Files
PSO/benchmark_results/pso_v4_full_mnist.csv
T
jung-geun 813433000a feat: modernize PSO and add convergence research
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
2026-09-07 22:03:25 +09:00

62 lines
7.8 KiB
CSV

seed,epoch,train_loss,train_acc,train_mse,test_loss,test_acc,test_mse,fit_time_sec
71,20,1.6637481451034546,0.4778333306312561,0.06879015266895294,1.6244964599609375,0.4961000084877014,0.0671548843383789,33.649
71,40,1.165610432624817,0.6545166373252869,0.04875154793262482,1.0854827165603638,0.6718000173568726,0.046549420803785324,33.649
71,60,0.905483067035675,0.7269166707992554,0.0389271154999733,0.8291375041007996,0.7445999979972839,0.036550913006067276,33.649
71,80,0.7415720224380493,0.7783499956130981,0.03182263299822807,0.6753337979316711,0.7944999933242798,0.029618915170431137,33.649
71,100,0.6563442945480347,0.8064000010490417,0.02799912355840206,0.5993074178695679,0.8216999769210815,0.025761328637599945,33.649
71,120,0.588559091091156,0.8279500007629395,0.025105126202106476,0.5335480570793152,0.8414999842643738,0.022965701296925545,33.649
71,140,0.5534469485282898,0.8387500047683716,0.023768901824951172,0.5105180144309998,0.8489999771118164,0.022098202258348465,33.649
71,160,0.5169084668159485,0.8464000225067139,0.022431854158639908,0.4750884771347046,0.8555999994277954,0.02082662656903267,33.649
71,180,0.48863890767097473,0.8547000288963318,0.021347153931856155,0.4477296769618988,0.8686000108718872,0.01953563280403614,33.649
71,200,0.4686008393764496,0.8610333204269409,0.020526422187685966,0.43183833360671997,0.8719000220298767,0.018971838057041168,33.649
71,220,0.45222264528274536,0.8653833270072937,0.0198610108345747,0.4211212396621704,0.8756999969482422,0.01851881667971611,33.649
71,240,0.438436359167099,0.8698999881744385,0.019294776022434235,0.41157108545303345,0.878000020980835,0.018099937587976456,33.649
72,20,1.7392971515655518,0.4580833315849304,0.07111531496047974,1.7067090272903442,0.4602999985218048,0.07063549011945724,33.7062
72,40,1.2618558406829834,0.6182666420936584,0.05362313985824585,1.2296088933944702,0.6273000240325928,0.05239206552505493,33.7062
72,60,0.9506728053092957,0.7125833630561829,0.04073568433523178,0.90444415807724,0.725600004196167,0.03892349451780319,33.7062
72,80,0.7690414786338806,0.7677000164985657,0.0332583524286747,0.7225316762924194,0.7825000286102295,0.03151436522603035,33.7062
72,100,0.6607407331466675,0.7977833151817322,0.029053399339318275,0.6213417053222656,0.8091999888420105,0.02738099917769432,33.7062
72,120,0.5884125232696533,0.8225333094596863,0.02557925134897232,0.5514547824859619,0.8324999809265137,0.024056605994701385,33.7062
72,140,0.5509796142578125,0.8328999876976013,0.02395990863442421,0.5114421844482422,0.8463000059127808,0.022018717601895332,33.7062
72,160,0.5122449398040771,0.8464499711990356,0.022468935698270798,0.4830068349838257,0.8574000000953674,0.021029997617006302,33.7062
72,180,0.4828203022480011,0.8543833494186401,0.021225325763225555,0.45465460419654846,0.8646000027656555,0.01990104280412197,33.7062
72,200,0.46293872594833374,0.8621000051498413,0.020341966301202774,0.4369881749153137,0.8700000047683716,0.019186409190297127,33.7062
72,220,0.4459497630596161,0.8664166927337646,0.0197211392223835,0.41942450404167175,0.8730000257492065,0.0184775423258543,33.7062
72,240,0.4350419342517853,0.871566653251648,0.01916772872209549,0.41060513257980347,0.875,0.018150048330426216,33.7062
73,20,1.703110694885254,0.4322333335876465,0.07236693799495697,1.662993311882019,0.4422999918460846,0.07139508426189423,33.0256
73,40,1.234723448753357,0.605400025844574,0.05369972065091133,1.2019942998886108,0.6128000020980835,0.05271701514720917,33.0256
73,60,0.9583781361579895,0.7071499824523926,0.04126281663775444,0.9148314595222473,0.7215999960899353,0.03978179767727852,33.0256
73,80,0.781466543674469,0.7578666806221008,0.034513432532548904,0.7499686479568481,0.7670999765396118,0.03327890485525131,33.0256
73,100,0.6772935390472412,0.7944999933242798,0.029873577877879143,0.6402292251586914,0.8046000003814697,0.02839311771094799,33.0256
