From a6273835b1eea6089302e4cd3eb090c2cb756a7f Mon Sep 17 00:00:00 2001 From: judsonupchurch Date: Tue, 4 Feb 2025 03:57:47 +0000 Subject: [PATCH] Inverted pendulum with desired theta trained --- nohup.out | 369 ++++++++++++++++++ ..._desiredtheta_-6.283_finaltheta_-6.303.png | Bin 0 -> 57630 bytes ...00_desiredtheta_1.571_finaltheta_1.613.png | Bin 0 -> 57582 bytes ..._desiredtheta_-1.571_finaltheta_-1.579.png | Bin 0 -> 51246 bytes ...00_desiredtheta_1.047_finaltheta_1.037.png | Bin 0 -> 54690 bytes ..._desiredtheta_-1.047_finaltheta_-1.050.png | Bin 0 -> 53088 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 46697 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 46063 bytes ...00_desiredtheta_1.047_finaltheta_1.037.png | Bin 0 -> 44946 bytes ..._desiredtheta_-1.047_finaltheta_-1.050.png | Bin 0 -> 44082 bytes ...00_desiredtheta_6.283_finaltheta_6.302.png | Bin 0 -> 54897 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 47887 bytes ...00_desiredtheta_6.283_finaltheta_6.302.png | Bin 0 -> 55692 bytes ..._desiredtheta_12.566_finaltheta_12.589.png | Bin 0 -> 56943 bytes ...esiredtheta_-12.566_finaltheta_-12.604.png | Bin 0 -> 60053 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 49616 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 46806 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 47249 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 42365 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 42831 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 47444 bytes ...00_desiredtheta_0.000_finaltheta_0.001.png | Bin 0 -> 45622 bytes ...00_desiredtheta_6.283_finaltheta_6.302.png | Bin 0 -> 56645 bytes ...4_desiredtheta_0.000_finaltheta_-0.033.png | Bin 0 -> 47140 bytes ..._desiredtheta_-3.611_finaltheta_-3.588.png | Bin 0 -> 48503 bytes ...93_desiredtheta_1.004_finaltheta_1.032.png | Bin 0 -> 49787 bytes ...31_desiredtheta_3.262_finaltheta_3.194.png | Bin 0 -> 52345 bytes ...85_desiredtheta_1.867_finaltheta_1.962.png | Bin 0 -> 51622 bytes ...41_desiredtheta_3.150_finaltheta_3.089.png | Bin 0 -> 53412 bytes ...02_desiredtheta_1.222_finaltheta_1.238.png | Bin 0 -> 44406 bytes ..._desiredtheta_-3.690_finaltheta_-3.652.png | Bin 0 -> 53138 bytes ..._desiredtheta_-2.460_finaltheta_-2.503.png | Bin 0 -> 54074 bytes ..._desiredtheta_-1.925_finaltheta_-1.935.png | Bin 0 -> 52781 bytes ...1_desiredtheta_0.000_finaltheta_-0.046.png | Bin 0 -> 48331 bytes ..._desiredtheta_-1.551_finaltheta_-1.564.png | Bin 0 -> 46273 bytes ...3_desiredtheta_0.000_finaltheta_-0.020.png | Bin 0 -> 49575 bytes ...9_desiredtheta_0.000_finaltheta_-0.044.png | Bin 0 -> 44702 bytes ...79_desiredtheta_0.000_finaltheta_0.045.png | Bin 0 -> 45923 bytes ...54_desiredtheta_0.000_finaltheta_0.043.png | Bin 0 -> 46650 bytes ...6_desiredtheta_0.000_finaltheta_-0.003.png | Bin 0 -> 43370 bytes ...7_desiredtheta_0.000_finaltheta_-0.004.png | Bin 0 -> 43630 bytes ...5_desiredtheta_0.000_finaltheta_-0.031.png | Bin 0 -> 49129 bytes ...1_desiredtheta_0.000_finaltheta_-0.014.png | Bin 0 -> 46343 bytes validator.py | 22 +- 44 files changed, 386 insertions(+), 5 deletions(-) create mode 100644 nohup.out create mode 100644 validation/in-sample/10_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_-6.283_finaltheta_-6.303.png create mode 100644 validation/in-sample/11_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_1.571_finaltheta_1.613.png create mode 100644 validation/in-sample/12_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_-1.571_finaltheta_-1.579.png create mode 100644 validation/in-sample/13_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_1.047_finaltheta_1.037.png create mode 100644 validation/in-sample/14_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_-1.047_finaltheta_-1.050.png create mode 100644 validation/in-sample/15_theta0_0.785_omega0_3.142_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/16_theta0_-0.785_omega0_-3.142_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/17_theta0_1.571_omega0_-3.142_alpha0_0.000_desiredtheta_1.047_finaltheta_1.037.png create mode 100644 validation/in-sample/18_theta0_-1.571_omega0_3.142_alpha0_0.000_desiredtheta_-1.047_finaltheta_-1.050.png create mode 100644 validation/in-sample/19_theta0_0.785_omega0_3.142_alpha0_0.000_desiredtheta_6.283_finaltheta_6.302.png create mode 100644 validation/in-sample/1_theta0_0.524_omega0_0.000_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/20_theta0_-0.785_omega0_-3.142_alpha0_0.000_desiredtheta_6.283_finaltheta_6.302.png create mode 100644 validation/in-sample/21_theta0_1.571_omega0_-3.142_alpha0_0.000_desiredtheta_12.566_finaltheta_12.589.png create mode 100644 validation/in-sample/22_theta0_-1.571_omega0_3.142_alpha0_0.000_desiredtheta_-12.566_finaltheta_-12.604.png create mode 100644 validation/in-sample/2_theta0_-0.524_omega0_0.000_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/3_theta0_2.094_omega0_0.000_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/4_theta0_-2.094_omega0_0.000_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/5_theta0_0.000_omega0_1.047_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/6_theta0_0.000_omega0_-1.047_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/7_theta0_0.000_omega0_6.283_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/8_theta0_0.000_omega0_-6.283_alpha0_0.000_desiredtheta_0.000_finaltheta_0.001.png