[MNIST] 20250817-123938 | best_acc=0.9923

MNIST/20250817-123938_MNIST/README.md

@@ -0,0 +1,10 @@
+# Pentachora Adaptive Encoded — 20250817-123938
+
+**Dataset:** MNIST
+
+**Contents**
+- `weights/*.safetensors` — encoder, constellation, diagnostic head
+- `config.json`, `manifest.json`
+- `history.json` / `history.csv`
+- `tensorboard/` (and `tensorboard_events.zip`)
+- `plots/` — accuracy, loss, λ, confusion

MNIST/20250817-123938_MNIST/config.json

@@ -0,0 +1,39 @@
+{
+  "augment": false,
+  "base_dim": 56,
+  "batch_size": 2048,
+  "channels": 12,
+  "deterministic": true,
+  "deterministic_cublas": false,
+  "epochs": 50,
+  "hf_dataset_dir_template": "{dataset}",
+  "hf_preserve_case": true,
+  "hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "hf_run_dir_template": "{ts}_{dataset}",
+  "hf_subdir_root": "",
+  "hf_weight_suffix_dataset": true,
+  "img_channels": "auto",
+  "img_size": 28,
+  "input_channels": 1,
+  "input_dim": 784,
+  "lambda_separation": 0.391,
+  "loss_weight_scalar": 0.1,
+  "lr": 0.005,
+  "normalize": true,
+  "num_classes": 10,
+  "num_heads": 2,
+  "num_pentachoron_pairs": 5,
+  "per_dataset_norm": true,
+  "proj_dim": null,
+  "seed": 42,
+  "seed_per_dataset": false,
+  "strict_determinism": false,
+  "sweep_all": false,
+  "temp": 0.7,
+  "w_ce": 1.0,
+  "w_diag": 0.1,
+  "w_dual": 1.0,
+  "w_reg": 0.1,
+  "w_rose": 1.0,
+  "weight_decay": 1e-05
+}

MNIST/20250817-123938_MNIST/history.csv

@@ -0,0 +1,51 @@
+epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
+1,4.092890090052287,0.62395,0.6038,1.805862522315979,1.5957090279897055,0.43398489945729574,0.16072124559283257,2.4126149016062417,0.5246115326881409
+2,2.758674473063151,0.8048833333333333,0.8583,1.0045669331550597,1.1989977408091228,0.2515961761713028,0.02144726525445779,3.0136887811024984,0.5387259125709534
+3,2.1868121345520017,0.9259833333333334,0.9717,0.5173790637334188,1.1231331059773764,0.23953033141295116,0.004930688860267401,3.0627659001668293,0.5512082576751709
+4,1.9317314922332764,0.9684166666666667,0.981,0.2891535121281942,1.0952079118728637,0.23731167398293812,0.003939417593181133,3.0966446804046632,0.5693631172180176
+5,1.8148864325205485,0.9752666666666666,0.9849,0.18908268360296884,1.0793461841583252,0.23526260426044465,0.0031764137100428343,3.1087730782826744,0.5885810852050781
+6,1.7641523356755575,0.97955,0.9847,0.1471027338027954,1.0709575672149658,0.23423629585901895,0.0028851171924422184,3.1156721656799315,0.6075495481491089
+7,1.7269433795928955,0.9837833333333333,0.9878,0.11744559601147969,1.065422282409668,0.23235420739650725,0.002381359418854117,3.1148313274383543,0.6246976852416992
+8,1.692089730199178,0.9876166666666667,0.9883,0.0938952182451884,1.05763095703125,0.22891199900309245,0.0016866853270990152,3.1148289794921875,0.6376274228096008
+9,1.6869093076705932,0.9876666666666667,0.9881,0.08722633142868678,1.058796383857727,0.22940631764729819,0.0018194047244886556,3.1129831438700357,0.6537976264953613
+10,1.6780597852706909,0.9880666666666666,0.9902,0.08050240300099056,1.057745118331909,0.22910404713948568,0.0016705685317516326,3.10541160252889,0.6723200082778931
+11,1.6603495473861694,0.98945,0.9885,0.06831604667901993,1.0542734388987223,0.227593367822965,0.0013435118181630969,3.100323159535726,0.6854133009910583
+12,1.6515033299128214,0.9907666666666667,0.9882,0.062308155075709026,1.0521921480814616,0.22693379214604695,0.0012266690011446674,3.0994655721028646,0.6951835751533508
+13,1.647278010368347,0.9906166666666667,0.989,0.05942531077663104,1.051997420756022,0.22662885495026908,0.0011335233743923405,3.0911305427551268,0.7091000080108643