73,120,0.6110365986824036,0.8133666515350342,0.027105839923024178,0.5728253722190857,0.821399986743927,0.02574964240193367,33.0256
73,140,0.5631463527679443,0.8302500247955322,0.024875810369849205,0.5334057807922363,0.8353999853134155,0.023713810369372368,33.0256
73,160,0.5311679840087891,0.8410833477973938,0.023450637236237526,0.501768171787262,0.8464000225067139,0.022286171093583107,33.0256
73,180,0.5000290870666504,0.8493833541870117,0.022157883271574974,0.4740225672721863,0.8550000190734863,0.021153515204787254,33.0256
73,200,0.48113930225372314,0.8564833402633667,0.02121545933187008,0.4526425898075104,0.8634999990463257,0.020089736208319664,33.0256
73,220,0.46380415558815,0.8618666529655457,0.020463503897190094,0.4359147846698761,0.8684999942779541,0.019339669495821,33.0256
73,240,0.449687123298645,0.8664166927337646,0.019846484065055847,0.4234127998352051,0.8718000054359436,0.018784264102578163,33.0256
74,20,1.696816325187683,0.4334833323955536,0.07303200662136078,1.685478925704956,0.4397999942302704,0.07274489104747772,32.3565
74,40,1.2137997150421143,0.6062666773796082,0.053883783519268036,1.193790316581726,0.6158999800682068,0.05286615714430809,32.3565
74,60,0.9459328651428223,0.7093166708946228,0.04073885455727577,0.926419734954834,0.7172999978065491,0.03994119539856911,32.3565
74,80,0.7440351843833923,0.7731500267982483,0.03230465576052666,0.7158955335617065,0.7832000255584717,0.0311629269272089,32.3565
74,100,0.6222507357597351,0.8106666803359985,0.02721019648015499,0.5782299041748047,0.826200008392334,0.025308359414339066,32.3565
74,120,0.5712149143218994,0.8261666893959045,0.025098947808146477,0.5316479206085205,0.8402000069618225,0.023361243307590485,32.3565
74,140,0.5278127193450928,0.8391500115394592,0.02332845889031887,0.5003852248191833,0.8485000133514404,0.022033091634511948,32.3565
74,160,0.4974406957626343,0.8500166535377502,0.02210366539657116,0.4702143669128418,0.8614000082015991,0.02081647887825966,32.3565
74,180,0.4760556221008301,0.8567833304405212,0.0210970938205719,0.4514496922492981,0.8648999929428101,0.01998041942715645,32.3565
74,200,0.4600929617881775,0.8631166815757751,0.020222675055265427,0.43229734897613525,0.8694999814033508,0.01901264674961567,32.3565
74,220,0.44254931807518005,0.8678500056266785,0.019469955936074257,0.417081743478775,0.8754000067710876,0.018321329727768898,32.3565
74,240,0.43052077293395996,0.8725666403770447,0.018974633887410164,0.40485620498657227,0.8798999786376953,0.01778729446232319,32.3565
75,20,1.7082723379135132,0.42640000581741333,0.07211916148662567,1.6778934001922607,0.43220001459121704,0.07167963683605194,33.1184
75,40,1.2474853992462158,0.628333330154419,0.05103134736418724,1.1880637407302856,0.6402000188827515,0.04922466725111008,33.1184
75,60,0.9827106595039368,0.7029333114624023,0.041922468692064285,0.9340476393699646,0.7074000239372253,0.040672920644283295,33.1184
75,80,0.8061239719390869,0.7508833408355713,0.035569027066230774,0.7613834738731384,0.7562999725341797,0.03404615819454193,33.1184
75,100,0.6677705645561218,0.7959833145141602,0.029427148401737213,0.6365524530410767,0.8015999794006348,0.027956314384937286,33.1184
75,120,0.5898874998092651,0.8204500079154968,0.025896690785884857,0.5661898255348206,0.8285999894142151,0.024743687361478806,33.1184
75,140,0.5386065244674683,0.8367666602134705,0.023783763870596886,0.5188254714012146,0.8396999835968018,0.022942783311009407,33.1184
75,160,0.5006535053253174,0.8497833609580994,0.022141018882393837,0.48212501406669617,0.8569999933242798,0.021169248968362808,33.1184
75,180,0.47602227330207825,0.8565999865531921,0.021099673584103584,0.45692178606987,0.861299991607666,0.020099563524127007,33.1184
75,200,0.4532005488872528,0.8648999929428101,0.020130231976509094,0.4406105577945709,0.8676999807357788,0.019379951059818268,33.1184
75,220,0.4393870532512665,0.8705000281333923,0.019430004060268402,0.42279207706451416,0.8766999840736389,0.018535815179347992,33.1184
75,240,0.4296344220638275,0.8724499940872192,0.019024165347218513,0.40994536876678467,0.8802000284194946,0.01800552010536194,33.1184