create mode 100644 validation/in-sample/9_theta0_0.000_omega0_0.000_alpha0_0.000_desiredtheta_6.283_finaltheta_6.302.png create mode 100644 validation/out-of-sample/10_theta0_-1.648_omega0_5.721_alpha0_0.334_desiredtheta_0.000_finaltheta_-0.033.png create mode 100644 validation/out-of-sample/11_theta0_-2.611_omega0_5.088_alpha0_0.045_desiredtheta_-3.611_finaltheta_-3.588.png create mode 100644 validation/out-of-sample/12_theta0_1.654_omega0_0.982_alpha0_-0.193_desiredtheta_1.004_finaltheta_1.032.png create mode 100644 validation/out-of-sample/13_theta0_-2.395_omega0_3.551_alpha0_-0.431_desiredtheta_3.262_finaltheta_3.194.png create mode 100644 validation/out-of-sample/14_theta0_0.475_omega0_0.555_alpha0_-0.285_desiredtheta_1.867_finaltheta_1.962.png create mode 100644 validation/out-of-sample/15_theta0_-0.640_omega0_-4.678_alpha0_-0.341_desiredtheta_3.150_finaltheta_3.089.png create mode 100644 validation/out-of-sample/16_theta0_1.748_omega0_-3.248_alpha0_-0.002_desiredtheta_1.222_finaltheta_1.238.png create mode 100644 validation/out-of-sample/17_theta0_2.505_omega0_-2.875_alpha0_-0.066_desiredtheta_-3.690_finaltheta_-3.652.png create mode 100644 validation/out-of-sample/18_theta0_1.337_omega0_2.222_alpha0_0.045_desiredtheta_-2.460_finaltheta_-2.503.png create mode 100644 validation/out-of-sample/19_theta0_1.531_omega0_2.231_alpha0_-0.291_desiredtheta_-1.925_finaltheta_-1.935.png create mode 100644 validation/out-of-sample/1_theta0_-2.199_omega0_-4.429_alpha0_0.451_desiredtheta_0.000_finaltheta_-0.046.png create mode 100644 validation/out-of-sample/20_theta0_-1.066_omega0_4.321_alpha0_0.075_desiredtheta_-1.551_finaltheta_-1.564.png create mode 100644 validation/out-of-sample/2_theta0_1.714_omega0_-0.770_alpha0_0.203_desiredtheta_0.000_finaltheta_-0.020.png create mode 100644 validation/out-of-sample/3_theta0_0.241_omega0_-5.494_alpha0_0.439_desiredtheta_0.000_finaltheta_-0.044.png create mode 100644 validation/out-of-sample/4_theta0_0.031_omega0_4.902_alpha0_-0.479_desiredtheta_0.000_finaltheta_0.045.png create mode 100644 validation/out-of-sample/5_theta0_1.930_omega0_-1.302_alpha0_-0.454_desiredtheta_0.000_finaltheta_0.043.png create mode 100644 validation/out-of-sample/6_theta0_-0.676_omega0_4.247_alpha0_0.036_desiredtheta_0.000_finaltheta_-0.003.png create mode 100644 validation/out-of-sample/7_theta0_0.735_omega0_-5.925_alpha0_0.047_desiredtheta_0.000_finaltheta_-0.004.png create mode 100644 validation/out-of-sample/8_theta0_-3.074_omega0_-3.535_alpha0_0.315_desiredtheta_0.000_finaltheta_-0.031.png create mode 100644 validation/out-of-sample/9_theta0_-0.094_omega0_6.111_alpha0_0.151_desiredtheta_0.000_finaltheta_-0.014.png diff --git a/nohup.out b/nohup.out new file mode 100644 index 0000000..fd1ed09 --- /dev/null +++ b/nohup.out @@ -0,0 +1,369 @@ +Random seed for torch and numpy: 2300 +Epoch 0/10000 | Loss: 1087012.250000 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 25/10000 | Loss: 6898.118652 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 50/10000 | Loss: 4412.367676 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 75/10000 | Loss: 3298.566406 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 100/10000 | Loss: 3002.045166 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 125/10000 | Loss: 2829.683350 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 150/10000 | Loss: 2759.196289 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 175/10000 | Loss: 2696.267090 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 200/10000 | Loss: 2641.802246 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 225/10000 | Loss: 2627.766113 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 250/10000 | Loss: 2616.508789 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 275/10000 | Loss: 2606.689697 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 300/10000 | Loss: 2598.056641 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 325/10000 | Loss: 2590.355225 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 350/10000 | Loss: 2583.272217 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 375/10000 | Loss: 2576.819092 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 400/10000 | Loss: 2570.974365 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 425/10000 | Loss: 2565.622070 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 450/10000 | Loss: 2560.492676 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 475/10000 | Loss: 2555.507080 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 500/10000 | Loss: 2550.791992 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 525/10000 | Loss: 2546.307373 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 550/10000 | Loss: 2542.235352 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 575/10000 | Loss: 2538.663086 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 600/10000 | Loss: 2535.666260 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 625/10000 | Loss: 2533.218262 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 650/10000 | Loss: 2531.062744 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 675/10000 | Loss: 2529.083252 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 700/10000 | Loss: 2527.166504 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 725/10000 | Loss: 