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Migrate the package and examples to the tensor-native PyTorch implementation, add benchmark evidence, and add the guarded post-training convergence protocol with TensorBoard progress monitoring and hash-verified recovery. Constraint: Preserve one-shot official-test sealing and auditable research artifacts Rejected: Commit local .omc runs and downloaded datasets | multi-gigabyte runtime state is machine-local Confidence: high Scope-risk: broad Not-tested: Production CUDA run on pieroot-server
7.8 KiB
7.8 KiB
| 1 | seed | epoch | train_loss | train_acc | train_mse | test_loss | test_acc | test_mse | fit_time_sec |
|---|---|---|---|---|---|---|---|---|---|
| 2 | 71 | 20 | 1.5967158079147339 | 0.4830000102519989 | 0.0660470575094223 | 1.7100492715835571 | 0.43799999356269836 | 0.07075551897287369 | 32.5467 |
| 3 | 71 | 40 | 1.1239886283874512 | 0.6434999704360962 | 0.04822305589914322 | 1.3276519775390625 | 0.578000009059906 | 0.05614830181002617 | 32.5467 |
| 4 | 71 | 60 | 0.8301568627357483 | 0.7429999709129333 | 0.03629826754331589 | 1.0045816898345947 | 0.6800000071525574 | 0.04412851482629776 | 32.5467 |
| 5 | 71 | 80 | 0.6516683101654053 | 0.7950000166893005 | 0.028850017115473747 | 0.8584634065628052 | 0.7360000014305115 | 0.037673790007829666 | 32.5467 |
| 6 | 71 | 100 | 0.5542685985565186 | 0.824999988079071 | 0.024905934929847717 | 0.7590173482894897 | 0.7620000243186951 | 0.03418450802564621 | 32.5467 |
| 7 | 71 | 120 | 0.49202004075050354 | 0.8399999737739563 | 0.021997792646288872 | 0.7061744332313538 | 0.7889999747276306 | 0.03144212067127228 | 32.5467 |
| 8 | 71 | 140 | 0.45162707567214966 | 0.8665000200271606 | 0.01984463632106781 | 0.6375347971916199 | 0.796999990940094 | 0.029180902987718582 | 32.5467 |
| 9 | 71 | 160 | 0.4246227741241455 | 0.8740000128746033 | 0.018856780603528023 | 0.6248053312301636 | 0.8009999990463257 | 0.028511321172118187 | 32.5467 |
| 10 | 71 | 180 | 0.39958131313323975 | 0.8799999952316284 | 0.01768091320991516 | 0.6031026244163513 | 0.8159999847412109 | 0.027248937636613846 | 32.5467 |
| 11 | 71 | 200 | 0.3831179141998291 | 0.8924999833106995 | 0.016940467059612274 | 0.5841547846794128 | 0.8180000185966492 | 0.026774849742650986 | 32.5467 |
| 12 | 71 | 220 | 0.36869707703590393 | 0.8970000147819519 | 0.016194477677345276 | 0.5548750162124634 | 0.8259999752044678 | 0.025661807507276535 | 32.5467 |
| 13 | 71 | 240 | 0.3557758927345276 | 0.8989999890327454 | 0.015656106173992157 | 0.5201151371002197 | 0.8420000076293945 | 0.023789195343852043 | 32.5467 |
| 14 | 72 | 20 | 1.673862338066101 | 0.46149998903274536 | 0.0692000463604927 | 1.8141505718231201 | 0.4099999964237213 | 0.07267315685749054 | 32.606 |
| 15 | 72 | 40 | 1.1490310430526733 | 0.6324999928474426 | 0.04914539307355881 | 1.372908592224121 | 0.5709999799728394 | 0.05662866309285164 | 32.606 |
| 16 | 72 | 60 | 0.8807169198989868 | 0.7369999885559082 | 0.03719912841916084 | 1.1267516613006592 | 0.6420000195503235 | 0.04854830726981163 | 32.606 |
| 17 | 72 | 80 | 0.6982801556587219 | 0.7914999723434448 | 0.030153820291161537 | 0.9025362133979797 | 0.7239999771118164 | 0.038956169039011 | 32.606 |
| 18 | 72 | 100 | 0.5910305380821228 | 0.8165000081062317 | 0.026041019707918167 | 0.7481632232666016 | 0.7570000290870667 | 0.03314316272735596 | 32.606 |