+14,1.643245932896932,0.99145,0.9907,0.05597206946015358,1.051557654762268,0.22670561343828838,0.0010944613294055065,3.089011424001058,0.7235108017921448
+15,1.6362825744628906,0.9915833333333334,0.9911,0.05269902091026306,1.0495307490666708,0.2255303670167923,0.0009658413688341777,3.084258654912313,0.7303343415260315
+16,1.6254620091756184,0.9926666666666667,0.9885,0.04540214511950811,1.04738939037323,0.22457319235801695,0.0008228792218491435,3.080149825922648,0.7377204895019531
+17,1.6271605693181357,0.9928666666666667,0.9895,0.04616795324484507,1.0481662249247232,0.22509240954717,0.0009620685324072838,3.076377595392863,0.7447505593299866
+18,1.6217355514526368,0.9935166666666667,0.9899,0.04251657332976659,1.04741779460907,0.2244776050011317,0.0008168393510083358,3.0724187638600666,0.7529590725898743
+19,1.61391392771403,0.9941,0.99,0.03824895946383476,1.0453571563720703,0.22353383917013805,0.0006533467719952265,3.0670863836924234,0.7574163675308228
+20,1.6067447893142701,0.99465,0.9904,0.033359069393078485,1.0439395763397217,0.2229767229795456,0.0005328116144829741,3.0641613447825113,0.7635604739189148
+21,1.611343761952718,0.9943166666666666,0.99,0.03640060217777888,1.044968753751119,0.2235825386842092,0.0006679900045196216,3.0632507172902423,0.7670860886573792
+22,1.6116244640350341,0.9942833333333333,0.9887,0.03699173732201258,1.0451844715118408,0.22361892149448395,0.0007396377688273787,3.0575539140065513,0.7705262303352356
+23,1.6058641096115112,0.9944,0.9906,0.03328847269614538,1.0442169411977131,0.22288348517417908,0.0006037657144169013,3.0541484499613443,0.7722582221031189
+24,1.5944530407587687,0.9959333333333333,0.9912,0.026279648220539093,1.0412581298828125,0.2218276291290919,0.00040478834235109387,3.050471685028076,0.7727899551391602
+25,1.589215933227539,0.9965,0.9921,0.023462378509839375,1.039977846590678,0.22110889996687572,0.00031000337038810055,3.0463577905019124,0.772095799446106
+26,1.5914412288665771,0.9960333333333333,0.9908,0.024686027744412423,1.0406107610066733,0.22163454949855804,0.0004119827754950772,3.0446867029825846,0.7725034952163696
+27,1.5860233665466308,0.99655,0.991,0.021826057853301366,1.0392793580373128,0.22082151661713917,0.00028146678691264243,3.040682621002197,0.7728518843650818
+28,1.5851248257319133,0.9970166666666667,0.9918,0.020874685990810396,1.0395157650629678,0.22090413666566214,0.0003108475289462755,3.0379915097554524,0.7724422216415405
+29,1.5836248368581136,0.997,0.9918,0.01998764358262221,1.0391685039520264,0.22079865777492524,0.0002766039262525737,3.0364234789530435,0.7730073928833008
+30,1.5811909301757812,0.9970333333333333,0.9915,0.018639884189764658,1.0385584064483642,0.2205281224489212,0.0002326338330846435,3.034412531534831,0.7730811834335327
+31,1.5787558074951171,0.9969333333333333,0.9919,0.017536604344844817,1.037943830235799,0.2200579798380534,0.00019062251516928277,3.0319830809275308,0.7728366851806641
+32,1.5768719711939494,0.9972666666666666,0.9921,0.01642082252999147,1.0374901132583618,0.21996898227532705,0.00016855520079261623,3.029751677195231,0.7724448442459106
+33,1.5761201093673707,0.9972666666666666,0.992,0.01630113239735365,1.03716900100708,0.21972883705298105,0.00015441022831364534,3.029056888453166,0.7723993062973022
+34,1.5756455931981406,0.9973166666666666,0.9919,0.016056384047865867,1.0371278521219889,0.21977261962890626,0.00016201871125182758,3.0267250119527183,0.7724037766456604
+35,1.573746346282959,0.9978166666666667,0.9921,0.014562701604763667,1.0369069999694824,0.21967877763907115,0.00014341143283527345,3.0258351252237956,0.7723811864852905
