/media/naith/HAlpha/python/generators/venv/bin/python3 /media/naith/HAlpha/02-DP_Self-learning_autonomous_systems_using_deferred_learning/Python/test_scripts/small_nn_creation/test_architektury_V7.py

=== TEST KOREKCE: STEP | Optimizer: Sgd_Momentum ===
Body: 400, Chyba min,max: 0.000,0.300, Paměť: 22.01 KB
Epocha 100/10000, MSE: 0.044678, MAE: 0.153269, Čas: 0.031s
Epocha 200/10000, MSE: 0.036040, MAE: 0.139709, Čas: 0.062s
Epocha 300/10000, MSE: 0.029724, MAE: 0.128963, Čas: 0.095s
Epocha 400/10000, MSE: 0.024136, MAE: 0.118022, Čas: 0.125s
Epocha 500/10000, MSE: 0.019616, MAE: 0.107788, Čas: 0.156s
Epocha 600/10000, MSE: 0.016049, MAE: 0.098961, Čas: 0.186s
Epocha 700/10000, MSE: 0.013753, MAE: 0.092837, Čas: 0.216s
Epocha 800/10000, MSE: 0.012295, MAE: 0.089001, Čas: 0.246s
Epocha 900/10000, MSE: 0.011378, MAE: 0.086415, Čas: 0.274s
Epocha 1000/10000, MSE: 0.010716, MAE: 0.084541, Čas: 0.302s
Epocha 1100/10000, MSE: 0.010126, MAE: 0.082908, Čas: 0.329s
Epocha 1200/10000, MSE: 0.009638, MAE: 0.081385, Čas: 0.357s
Epocha 1300/10000, MSE: 0.009237, MAE: 0.080077, Čas: 0.385s
Epocha 1400/10000, MSE: 0.008904, MAE: 0.078958, Čas: 0.412s
Epocha 1500/10000, MSE: 0.008612, MAE: 0.077908, Čas: 0.440s
Epocha 1600/10000, MSE: 0.008339, MAE: 0.076927, Čas: 0.467s
Epocha 1700/10000, MSE: 0.008094, MAE: 0.075999, Čas: 0.495s
Epocha 1800/10000, MSE: 0.007885, MAE: 0.075160, Čas: 0.522s
Epocha 1900/10000, MSE: 0.007686, MAE: 0.074407, Čas: 0.551s
Epocha 2000/10000, MSE: 0.007516, MAE: 0.073700, Čas: 0.578s
Epocha 2100/10000, MSE: 0.007372, MAE: 0.073107, Čas: 0.608s
Epocha 2200/10000, MSE: 0.007241, MAE: 0.072580, Čas: 0.637s
Epocha 2300/10000, MSE: 0.007136, MAE: 0.072157, Čas: 0.665s
Epocha 2400/10000, MSE: 0.007046, MAE: 0.071730, Čas: 0.693s
Epocha 2500/10000, MSE: 0.006967, MAE: 0.071337, Čas: 0.723s
Epocha 2600/10000, MSE: 0.006897, MAE: 0.070996, Čas: 0.753s
Epocha 2700/10000, MSE: 0.006837, MAE: 0.070712, Čas: 0.782s
Epocha 2800/10000, MSE: 0.006786, MAE: 0.070452, Čas: 0.809s
Epocha 2900/10000, MSE: 0.006742, MAE: 0.070217, Čas: 0.837s
Epocha 3000/10000, MSE: 0.006704, MAE: 0.070015, Čas: 0.865s
Epocha 3100/10000, MSE: 0.006668, MAE: 0.069828, Čas: 0.894s
Epocha 3200/10000, MSE: 0.006635, MAE: 0.069653, Čas: 0.922s
Epocha 3300/10000, MSE: 0.006604, MAE: 0.069483, Čas: 0.951s
Epocha 3400/10000, MSE: 0.006577, MAE: 0.069365, Čas: 0.982s
Epocha 3500/10000, MSE: 0.006551, MAE: 0.069231, Čas: 1.012s
Epocha 3600/10000, MSE: 0.006527, MAE: 0.069096, Čas: 1.041s
Epocha 3700/10000, MSE: 0.006506, MAE: 0.068971, Čas: 1.071s
