step=82 flow_loss=0.026682 flow_loss_chunk_first=0.017450 flow_loss_chunk_last=0.029493 grad_norm=0.078020 loss=0.026682 param_norm=1803.235718
step=83 flow_loss=0.031473 flow_loss_chunk_first=0.028466 flow_loss_chunk_last=0.041906 grad_norm=0.078040 loss=0.031473 param_norm=1803.235718
step=84 flow_loss=0.020975 flow_loss_chunk_first=0.009437 flow_loss_chunk_last=0.038397 grad_norm=0.064436 loss=0.020975 param_norm=1803.235718
step=85 flow_loss=0.030177 flow_loss_chunk_first=0.008785 flow_loss_chunk_last=0.042909 grad_norm=0.082036 loss=0.030177 param_norm=1803.235718
step=86 flow_loss=0.024714 flow_loss_chunk_first=0.008598 flow_loss_chunk_last=0.031695 grad_norm=0.073491 loss=0.024714 param_norm=1803.235718
step=87 flow_loss=0.037219 flow_loss_chunk_first=0.019414 flow_loss_chunk_last=0.061364 grad_norm=0.089023 loss=0.037219 param_norm=1803.235718
step=88 flow_loss=0.029426 flow_loss_chunk_first=0.013850 flow_loss_chunk_last=0.036809 grad_norm=0.092425 loss=0.029426 param_norm=1803.235718
step=89 flow_loss=0.030053 flow_loss_chunk_first=0.010318 flow_loss_chunk_last=0.040205 grad_norm=0.088033 loss=0.030053 param_norm=1803.235718
step=90 flow_loss=0.035007 flow_loss_chunk_first=0.006961 flow_loss_chunk_last=0.047685 grad_norm=0.086216 loss=0.035007 param_norm=1803.235718
step=91 flow_loss=0.025840 flow_loss_chunk_first=0.018133 flow_loss_chunk_last=0.052480 grad_norm=0.060331 loss=0.025840 param_norm=1803.235718
step=92 flow_loss=0.028642 flow_loss_chunk_first=0.011900 flow_loss_chunk_last=0.035744 grad_norm=0.080277 loss=0.028642 param_norm=1803.235840
step=93 flow_loss=0.024444 flow_loss_chunk_first=0.006213 flow_loss_chunk_last=0.040394 grad_norm=0.061880 loss=0.024444 param_norm=1803.235840
step=94 flow_loss=0.027897 flow_loss_chunk_first=0.018291 flow_loss_chunk_last=0.036921 grad_norm=0.069842 loss=0.027897 param_norm=1803.235840
step=95 flow_loss=0.029151 flow_loss_chunk_first=0.015554 flow_loss_chunk_last=0.044912 grad_norm=0.073025 loss=0.029151 param_norm=1803.235840
step=96 flow_loss=0.027287 flow_loss_chunk_first=0.014234 flow_loss_chunk_last=0.039841 grad_norm=0.074712 loss=0.027287 param_norm=1803.235840
step=97 flow_loss=0.032663 flow_loss_chunk_first=0.008617 flow_loss_chunk_last=0.050498 grad_norm=0.075936 loss=0.032663 param_norm=1803.235962
step=98 flow_loss=0.029079 flow_loss_chunk_first=0.020379 flow_loss_chunk_last=0.038416 grad_norm=0.074592 loss=0.029079 param_norm=1803.235962
step=99 flow_loss=0.027514 flow_loss_chunk_first=0.021541 flow_loss_chunk_last=0.063680 grad_norm=0.065955 loss=0.027514 param_norm=1803.235962
step=100 flow_loss=0.029970 flow_loss_chunk_first=0.011134 flow_loss_chunk_last=0.052948 grad_norm=0.084351 loss=0.029970 param_norm=1803.235962
step=101 flow_loss=0.027906 flow_loss_chunk_first=0.017481 flow_loss_chunk_last=0.060104 grad_norm=0.072934 loss=0.027906 param_norm=1803.235962
step=102 flow_loss=0.030263 flow_loss_chunk_first=0.012236 flow_loss_chunk_last=0.055302 grad_norm=0.083606 loss=0.030263 param_norm=1803.235962
step=103 flow_loss=0.030334 flow_loss_chunk_first=0.009616 flow_loss_chunk_last=0.039525 grad_norm=0.072970 loss=0.030334 param_norm=1803.235962
step=104 flow_loss=0.026185 flow_loss_chunk_first=0.018691 flow_loss_chunk_last=0.048276 grad_norm=0.069572 loss=0.026185 param_norm=1803.235962