+36,1.5738511072794596,0.9975333333333334,0.992,0.014957873178521793,1.036828049659729,0.21959795479774474,0.00013439810877704681,3.0245376427968345,0.7722523212432861
+37,1.5736099864323934,0.99735,0.9923,0.015024510312080384,1.0366630416234335,0.21954395445187885,0.00012199826516831914,3.0236625893910727,0.7726150751113892
+38,1.5724039364496867,0.9976333333333334,0.992,0.01405984270175298,1.0366193196614584,0.2194826337178548,0.0001223685688339174,3.0222988390604657,0.7724394202232361
+39,1.5736585498809814,0.99745,0.9913,0.015072332121431827,1.0367904872894287,0.2196291631857554,0.00013604333493470524,3.0215296160380047,0.7721818089485168
+40,1.5718702730178833,0.998,0.992,0.01364749525487423,1.0365694087982178,0.21950423172314962,0.00012346767835163822,3.021367760594686,0.7720385193824768
+41,1.571872386932373,0.9978333333333333,0.992,0.013793203606208166,1.0365242449442547,0.21943360973199208,0.00011969340223101123,3.0210934167226156,0.7719708681106567
+42,1.5720616590499878,0.9976833333333334,0.9922,0.014081652798255285,1.0365090265274048,0.21943936517238616,0.00012031121434022983,3.0201958278656007,0.7719581127166748
+43,1.572341437657674,0.9975166666666667,0.9921,0.014433763979375363,1.0364742623647054,0.21944707686901094,0.00011651689409433554,3.0197464703877768,0.7719186544418335
+44,1.571622181002299,0.9978666666666667,0.9922,0.013746159094075361,1.03649922358195,0.21944866309165956,0.00012003016926464625,3.0191612857818604,0.7718356251716614
+45,1.5714676933288574,0.9978833333333333,0.9921,0.013748964148263137,1.0364353391011556,0.2193738881587982,0.00011620085506971616,3.01897881825765,0.7717997431755066
+46,1.5718073102315266,0.9976333333333334,0.9922,0.014143375815451146,1.0363984840393066,0.21938300371964772,0.00011441477717016823,3.0187099718729655,0.7717871069908142
+47,1.571398848025004,0.9976833333333334,0.9922,0.013757888202865918,1.036372617594401,0.21939469526608785,0.00011335418667100991,3.018623115158081,0.7717709541320801
+48,1.5710287893931072,0.9978833333333333,0.9922,0.01340950383891662,1.0363932834625245,0.2193662528673808,0.00011414522661555869,3.018483502451579,0.7717685103416443
+49,1.5707586747487385,0.9980333333333333,0.9922,0.01310658277720213,1.0364076236724853,0.21939109086195627,0.00011471777453746957,3.0184188870747883,0.7717660665512085
+50,1.571697062365214,0.9977333333333334,0.992,0.014003662340094645,1.0364261633555094,0.21941844590504964,0.00011948138604445072,3.018368361409505,0.7717663645744324

MNIST/20250817-123938_MNIST/history.json

@@ -0,0 +1,470 @@
+{
+  "ce": [
+    1.805862522315979,
+    1.0045669331550597,
+    0.5173790637334188,
+    0.2891535121281942,
+    0.18908268360296884,
+    0.1471027338027954,
+    0.11744559601147969,
+    0.0938952182451884,
+    0.08722633142868678,
+    0.08050240300099056,
+    0.06831604667901993,
+    0.062308155075709026,
+    0.05942531077663104,
+    0.05597206946015358,
+    0.05269902091026306,
+    0.04540214511950811,
+    0.04616795324484507,
+    0.04251657332976659,
+    0.03824895946383476,
+    0.033359069393078485,
+    0.03640060217777888,
+    0.03699173732201258,
+    0.03328847269614538,
+    0.026279648220539093,
+    0.023462378509839375,
+    0.024686027744412423,
+    0.021826057853301366,
+    0.020874685990810396,
+    0.01998764358262221,
+    0.018639884189764658,
+    0.017536604344844817,
+    0.01642082252999147,
+    0.01630113239735365,
+    0.016056384047865867,
+    0.014562701604763667,
+    0.014957873178521793,
+    0.015024510312080384,
+    0.01405984270175298,
+    0.015072332121431827,