2525.322754 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 750/10000 | Loss: 2523.717285 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 775/10000 | Loss: 2522.445312 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 800/10000 | Loss: 2521.282715 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 825/10000 | Loss: 2520.170166 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 850/10000 | Loss: 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2509.930176 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1150/10000 | Loss: 2509.170654 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1175/10000 | Loss: 2508.456055 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1200/10000 | Loss: 2507.726318 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1225/10000 | Loss: 2507.019043 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1250/10000 | Loss: 2506.293457 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1275/10000 | Loss: 2505.667725 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1300/10000 | Loss: 2504.782471 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1325/10000 | Loss: 2504.036133 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1350/10000 | Loss: 2503.286377 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1375/10000 | Loss: 2502.594482 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1400/10000 | Loss: 2501.831055 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1425/10000 | Loss: 2501.141846 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1450/10000 | Loss: 2500.542969 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1475/10000 | Loss: 2499.948242 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1500/10000 | Loss: 2499.469482 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1525/10000 | Loss: 2499.087891 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1550/10000 | Loss: 2498.799805 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1575/10000 | Loss: 2498.394531 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1600/10000 | Loss: 2498.098633 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1625/10000 | Loss: 2497.802246 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1650/10000 | Loss: 2497.553467 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1675/10000 | Loss: 2497.372559 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1700/10000 | Loss: 2497.127930 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1725/10000 | Loss: 2496.876465 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1750/10000 | Loss: 2496.729980 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1775/10000 | Loss: 2496.487793 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1800/10000 | Loss: 2496.275635 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1825/10000 | Loss: 2496.156006 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1850/10000 | Loss: 2495.860840 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1875/10000 | Loss: 2495.555664 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1900/10000 | Loss: 2495.285156 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1925/10000 | Loss: 2495.070801 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1950/10000 | Loss: 2494.809326 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 1975/10000 | Loss: 2494.603516 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2000/10000 | Loss: 2494.521484 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2025/10000 | Loss: 2494.258789 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2050/10000 | Loss: 2494.076904 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2075/10000 | Loss: 2493.911377 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2100/10000 | Loss: 2493.803467 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2125/10000 | Loss: 2493.607422 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2150/10000 | Loss: 2493.448242 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2175/10000 | Loss: 2493.372559 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2200/10000 | Loss: 2493.167480 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2225/10000 | Loss: 2493.021729 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2250/10000 | Loss: 2492.921631 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2275/10000 | Loss: 2492.787354 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2300/10000 | Loss: 2492.633545 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2325/10000 | Loss: 2492.525146 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2350/10000 | Loss: 2492.379883 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2375/10000 | Loss: 2492.259521 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2400/10000 | Loss: 2492.202637 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2425/10000 | Loss: 2492.150146 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2450/10000 | Loss: 2491.947266 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2475/10000 | Loss: 2491.830322 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2500/10000 | Loss: 2491.792725 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2525/10000 | Loss: 2491.766846 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2550/10000 | Loss: 2491.499023 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2575/10000 | Loss: 2491.353271 