Epocha 3800/10000, MSE: 0.006485, MAE: 0.068865, Čas: 1.100s
Epocha 3900/10000, MSE: 0.006466, MAE: 0.068754, Čas: 1.128s
Epocha 4000/10000, MSE: 0.006448, MAE: 0.068648, Čas: 1.157s
Epocha 4100/10000, MSE: 0.006431, MAE: 0.068550, Čas: 1.186s
Epocha 4200/10000, MSE: 0.006414, MAE: 0.068451, Čas: 1.215s
Epocha 4300/10000, MSE: 0.006399, MAE: 0.068352, Čas: 1.244s
Epocha 4400/10000, MSE: 0.006384, MAE: 0.068257, Čas: 1.275s
Epocha 4500/10000, MSE: 0.006369, MAE: 0.068168, Čas: 1.303s
Epocha 4600/10000, MSE: 0.006355, MAE: 0.068078, Čas: 1.333s
Epocha 4700/10000, MSE: 0.006341, MAE: 0.067996, Čas: 1.361s
Epocha 4800/10000, MSE: 0.006326, MAE: 0.067913, Čas: 1.389s
Epocha 4900/10000, MSE: 0.006312, MAE: 0.067827, Čas: 1.417s
Epocha 5000/10000, MSE: 0.006297, MAE: 0.067746, Čas: 1.445s
Epocha 5100/10000, MSE: 0.006283, MAE: 0.067671, Čas: 1.474s
Epocha 5200/10000, MSE: 0.006269, MAE: 0.067604, Čas: 1.503s
Epocha 5300/10000, MSE: 0.006254, MAE: 0.067517, Čas: 1.531s
Epocha 5400/10000, MSE: 0.006240, MAE: 0.067424, Čas: 1.560s
Epocha 5500/10000, MSE: 0.006226, MAE: 0.067353, Čas: 1.588s
Epocha 5600/10000, MSE: 0.006213, MAE: 0.067279, Čas: 1.616s
Epocha 5700/10000, MSE: 0.006201, MAE: 0.067212, Čas: 1.644s
Epocha 5800/10000, MSE: 0.006188, MAE: 0.067140, Čas: 1.673s
Epocha 5900/10000, MSE: 0.006177, MAE: 0.067074, Čas: 1.701s
Epocha 6000/10000, MSE: 0.006166, MAE: 0.066997, Čas: 1.729s
Epocha 6100/10000, MSE: 0.006155, MAE: 0.066937, Čas: 1.756s
Epocha 6200/10000, MSE: 0.006145, MAE: 0.066869, Čas: 1.784s
Epocha 6300/10000, MSE: 0.006135, MAE: 0.066822, Čas: 1.812s
Epocha 6400/10000, MSE: 0.006126, MAE: 0.066766, Čas: 1.840s
Epocha 6500/10000, MSE: 0.006117, MAE: 0.066719, Čas: 1.867s
Epocha 6600/10000, MSE: 0.006108, MAE: 0.066660, Čas: 1.895s
Epocha 6700/10000, MSE: 0.006099, MAE: 0.066603, Čas: 1.923s
Epocha 6800/10000, MSE: 0.006091, MAE: 0.066543, Čas: 1.951s
Epocha 6900/10000, MSE: 0.006082, MAE: 0.066493, Čas: 1.979s
Epocha 7000/10000, MSE: 0.006074, MAE: 0.066438, Čas: 2.007s
Epocha 7100/10000, MSE: 0.006066, MAE: 0.066383, Čas: 2.033s
Epocha 7200/10000, MSE: 0.006058, MAE: 0.066331, Čas: 2.058s
Epocha 7300/10000, MSE: 0.006050, MAE: 0.066283, Čas: 2.082s
Epocha 7400/10000, MSE: 0.006043, MAE: 0.066244, Čas: 2.106s
Epocha 7500/10000, MSE: 0.006036, MAE: 0.066193, Čas: 2.131s
Epocha 7600/10000, MSE: 0.006029, MAE: 0.066143, Čas: 2.155s
Epocha 7700/10000, MSE: 0.006022, MAE: 0.066104, Čas: 2.183s
Epocha 7800/10000, MSE: 0.006015, MAE: 0.066064, Čas: 2.214s