+    0.01364749525487423,
+    0.013793203606208166,
+    0.014081652798255285,
+    0.014433763979375363,
+    0.013746159094075361,
+    0.013748964148263137,
+    0.014143375815451146,
+    0.013757888202865918,
+    0.01340950383891662,
+    0.01310658277720213,
+    0.014003662340094645
+  ],
+  "diag": [
+    0.16072124559283257,
+    0.02144726525445779,
+    0.004930688860267401,
+    0.003939417593181133,
+    0.0031764137100428343,
+    0.0028851171924422184,
+    0.002381359418854117,
+    0.0016866853270990152,
+    0.0018194047244886556,
+    0.0016705685317516326,
+    0.0013435118181630969,
+    0.0012266690011446674,
+    0.0011335233743923405,
+    0.0010944613294055065,
+    0.0009658413688341777,
+    0.0008228792218491435,
+    0.0009620685324072838,
+    0.0008168393510083358,
+    0.0006533467719952265,
+    0.0005328116144829741,
+    0.0006679900045196216,
+    0.0007396377688273787,
+    0.0006037657144169013,
+    0.00040478834235109387,
+    0.00031000337038810055,
+    0.0004119827754950772,
+    0.00028146678691264243,
+    0.0003108475289462755,
+    0.0002766039262525737,
+    0.0002326338330846435,
+    0.00019062251516928277,
+    0.00016855520079261623,
+    0.00015441022831364534,
+    0.00016201871125182758,
+    0.00014341143283527345,
+    0.00013439810877704681,
+    0.00012199826516831914,
+    0.0001223685688339174,
+    0.00013604333493470524,
+    0.00012346767835163822,
+    0.00011969340223101123,
+    0.00012031121434022983,
+    0.00011651689409433554,
+    0.00012003016926464625,
+    0.00011620085506971616,
+    0.00011441477717016823,
+    0.00011335418667100991,
+    0.00011414522661555869,
+    0.00011471777453746957,
+    0.00011948138604445072
+  ],
+  "dual": [
+    1.5957090279897055,
+    1.1989977408091228,
+    1.1231331059773764,
+    1.0952079118728637,
+    1.0793461841583252,
+    1.0709575672149658,
+    1.065422282409668,
+    1.05763095703125,
+    1.058796383857727,
+    1.057745118331909,
+    1.0542734388987223,
+    1.0521921480814616,
+    1.051997420756022,
+    1.051557654762268,
+    1.0495307490666708,
+    1.04738939037323,
+    1.0481662249247232,
+    1.04741779460907,
+    1.0453571563720703,
+    1.0439395763397217,
+    1.044968753751119,
+    1.0451844715118408,
+    1.0442169411977131,
+    1.0412581298828125,
+    1.039977846590678,
+    1.0406107610066733,
+    1.0392793580373128,
+    1.0395157650629678,
+    1.0391685039520264,
+    1.0385584064483642,
+    1.037943830235799,
+    1.0374901132583618,
+    1.03716900100708,
+    1.0371278521219889,
+    1.0369069999694824,
+    1.036828049659729,
+    1.0366630416234335,
+    1.0366193196614584,
+    1.0367904872894287,
+    1.0365694087982178,
+    1.0365242449442547,
+    1.0365090265274048,
+    1.0364742623647054,
+    1.03649922358195,
+    1.0364353391011556,
+    1.0363984840393066,
+    1.036372617594401,
+    1.0363932834625245,
+    1.0364076236724853,
+    1.0364261633555094
+  ],
+  "lambda": [
+    0.5246115326881409,
+    0.5387259125709534,
+    0.5512082576751709,
+    0.5693631172180176,
+    0.5885810852050781,
+    0.6075495481491089,
+    0.6246976852416992,
+    0.6376274228096008,
+    0.6537976264953613,
+    0.6723200082778931,
+    0.6854133009910583,
+    0.6951835751533508,
+    0.7091000080108643,
+    0.7235108017921448,
+    0.7303343415260315,
+    0.7377204895019531,
+    0.7447505593299866,
+    0.7529590725898743,
+    0.7574163675308228,
+    0.7635604739189148,
+    0.7670860886573792,
+    0.7705262303352356,
+    0.7722582221031189,
+    0.7727899551391602,