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2600/10000 | Loss: 2491.218262 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2625/10000 | Loss: 2491.115967 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2650/10000 | Loss: 2491.019043 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2675/10000 | Loss: 2490.816650 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2700/10000 | Loss: 2490.701416 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2725/10000 | Loss: 2490.608643 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2750/10000 | Loss: 2490.554688 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2775/10000 | Loss: 2490.380615 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2800/10000 | Loss: 2490.269287 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2825/10000 | Loss: 2490.158691 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2850/10000 | Loss: 2490.026367 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2875/10000 | Loss: 2489.925049 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2900/10000 | Loss: 2489.862061 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2925/10000 | Loss: 2489.746582 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2950/10000 | Loss: 2489.623291 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 2975/10000 | Loss: 2489.500244 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3000/10000 | Loss: 2489.391357 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3025/10000 | Loss: 2489.324219 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3050/10000 | Loss: 2489.150391 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3075/10000 | Loss: 2489.061279 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3100/10000 | Loss: 2489.039062 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3125/10000 | Loss: 2488.841064 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3150/10000 | Loss: 2488.878906 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3175/10000 | Loss: 2488.596191 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3200/10000 | Loss: 2488.661133 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3225/10000 | Loss: 2488.471924 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3250/10000 | Loss: 2488.281738 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3275/10000 | Loss: 2488.207764 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3300/10000 | Loss: 2488.135254 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3325/10000 | Loss: 2488.150879 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3350/10000 | Loss: 2487.887207 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3375/10000 | Loss: 2487.853271 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3400/10000 | Loss: 2487.732178 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3425/10000 | Loss: 2487.609863 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3450/10000 | Loss: 2487.441406 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3475/10000 | Loss: 2487.407715 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3500/10000 | Loss: 2487.238770 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3525/10000 | Loss: 2487.141113 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3550/10000 | Loss: 2487.045166 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3575/10000 | Loss: 2486.975342 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3600/10000 | Loss: 2486.823486 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3625/10000 | Loss: 2486.737549 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3650/10000 | Loss: 2486.565430 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3675/10000 | Loss: 2486.515625 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3700/10000 | Loss: 2486.400879 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3725/10000 | Loss: 2486.353516 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3750/10000 | Loss: 2486.283203 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3775/10000 | Loss: 2486.348145 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3800/10000 | Loss: 2486.106689 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3825/10000 | Loss: 2485.986816 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3850/10000 | Loss: 2485.947266 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3875/10000 | Loss: 2485.885010 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3900/10000 | Loss: 2485.864746 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3925/10000 | Loss: 2485.722168 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3950/10000 | Loss: 2485.631348 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 3975/10000 | Loss: 2485.570801 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4000/10000 | Loss: 2485.480469 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4025/10000 | Loss: 2485.408203 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4050/10000 | Loss: 2485.328857 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4075/10000 | Loss: 2485.380859 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4100/10000 | Loss: 2485.173340 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4125/10000 | Loss: 2485.126953 +Model saved as 'controller_with_desired_theta.pth'. +Epoch 4150/10000 | Loss: 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