Epocha 7900/10000, MSE: 0.006006, MAE: 0.065988, Čas: 2.245s
Epocha 8000/10000, MSE: 0.005999, MAE: 0.065946, Čas: 2.275s
Epocha 8100/10000, MSE: 0.005991, MAE: 0.065899, Čas: 2.304s
Epocha 8200/10000, MSE: 0.005985, MAE: 0.065853, Čas: 2.334s
Epocha 8300/10000, MSE: 0.005978, MAE: 0.065812, Čas: 2.363s
Epocha 8400/10000, MSE: 0.005971, MAE: 0.065767, Čas: 2.393s
Epocha 8500/10000, MSE: 0.005964, MAE: 0.065720, Čas: 2.423s
Epocha 8600/10000, MSE: 0.005957, MAE: 0.065676, Čas: 2.454s
Epocha 8700/10000, MSE: 0.005950, MAE: 0.065634, Čas: 2.482s
Epocha 8800/10000, MSE: 0.005943, MAE: 0.065590, Čas: 2.508s
Epocha 8900/10000, MSE: 0.005937, MAE: 0.065543, Čas: 2.533s
Epocha 9000/10000, MSE: 0.005931, MAE: 0.065506, Čas: 2.559s
Epocha 9100/10000, MSE: 0.005924, MAE: 0.065460, Čas: 2.584s
Epocha 9200/10000, MSE: 0.005918, MAE: 0.065419, Čas: 2.609s
Epocha 9300/10000, MSE: 0.005913, MAE: 0.065375, Čas: 2.635s
Epocha 9400/10000, MSE: 0.005906, MAE: 0.065328, Čas: 2.660s
Epocha 9500/10000, MSE: 0.005900, MAE: 0.065289, Čas: 2.685s
Epocha 9600/10000, MSE: 0.005894, MAE: 0.065249, Čas: 2.710s
Epocha 9700/10000, MSE: 0.005889, MAE: 0.065209, Čas: 2.735s
Epocha 9800/10000, MSE: 0.005884, MAE: 0.065172, Čas: 2.760s
Epocha 9900/10000, MSE: 0.005879, MAE: 0.065132, Čas: 2.788s
Epocha 10000/10000, MSE: 0.005873, MAE: 0.065092, Čas: 2.817s
Trénink dokončen za 2.82 sekund
Výsledky: MAE před 0.372187, po 0.065103, max před 0.904380, po 0.159995, Zlepšení 82.5%

=== TEST KOREKCE: PARABOLOID | Optimizer: Sgd_Momentum ===
Body: 400, Chyba min,max: -0.300,0.300, Paměť: 22.01 KB
Epocha 100/10000, MSE: 0.136314, MAE: 0.295212, Čas: 0.029s
Epocha 200/10000, MSE: 0.093338, MAE: 0.243161, Čas: 0.057s
Epocha 300/10000, MSE: 0.061758, MAE: 0.198007, Čas: 0.085s
Epocha 400/10000, MSE: 0.045270, MAE: 0.172436, Čas: 0.114s
Epocha 500/10000, MSE: 0.034499, MAE: 0.151424, Čas: 0.143s
Epocha 600/10000, MSE: 0.028534, MAE: 0.136010, Čas: 0.172s
Epocha 700/10000, MSE: 0.024640, MAE: 0.124948, Čas: 0.207s
Epocha 800/10000, MSE: 0.022461, MAE: 0.119607, Čas: 0.240s
Epocha 900/10000, MSE: 0.021787, MAE: 0.117653, Čas: 0.274s
Epocha 1000/10000, MSE: 0.021294, MAE: 0.116122, Čas: 0.305s
Epocha 1100/10000, MSE: 0.020918, MAE: 0.114922, Čas: 0.333s
Epocha 1200/10000, MSE: 0.020627, MAE: 0.113809, Čas: 0.361s
Epocha 1300/10000, MSE: 0.020392, MAE: 0.112920, Čas: 0.389s
Epocha 1400/10000, MSE: 0.020183, MAE: 0.112118, Čas: 0.417s
Epocha 1500/10000, MSE: 0.019987, MAE: 0.111423, Čas: 0.445s
Epocha 1600/10000, MSE: 0.019817, MAE: 0.110827, Čas: 0.474s