step=105 flow_loss=0.027122 flow_loss_chunk_first=0.009672 flow_loss_chunk_last=0.040500 grad_norm=0.077165 loss=0.027122 param_norm=1803.235962
step=106 flow_loss=0.024186 flow_loss_chunk_first=0.013333 flow_loss_chunk_last=0.033870 grad_norm=0.060378 loss=0.024186 param_norm=1803.236084
step=107 flow_loss=0.029126 flow_loss_chunk_first=0.013617 flow_loss_chunk_last=0.044731 grad_norm=0.077414 loss=0.029126 param_norm=1803.236084
step=108 flow_loss=0.025458 flow_loss_chunk_first=0.008664 flow_loss_chunk_last=0.042266 grad_norm=0.068716 loss=0.025458 param_norm=1803.236084
step=109 flow_loss=0.024783 flow_loss_chunk_first=0.013816 flow_loss_chunk_last=0.031929 grad_norm=0.066754 loss=0.024783 param_norm=1803.236084
step=110 flow_loss=0.023940 flow_loss_chunk_first=0.006647 flow_loss_chunk_last=0.038837 grad_norm=0.057539 loss=0.023940 param_norm=1803.236084
step=111 flow_loss=0.029175 flow_loss_chunk_first=0.017552 flow_loss_chunk_last=0.056148 grad_norm=0.087872 loss=0.029175 param_norm=1803.236084
step=112 flow_loss=0.031411 flow_loss_chunk_first=0.007327 flow_loss_chunk_last=0.042133 grad_norm=0.080786 loss=0.031411 param_norm=1803.235962
step=113 flow_loss=0.027014 flow_loss_chunk_first=0.012031 flow_loss_chunk_last=0.050462 grad_norm=0.063400 loss=0.027014 param_norm=1803.235962
step=114 flow_loss=0.022494 flow_loss_chunk_first=0.007392 flow_loss_chunk_last=0.028608 grad_norm=0.069998 loss=0.022494 param_norm=1803.236084
step=115 flow_loss=0.023542 flow_loss_chunk_first=0.007570 flow_loss_chunk_last=0.036038 grad_norm=0.065186 loss=0.023542 param_norm=1803.236084
step=116 flow_loss=0.030547 flow_loss_chunk_first=0.011828 flow_loss_chunk_last=0.042921 grad_norm=0.079707 loss=0.030547 param_norm=1803.236206
step=117 flow_loss=0.022118 flow_loss_chunk_first=0.004914 flow_loss_chunk_last=0.031110 grad_norm=0.059386 loss=0.022118 param_norm=1803.236206
step=118 flow_loss=0.025106 flow_loss_chunk_first=0.008922 flow_loss_chunk_last=0.033702 grad_norm=0.066583 loss=0.025106 param_norm=1803.236206
step=119 flow_loss=0.025032 flow_loss_chunk_first=0.009950 flow_loss_chunk_last=0.041309 grad_norm=0.083069 loss=0.025032 param_norm=1803.236328
step=120 flow_loss=0.028858 flow_loss_chunk_first=0.009437 flow_loss_chunk_last=0.034905 grad_norm=0.072381 loss=0.028858 param_norm=1803.236328
step=121 flow_loss=0.023348 flow_loss_chunk_first=0.026232 flow_loss_chunk_last=0.034478 grad_norm=0.072379 loss=0.023348 param_norm=1803.236328
step=122 flow_loss=0.026064 flow_loss_chunk_first=0.013964 flow_loss_chunk_last=0.036861 grad_norm=0.066168 loss=0.026064 param_norm=1803.236328
step=123 flow_loss=0.029458 flow_loss_chunk_first=0.007861 flow_loss_chunk_last=0.045335 grad_norm=0.075977 loss=0.029458 param_norm=1803.236328
step=124 flow_loss=0.020697 flow_loss_chunk_first=0.021075 flow_loss_chunk_last=0.026471 grad_norm=0.048896 loss=0.020697 param_norm=1803.236450
step=125 flow_loss=0.022744 flow_loss_chunk_first=0.012091 flow_loss_chunk_last=0.043166 grad_norm=0.074832 loss=0.022744 param_norm=1803.236450
step=126 flow_loss=0.022223 flow_loss_chunk_first=0.008491 flow_loss_chunk_last=0.031016 grad_norm=0.057351 loss=0.022223 param_norm=1803.236450
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