| 19 | 72 | 120 | 0.5200771689414978 | 0.8464999794960022 | 0.022959064692258835 | 0.6597934365272522 | 0.7889999747276306 | 0.029753563925623894 | 32.606 |
| 20 | 72 | 140 | 0.4719507694244385 | 0.8554999828338623 | 0.020908480510115623 | 0.58547043800354 | 0.8100000023841858 | 0.02705816738307476 | 32.606 |
| 21 | 72 | 160 | 0.4356405735015869 | 0.871999979019165 | 0.019257094711065292 | 0.583936333656311 | 0.8220000267028809 | 0.026691943407058716 | 32.606 |
| 22 | 72 | 180 | 0.4127918779850006 | 0.8725000023841858 | 0.018300892785191536 | 0.5632762312889099 | 0.8199999928474426 | 0.025847580283880234 | 32.606 |
| 23 | 72 | 200 | 0.3940938115119934 | 0.8805000185966492 | 0.017671920359134674 | 0.5363063216209412 | 0.8339999914169312 | 0.024680841714143753 | 32.606 |
| 24 | 72 | 220 | 0.37782323360443115 | 0.8845000267028809 | 0.017062701284885406 | 0.508123517036438 | 0.8399999737739563 | 0.023583590984344482 | 32.606 |
| 25 | 72 | 240 | 0.36558520793914795 | 0.8899999856948853 | 0.01645873300731182 | 0.49120959639549255 | 0.8429999947547913 | 0.022604094818234444 | 32.606 |
| 26 | 73 | 20 | 1.7135908603668213 | 0.4449999928474426 | 0.07240503281354904 | 1.8838708400726318 | 0.375 | 0.0778227150440216 | 32.7255 |
| 27 | 73 | 40 | 1.2155654430389404 | 0.6340000033378601 | 0.051504913717508316 | 1.4863072633743286 | 0.5569999814033508 | 0.06111995875835419 | 32.7255 |
| 28 | 73 | 60 | 0.9407793283462524 | 0.722000002861023 | 0.03982725366950035 | 1.1702646017074585 | 0.6439999938011169 | 0.049435749650001526 | 32.7255 |
| 29 | 73 | 80 | 0.7527623772621155 | 0.7749999761581421 | 0.032556530088186264 | 1.001193642616272 | 0.6919999718666077 | 0.04309915751218796 | 32.7255 |
| 30 | 73 | 100 | 0.6268301606178284 | 0.8140000104904175 | 0.027759678661823273 | 0.8296219706535339 | 0.7319999933242798 | 0.03728931397199631 | 32.7255 |
| 31 | 73 | 120 | 0.5454505681991577 | 0.8320000171661377 | 0.02451479621231556 | 0.7347204089164734 | 0.7730000019073486 | 0.03278779238462448 | 32.7255 |
| 32 | 73 | 140 | 0.46880221366882324 | 0.8575000166893005 | 0.021052677184343338 | 0.6670262813568115 | 0.7889999747276306 | 0.030432477593421936 | 32.7255 |
| 33 | 73 | 160 | 0.43280255794525146 | 0.8659999966621399 | 0.01961500570178032 | 0.6248233914375305 | 0.8080000281333923 | 0.028731103986501694 | 32.7255 |
| 34 | 73 | 180 | 0.4033927321434021 | 0.8790000081062317 | 0.017949724569916725 | 0.5680584907531738 | 0.8230000138282776 | 0.02612500637769699 | 32.7255 |
| 35 | 73 | 200 | 0.3850976228713989 | 0.8880000114440918 | 0.017122117802500725 | 0.5508874654769897 | 0.8209999799728394 | 0.025604458525776863 | 32.7255 |
| 36 | 73 | 220 | 0.3726767599582672 | 0.8899999856948853 | 0.016703158617019653 | 0.5412379503250122 | 0.8209999799728394 | 0.025124624371528625 | 32.7255 |
| 37 | 73 | 240 | 0.3600545823574066 | 0.8989999890327454 | 0.016138451173901558 | 0.5263404250144958 | 0.8190000057220459 | 0.024716168642044067 | 32.7255 |
| 38 | 74 | 20 | 1.5981744527816772 | 0.49950000643730164 | 0.06673180311918259 | 1.7434691190719604 | 0.42399999499320984 | 0.07240629941225052 | 32.9017 |
| 39 | 74 | 40 | 1.1163724660873413 | 0.6600000262260437 | 0.047663308680057526 | 1.2812504768371582 | 0.6079999804496765 | 0.05496295168995857 | 32.9017 |