Epocha 1700/10000, MSE: 0.019664, MAE: 0.110274, Čas: 0.505s
Epocha 1800/10000, MSE: 0.019525, MAE: 0.109836, Čas: 0.535s
Epocha 1900/10000, MSE: 0.019369, MAE: 0.109479, Čas: 0.563s
Epocha 2000/10000, MSE: 0.019213, MAE: 0.109225, Čas: 0.591s
Epocha 2100/10000, MSE: 0.019070, MAE: 0.108835, Čas: 0.619s
Epocha 2200/10000, MSE: 0.018939, MAE: 0.108402, Čas: 0.651s
Epocha 2300/10000, MSE: 0.018801, MAE: 0.108066, Čas: 0.680s
Epocha 2400/10000, MSE: 0.018692, MAE: 0.107590, Čas: 0.709s
Epocha 2500/10000, MSE: 0.018577, MAE: 0.107148, Čas: 0.739s
Epocha 2600/10000, MSE: 0.018438, MAE: 0.106619, Čas: 0.774s
Epocha 2700/10000, MSE: 0.018320, MAE: 0.106163, Čas: 0.802s
Epocha 2800/10000, MSE: 0.018235, MAE: 0.105783, Čas: 0.830s
Epocha 2900/10000, MSE: 0.018165, MAE: 0.105538, Čas: 0.858s
Epocha 3000/10000, MSE: 0.018068, MAE: 0.105111, Čas: 0.886s
Epocha 3100/10000, MSE: 0.017988, MAE: 0.104818, Čas: 0.914s
Epocha 3200/10000, MSE: 0.017910, MAE: 0.104525, Čas: 0.943s
Epocha 3300/10000, MSE: 0.017829, MAE: 0.104274, Čas: 0.970s
Epocha 3400/10000, MSE: 0.017758, MAE: 0.103936, Čas: 0.998s
Epocha 3500/10000, MSE: 0.017695, MAE: 0.103718, Čas: 1.025s
Epocha 3600/10000, MSE: 0.017648, MAE: 0.103390, Čas: 1.053s
Epocha 3700/10000, MSE: 0.017554, MAE: 0.103216, Čas: 1.080s
Epocha 3800/10000, MSE: 0.017443, MAE: 0.102846, Čas: 1.108s
Epocha 3900/10000, MSE: 0.017370, MAE: 0.102621, Čas: 1.136s
Epocha 4000/10000, MSE: 0.017302, MAE: 0.102441, Čas: 1.164s
Epocha 4100/10000, MSE: 0.017246, MAE: 0.102275, Čas: 1.192s
Epocha 4200/10000, MSE: 0.017188, MAE: 0.102092, Čas: 1.220s
Epocha 4300/10000, MSE: 0.017136, MAE: 0.101928, Čas: 1.248s
Epocha 4400/10000, MSE: 0.017084, MAE: 0.101736, Čas: 1.275s
Epocha 4500/10000, MSE: 0.017032, MAE: 0.101589, Čas: 1.303s
Epocha 4600/10000, MSE: 0.016984, MAE: 0.101450, Čas: 1.331s
Epocha 4700/10000, MSE: 0.016936, MAE: 0.101283, Čas: 1.359s
Epocha 4800/10000, MSE: 0.016889, MAE: 0.101140, Čas: 1.386s
Epocha 4900/10000, MSE: 0.016843, MAE: 0.100997, Čas: 1.414s
Epocha 5000/10000, MSE: 0.016794, MAE: 0.100858, Čas: 1.441s
Epocha 5100/10000, MSE: 0.016744, MAE: 0.100661, Čas: 1.469s
Epocha 5200/10000, MSE: 0.016696, MAE: 0.100466, Čas: 1.496s
Epocha 5300/10000, MSE: 0.016637, MAE: 0.100297, Čas: 1.527s
Epocha 5400/10000, MSE: 0.016583, MAE: 0.100198, Čas: 1.555s
Epocha 5500/10000, MSE: 0.016530, MAE: 0.099990, Čas: 1.583s
Epocha 5600/10000, MSE: 0.016485, MAE: 0.099848, Čas: 1.611s
Epocha 5700/10000, MSE: 0.016440, MAE: 0.099716, Čas: 1.640s
Epocha 5800/10000, MSE: 0.016392, MAE: 0.099516, Čas: 1.668s