+    0.772095799446106,
+    0.7725034952163696,
+    0.7728518843650818,
+    0.7724422216415405,
+    0.7730073928833008,
+    0.7730811834335327,
+    0.7728366851806641,
+    0.7724448442459106,
+    0.7723993062973022,
+    0.7724037766456604,
+    0.7723811864852905,
+    0.7722523212432861,
+    0.7726150751113892,
+    0.7724394202232361,
+    0.7721818089485168,
+    0.7720385193824768,
+    0.7719708681106567,
+    0.7719581127166748,
+    0.7719186544418335,
+    0.7718356251716614,
+    0.7717997431755066,
+    0.7717871069908142,
+    0.7717709541320801,
+    0.7717685103416443,
+    0.7717660665512085,
+    0.7717663645744324
+  ],
+  "reg": [
+    2.4126149016062417,
+    3.0136887811024984,
+    3.0627659001668293,
+    3.0966446804046632,
+    3.1087730782826744,
+    3.1156721656799315,
+    3.1148313274383543,
+    3.1148289794921875,
+    3.1129831438700357,
+    3.10541160252889,
+    3.100323159535726,
+    3.0994655721028646,
+    3.0911305427551268,
+    3.089011424001058,
+    3.084258654912313,
+    3.080149825922648,
+    3.076377595392863,
+    3.0724187638600666,
+    3.0670863836924234,
+    3.0641613447825113,
+    3.0632507172902423,
+    3.0575539140065513,
+    3.0541484499613443,
+    3.050471685028076,
+    3.0463577905019124,
+    3.0446867029825846,
+    3.040682621002197,
+    3.0379915097554524,
+    3.0364234789530435,
+    3.034412531534831,
+    3.0319830809275308,
+    3.029751677195231,
+    3.029056888453166,
+    3.0267250119527183,
+    3.0258351252237956,
+    3.0245376427968345,
+    3.0236625893910727,
+    3.0222988390604657,
+    3.0215296160380047,
+    3.021367760594686,
+    3.0210934167226156,
+    3.0201958278656007,
+    3.0197464703877768,
+    3.0191612857818604,
+    3.01897881825765,
+    3.0187099718729655,
+    3.018623115158081,
+    3.018483502451579,
+    3.0184188870747883,
+    3.018368361409505
+  ],
+  "rose": [
+    0.43398489945729574,
+    0.2515961761713028,
+    0.23953033141295116,
+    0.23731167398293812,
+    0.23526260426044465,
+    0.23423629585901895,
+    0.23235420739650725,
+    0.22891199900309245,
+    0.22940631764729819,
+    0.22910404713948568,
+    0.227593367822965,
+    0.22693379214604695,
+    0.22662885495026908,
+    0.22670561343828838,
+    0.2255303670167923,
+    0.22457319235801695,
+    0.22509240954717,
+    0.2244776050011317,
+    0.22353383917013805,
+    0.2229767229795456,
+    0.2235825386842092,
+    0.22361892149448395,
+    0.22288348517417908,
+    0.2218276291290919,
+    0.22110889996687572,
+    0.22163454949855804,
+    0.22082151661713917,
+    0.22090413666566214,
+    0.22079865777492524,
+    0.2205281224489212,
+    0.2200579798380534,
+    0.21996898227532705,
+    0.21972883705298105,
+    0.21977261962890626,
+    0.21967877763907115,
+    0.21959795479774474,
+    0.21954395445187885,
+    0.2194826337178548,
+    0.2196291631857554,
+    0.21950423172314962,
+    0.21943360973199208,
+    0.21943936517238616,
+    0.21944707686901094,
+    0.21944866309165956,
+    0.2193738881587982,
+    0.21938300371964772,
+    0.21939469526608785,
+    0.2193662528673808,
+    0.21939109086195627,
+    0.21941844590504964
+  ],
+  "test_acc": [
+    0.6038,
+    0.8583,
+    0.9717,
+    0.981,
+    0.9849,
+    0.9847,
+    0.9878,
+    0.9883,
+    0.9881,
+    0.9902,
+    0.9885,
+    0.9882,
+    0.989,
+    0.9907,
+    0.9911,
+    0.9885,
+    0.9895,
+    0.9899,
+    0.99,
+    0.9904,
+    0.99,
+    0.9887,
+    0.9906,
+    0.9912,
+    0.9921,
+    0.9908,
+    0.991,
+    0.9918,
+    0.9918,
+    0.9915,
+    0.9919,