| 40 | 74 | 60 | 0.8247233629226685 | 0.7429999709129333 | 0.03677733987569809 | 0.996366560459137 | 0.6800000071525574 | 0.044562000781297684 | 32.9017 |
| 41 | 74 | 80 | 0.6858600974082947 | 0.784500002861023 | 0.030640259385108948 | 0.8601324558258057 | 0.7350000143051147 | 0.03845023736357689 | 32.9017 |
| 42 | 74 | 100 | 0.5762760043144226 | 0.8274999856948853 | 0.025603292509913445 | 0.7484227418899536 | 0.7580000162124634 | 0.03352699801325798 | 32.9017 |
| 43 | 74 | 120 | 0.5109706521034241 | 0.8500000238418579 | 0.02288639359176159 | 0.6725562810897827 | 0.7960000038146973 | 0.030220312997698784 | 32.9017 |
| 44 | 74 | 140 | 0.4668312966823578 | 0.8600000143051147 | 0.021057307720184326 | 0.6381762623786926 | 0.8069999814033508 | 0.028759241104125977 | 32.9017 |
| 45 | 74 | 160 | 0.430540531873703 | 0.8709999918937683 | 0.01937052235007286 | 0.6036783456802368 | 0.8169999718666077 | 0.026846695691347122 | 32.9017 |
| 46 | 74 | 180 | 0.4092761278152466 | 0.8755000233650208 | 0.018336936831474304 | 0.5836188793182373 | 0.8199999928474426 | 0.0263815987855196 | 32.9017 |
| 47 | 74 | 200 | 0.3926721215248108 | 0.8865000009536743 | 0.017603637650609016 | 0.5680423378944397 | 0.8270000219345093 | 0.02558077871799469 | 32.9017 |
| 48 | 74 | 220 | 0.38078930974006653 | 0.8865000009536743 | 0.017137007787823677 | 0.5442376136779785 | 0.8379999995231628 | 0.024594470858573914 | 32.9017 |
| 49 | 74 | 240 | 0.37086427211761475 | 0.8880000114440918 | 0.016686489805579185 | 0.5385385155677795 | 0.8299999833106995 | 0.024481549859046936 | 32.9017 |
| 50 | 75 | 20 | 1.635738730430603 | 0.46950000524520874 | 0.06960180401802063 | 1.8486356735229492 | 0.4059999883174896 | 0.07580890506505966 | 32.7233 |
| 51 | 75 | 40 | 1.0605015754699707 | 0.6604999899864197 | 0.04849516972899437 | 1.2981681823730469 | 0.5630000233650208 | 0.05867462605237961 | 32.7233 |
| 52 | 75 | 60 | 0.7738548517227173 | 0.7615000009536743 | 0.03458299860358238 | 1.0294034481048584 | 0.671999990940094 | 0.04577324911952019 | 32.7233 |
| 53 | 75 | 80 | 0.6326538324356079 | 0.8125 | 0.02839995175600052 | 0.889915406703949 | 0.7300000190734863 | 0.03931796923279762 | 32.7233 |
| 54 | 75 | 100 | 0.529951810836792 | 0.8370000123977661 | 0.02384800836443901 | 0.762531042098999 | 0.7620000243186951 | 0.034515053033828735 | 32.7233 |
| 55 | 75 | 120 | 0.47619307041168213 | 0.8575000166893005 | 0.021528739482164383 | 0.6571563482284546 | 0.781000018119812 | 0.030564110726118088 | 32.7233 |
| 56 | 75 | 140 | 0.43610602617263794 | 0.8709999918937683 | 0.019426772370934486 | 0.6097874641418457 | 0.8140000104904175 | 0.028030628338456154 | 32.7233 |
| 57 | 75 | 160 | 0.4064372479915619 | 0.8794999718666077 | 0.01836566999554634 | 0.5621976256370544 | 0.8309999704360962 | 0.025522591546177864 | 32.7233 |
| 58 | 75 | 180 | 0.3866714835166931 | 0.8865000009536743 | 0.01732715405523777 | 0.557114839553833 | 0.8270000219345093 | 0.025415310636162758 | 32.7233 |
| 59 | 75 | 200 | 0.37161633372306824 | 0.8855000138282776 | 0.016865627840161324 | 0.5388693809509277 | 0.8289999961853027 | 0.025061823427677155 | 32.7233 |
| 60 | 75 | 220 | 0.3574405014514923 | 0.8939999938011169 | 0.016058821231126785 | 0.528910756111145 | 0.8289999961853027 | 0.024624072015285492 | 32.7233 |
| 61 | 75 | 240 | 0.3456318974494934 | 0.8945000171661377 | 0.0156160369515419 | 0.5028988122940063 | 0.8420000076293945 | 0.023111792281270027 | 32.7233 |