Epocha 5900/10000, MSE: 0.016347, MAE: 0.099355, Čas: 1.697s
Epocha 6000/10000, MSE: 0.016307, MAE: 0.099195, Čas: 1.725s
Epocha 6100/10000, MSE: 0.016264, MAE: 0.099023, Čas: 1.753s
Epocha 6200/10000, MSE: 0.016211, MAE: 0.098789, Čas: 1.781s
Epocha 6300/10000, MSE: 0.016166, MAE: 0.098589, Čas: 1.809s
Epocha 6400/10000, MSE: 0.016122, MAE: 0.098410, Čas: 1.837s
Epocha 6500/10000, MSE: 0.016079, MAE: 0.098231, Čas: 1.866s
Epocha 6600/10000, MSE: 0.016040, MAE: 0.098082, Čas: 1.894s
Epocha 6700/10000, MSE: 0.016002, MAE: 0.097942, Čas: 1.924s
Epocha 6800/10000, MSE: 0.015966, MAE: 0.097813, Čas: 1.954s
Epocha 6900/10000, MSE: 0.015932, MAE: 0.097680, Čas: 1.984s
Epocha 7000/10000, MSE: 0.015898, MAE: 0.097572, Čas: 2.013s
Epocha 7100/10000, MSE: 0.015868, MAE: 0.097436, Čas: 2.042s
Epocha 7200/10000, MSE: 0.015834, MAE: 0.097343, Čas: 2.072s
Epocha 7300/10000, MSE: 0.015801, MAE: 0.097205, Čas: 2.101s
Epocha 7400/10000, MSE: 0.015770, MAE: 0.097113, Čas: 2.131s
Epocha 7500/10000, MSE: 0.015737, MAE: 0.097003, Čas: 2.160s
Epocha 7600/10000, MSE: 0.015707, MAE: 0.096900, Čas: 2.190s
Epocha 7700/10000, MSE: 0.015675, MAE: 0.096767, Čas: 2.219s
Epocha 7800/10000, MSE: 0.015644, MAE: 0.096656, Čas: 2.247s
Epocha 7900/10000, MSE: 0.015613, MAE: 0.096572, Čas: 2.277s
Epocha 8000/10000, MSE: 0.015581, MAE: 0.096444, Čas: 2.306s
Epocha 8100/10000, MSE: 0.015552, MAE: 0.096321, Čas: 2.334s
Epocha 8200/10000, MSE: 0.015523, MAE: 0.096216, Čas: 2.363s
Epocha 8300/10000, MSE: 0.015492, MAE: 0.096079, Čas: 2.392s
Epocha 8400/10000, MSE: 0.015463, MAE: 0.095987, Čas: 2.421s
Epocha 8500/10000, MSE: 0.015433, MAE: 0.095895, Čas: 2.450s
Epocha 8600/10000, MSE: 0.015405, MAE: 0.095759, Čas: 2.479s
Epocha 8700/10000, MSE: 0.015377, MAE: 0.095666, Čas: 2.508s
Epocha 8800/10000, MSE: 0.015347, MAE: 0.095546, Čas: 2.538s
Epocha 8900/10000, MSE: 0.015320, MAE: 0.095476, Čas: 2.569s
Epocha 9000/10000, MSE: 0.015293, MAE: 0.095389, Čas: 2.598s
Epocha 9100/10000, MSE: 0.015267, MAE: 0.095254, Čas: 2.627s
Epocha 9200/10000, MSE: 0.015239, MAE: 0.095161, Čas: 2.658s
Epocha 9300/10000, MSE: 0.015213, MAE: 0.095096, Čas: 2.687s
Epocha 9400/10000, MSE: 0.015186, MAE: 0.094988, Čas: 2.715s
Epocha 9500/10000, MSE: 0.015158, MAE: 0.094871, Čas: 2.743s
Epocha 9600/10000, MSE: 0.015132, MAE: 0.094780, Čas: 2.771s
Epocha 9700/10000, MSE: 0.015104, MAE: 0.094670, Čas: 2.800s
Epocha 9800/10000, MSE: 0.015073, MAE: 0.094531, Čas: 2.828s
Epocha 9900/10000, MSE: 0.015030, MAE: 0.094326, Čas: 2.856s
Epocha 10000/10000, MSE: 0.014997, MAE: 0.094203, Čas: 2.884s