+    0.9921,
+    0.992,
+    0.9919,
+    0.9921,
+    0.992,
+    0.9923,
+    0.992,
+    0.9913,
+    0.992,
+    0.992,
+    0.9922,
+    0.9921,
+    0.9922,
+    0.9921,
+    0.9922,
+    0.9922,
+    0.9922,
+    0.9922,
+    0.992
+  ],
+  "train_acc": [
+    0.62395,
+    0.8048833333333333,
+    0.9259833333333334,
+    0.9684166666666667,
+    0.9752666666666666,
+    0.97955,
+    0.9837833333333333,
+    0.9876166666666667,
+    0.9876666666666667,
+    0.9880666666666666,
+    0.98945,
+    0.9907666666666667,
+    0.9906166666666667,
+    0.99145,
+    0.9915833333333334,
+    0.9926666666666667,
+    0.9928666666666667,
+    0.9935166666666667,
+    0.9941,
+    0.99465,
+    0.9943166666666666,
+    0.9942833333333333,
+    0.9944,
+    0.9959333333333333,
+    0.9965,
+    0.9960333333333333,
+    0.99655,
+    0.9970166666666667,
+    0.997,
+    0.9970333333333333,
+    0.9969333333333333,
+    0.9972666666666666,
+    0.9972666666666666,
+    0.9973166666666666,
+    0.9978166666666667,
+    0.9975333333333334,
+    0.99735,
+    0.9976333333333334,
+    0.99745,
+    0.998,
+    0.9978333333333333,
+    0.9976833333333334,
+    0.9975166666666667,
+    0.9978666666666667,
+    0.9978833333333333,
+    0.9976333333333334,
+    0.9976833333333334,
+    0.9978833333333333,
+    0.9980333333333333,
+    0.9977333333333334
+  ],
+  "train_loss": [
+    4.092890090052287,
+    2.758674473063151,
+    2.1868121345520017,
+    1.9317314922332764,
+    1.8148864325205485,
+    1.7641523356755575,
+    1.7269433795928955,
+    1.692089730199178,
+    1.6869093076705932,
+    1.6780597852706909,
+    1.6603495473861694,
+    1.6515033299128214,
+    1.647278010368347,
+    1.643245932896932,
+    1.6362825744628906,
+    1.6254620091756184,
+    1.6271605693181357,
+    1.6217355514526368,
+    1.61391392771403,
+    1.6067447893142701,
+    1.611343761952718,
+    1.6116244640350341,
+    1.6058641096115112,
+    1.5944530407587687,
+    1.589215933227539,
+    1.5914412288665771,
+    1.5860233665466308,
+    1.5851248257319133,
+    1.5836248368581136,
+    1.5811909301757812,
+    1.5787558074951171,
+    1.5768719711939494,
+    1.5761201093673707,
+    1.5756455931981406,
+    1.573746346282959,
+    1.5738511072794596,
+    1.5736099864323934,
+    1.5724039364496867,
+    1.5736585498809814,
+    1.5718702730178833,
+    1.571872386932373,
+    1.5720616590499878,
+    1.572341437657674,
+    1.571622181002299,
+    1.5714676933288574,
+    1.5718073102315266,
+    1.571398848025004,
+    1.5710287893931072,
+    1.5707586747487385,
+    1.571697062365214
+  ]
+}

MNIST/20250817-123938_MNIST/manifest.json

@@ -0,0 +1,43 @@
+{
+  "class_names": [
+    "digit-0",
+    "digit-1",
+    "digit-2",
+    "digit-3",
+    "digit-4",
+    "digit-5",
+    "digit-6",
+    "digit-7",
+    "digit-8",
+    "digit-9"
+  ],
+  "dataset_name": "MNIST",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_device": "NVIDIA A100-SXM4-40GB",
+    "memory_gb": 83.48,
+    "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
+    "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
+    "torch": "2.6.0+cu124"
+  },
+  "models": {
+    "constellation": {
+      "params": 19093
+    },
+    "diagnostic_head": {
+      "params": 7681
+    },
+    "encoder": {
+      "params": 255393
+    }
+  },
+  "num_classes": 10,
+  "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
+  "results": {
+    "best_epoch": 37,
+    "best_test_accuracy": 0.9923
+  },
+  "subdirectory": "MNIST/20250817-123938_MNIST",
+  "timestamp": "20250817-123938"
+}