Trénink dokončen za 2.88 sekund
Výsledky: MAE před 1.540933, po 0.094247, max před 5.260322, po 0.356825, Zlepšení 93.9%

 === SROVNÁNÍ VÝSLEDKŮ (SGD+Momentum) ===
STEP: epoch 10000, MAE 0.065103, Zlepšení 82.5%
PARABOLOID: epoch 10000, MAE 0.094247, Zlepšení 93.9%

=== TEST KOREKCE: STEP | Optimizer: Adam ===
Body: 400, Chyba min,max: 0.000,0.300, Paměť: 33.01 KB
Epocha 100/10000, MSE: 0.010621, MAE: 0.083324, Čas: 0.035s
Epocha 200/10000, MSE: 0.007014, MAE: 0.071981, Čas: 0.071s
Epocha 300/10000, MSE: 0.006524, MAE: 0.069140, Čas: 0.108s
Epocha 400/10000, MSE: 0.006233, MAE: 0.067208, Čas: 0.142s
Epocha 500/10000, MSE: 0.006075, MAE: 0.065905, Čas: 0.178s
Epocha 600/10000, MSE: 0.005819, MAE: 0.064130, Čas: 0.215s
Epocha 700/10000, MSE: 0.005696, MAE: 0.063132, Čas: 0.251s
Epocha 800/10000, MSE: 0.005814, MAE: 0.063168, Čas: 0.288s
Epocha 900/10000, MSE: 0.006400, MAE: 0.065765, Čas: 0.320s
Epocha 1000/10000, MSE: 0.005591, MAE: 0.061408, Čas: 0.351s
Early stopping po 1086 epochách
Trénink dokončen za 0.38 sekund
Výsledky: MAE před 0.377897, po 0.061225, max před 0.907021, po 0.189469, Zlepšení 83.8%

=== TEST KOREKCE: PARABOLOID | Optimizer: Adam ===
Body: 400, Chyba min,max: -0.300,0.300, Paměť: 33.01 KB
Epocha 100/10000, MSE: 0.043811, MAE: 0.156770, Čas: 0.033s
Epocha 200/10000, MSE: 0.021037, MAE: 0.111448, Čas: 0.067s
Epocha 300/10000, MSE: 0.017748, MAE: 0.103351, Čas: 0.105s
Epocha 400/10000, MSE: 0.015541, MAE: 0.095461, Čas: 0.142s
Epocha 500/10000, MSE: 0.014666, MAE: 0.091466, Čas: 0.176s
Epocha 600/10000, MSE: 0.013879, MAE: 0.088621, Čas: 0.209s
Epocha 700/10000, MSE: 0.014705, MAE: 0.088352, Čas: 0.242s
Epocha 800/10000, MSE: 0.014854, MAE: 0.090569, Čas: 0.277s
Epocha 900/10000, MSE: 0.013768, MAE: 0.087201, Čas: 0.309s
Epocha 1000/10000, MSE: 0.012833, MAE: 0.083807, Čas: 0.347s
Epocha 1100/10000, MSE: 0.012588, MAE: 0.083310, Čas: 0.382s
Early stopping po 1121 epochách
Trénink dokončen za 0.39 sekund
Výsledky: MAE před 1.542633, po 0.079923, max před 5.287681, po 0.346706, Zlepšení 94.8%

 === SROVNÁNÍ VÝSLEDKŮ (Adam) ===
STEP: epoch 1086, MAE 0.061225, Zlepšení 83.8%
PARABOLOID: epoch 1121, MAE 0.079923, Zlepšení 94.8%

 === SROVNÁNÍ OPTIMALIZÉRŮ PRO STEP ===
SGD+Momentum: epoch 10000, MAE 0.065103, Zlepšení 82.5%
Adam:         epoch 1086, MAE 0.061225, Zlepšení 83.8%

 === SROVNÁNÍ OPTIMALIZÉRŮ PRO PARABOLOID ===
SGD+Momentum: epoch 10000, MAE 0.094247, Zlepšení 93.9%
Adam:         epoch 1121, MAE 0.079923, Zlepšení 94.8%

Process finished with exit code 0
