diff --git a/examples/cartpole.py b/examples/cartpole.py index 95cec02..4dad781 100644 --- a/examples/cartpole.py +++ b/examples/cartpole.py @@ -35,12 +35,7 @@ def plot_loss(J_hist): plt.show(block=False) -def plot_path(Z, - encoding=ENCODING, - indices=None, - reality=None, - std_scale=1.0, - legend=True): +def plot_path(Z, encoding=ENCODING, indices=None, reality=None, std_scale=1.0, legend=True): if not PLOT: return @@ -75,18 +70,12 @@ def plot_path(Z, for i in range(1, 4): j = std_scale * i - plt.gca().fill_between( - t.flat, (mean - j * std).flat, (mean + j * std).flat, - color=colors[index], - alpha=1.0 / (i + 1)) + plt.gca().fill_between(t.flat, (mean - j * std).flat, (mean + j * std).flat, + color=colors[index], + alpha=1.0 / (i + 1)) if legend: - plt.legend( - bbox_to_anchor=(0.0, 1.0, 1.0, 0.7), - loc="upper left", - ncol=4, - mode="expand", - borderaxespad=0.) + plt.legend(bbox_to_anchor=(0.0, 1.0, 1.0, 0.7), loc="upper left", ncol=4, mode="expand", borderaxespad=0.) plt.xlim(0, N) plt.axhline(0, linestyle="--", color="#333333", linewidth=0.25) @@ -152,15 +141,14 @@ def on_iteration(iteration, state, Z, U, J_opt): ) controller.train() - Z, U, state = controller.fit( - U, - encoding=ENCODING, - n_iterations=50, - on_iteration=on_iteration, - on_trial=on_trial, - max_trials=20, - u_min=UMIN, - u_max=UMAX) + Z, U, state = controller.fit(U, + encoding=ENCODING, + n_iterations=50, + on_iteration=on_iteration, + on_trial=on_trial, + max_trials=20, + u_min=UMIN, + u_max=UMAX) plt.figure() plot_loss(J_hist) diff --git a/notebooks/known_dynamics/cartpole.ipynb b/notebooks/known_dynamics/cartpole.ipynb index 613e9c0..826d1e9 100644 --- a/notebooks/known_dynamics/cartpole.ipynb +++ b/notebooks/known_dynamics/cartpole.ipynb @@ -84,6 +84,8 @@ "outputs": [], "source": [ "import torch\n", + "torch.set_num_threads(1)\n", + "torch.set_flush_denormal(True)\n", "import numpy as np" ] }, @@ -96,7 +98,7 @@ "DT = 0.1 # Time step (s).\n", "RENDER = True # Whether to render the environment or not.\n", "N = 25 # Planning horizon length.\n", - "H = 3 * N # Episode length.\n", + "H = 4 * N # Episode length.\n", "U_MAX = torch.tensor([10.0]) # Maximum action.\n", "U_MIN = -U_MAX # Minimum action.\n", "\n", @@ -108,7 +110,16 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/data/miniconda3/envs/pddp/lib/python3.8/site-packages/gym/logger.py:30: UserWarning: \u001b[33mWARN: Box bound precision lowered by casting to float32\u001b[0m\n", + " warnings.warn(colorize('%s: %s'%('WARN', msg % args), 'yellow'))\n" + ] + } + ], "source": [ "cost = pddp.examples.cartpole.CartpoleCost()\n", "model = pddp.examples.cartpole.CartpoleDynamicsModel(DT)\n", @@ -217,12 +228,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3f541cfe8cb64222bdaf38ea90abf696", + "model_id": "82bc6222c13344989f53a7b54ec4d92a", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='iLQR', max=1), HTML(value='')))" + "HBox(children=(FloatProgress(value=0.0, description='iLQR', max=1.0, style=ProgressStyle(description_width='in…" ] }, "metadata": {}, @@ -232,12 +243,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "iteration 1 iLQRState.REJECTED 29.147627 [ 0.12836649 0.07921682 -0.0005663 0.06778435]\n", - "iteration 1 iLQRState.REJECTED 29.147627 [ 0.12836649 0.07921682 -0.0005663 0.06778435]\n", - "iteration 1 iLQRState.REJECTED 29.147627 [ 0.12836649 0.07921682 -0.0005663 0.06778435]\n", - "iteration 1 iLQRState.REJECTED 29.147627 [ 0.12836649 0.07921682 -0.0005663 0.06778435]\n", - "iteration 1 iLQRState.REJECTED 29.147627 [ 0.12836649 0.07921682 -0.0005663 0.06778435]\n", - "iteration 1 iLQRState.ACCEPTED 29.011444 [ 0.00433573 0.01084553 -0.00203709 0.00257137]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.REJECTED 29.289173 [ 0.09607116 0.02405791 -0.01362223 -0.3735696 ]\n", + "iteration 1 iLQRState.ACCEPTED 29.13617 [ 0.01635213 -0.00317609 -0.01328573 -0.30483633]\n", "\n" ] } @@ -245,6 +257,7 @@ "source": [ "J_hist = []\n", "controller.eval()\n", + "env.reset()\n", "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=1, tol=0,\n", " on_iteration=on_iteration, u_min=U_MIN, u_max=U_MAX)\n" ] @@ -256,72 +269,86 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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SynxjE/QNj80aaApyvXxpSmKA3688s6WLc4+pJcebOgNWyWzJGmC7qu5U1VHgXuCKKedcAdzl3H4AuEgCf65cAdyrqiOqugvY7lwv5V1/9hIaKgr58sNvMuG3DDSTfVSVvU6g2dYR2x5NQ0XoD2c3xbk1DYprdk6uoZl+6Mx1/pTEgI1t/XQPjqRMWrMrmYGmAdgbdL/VORbyHFUdB/qA6lmeq8BvReQVEblhuhcXkRtEZJ2IrOvqmntV1EgV5Hr53GUr2dw+wH0v7539CcZkmJ5DoxwaDew+G6uCs76xCboHR1lQHrpH4yYIpMM8TXu/WxUgvIyx4MSAp7d0IgLnpVAiACQ30ITavHrqn/jTnTPTc89S1VMJDMl9TETODfXiqnqbqq5W1dW1tYn9oVx2Qj1rFlfxrd9uod+XvXuZm+zkDptVFuXGrEez3xkSm27ozP3QTofMs47+0Is1pxOcGHDXH3Zz4sIKakpm7w0lUjIDTSvQGHR/ITB17+PJc0QkBygHemZ6rqq63zuB/yMFh9REhC++cxU9Q6N8/8ltyW6OMQnlBprzj62jvd/HQAz+2JpusaarINdLbWl+VDtVJspkoCkNfw2Mmxhw4NBoSqU1u5IZaF4GlovIEhHJIzC5/9CUcx4CrnFuXwk8pYGl9Q8BVzlZaUuA5cBLIlIsIqUAIlIMXAK8kYD3MmfHN5TzntMW8t9/2M0uS3c2WWTvZKAJfCDu6Ir+//9Ma2hc6bKWpnNghPwcD2WFOWE/pyDXy1fedTyFuV7efvz8OLYuMkkLNM6cy8eBx4BNwP2qulFEviwilzun3QFUi8h24EbgJue5G4H7gTeB3wAfU9UJYB7wnIi8BrwEPKKqv0nk+5qLT73tWPJzvBFv02pMOmrpGaKuNJ8TGsoB2NYxEPU19/f6EIF55dMPGaXLvjTuYs1QadozOWd5LRv/+W0cW18ap5ZFLvyQGQeq+mvg11OOfTHotg94zzTP/Srw1SnHdgInxb6l8eGmO3/9N5t5bls3Zy+vSXaTjIm7lp4hmqqKaKoqIs/riUmKc1vvMLUl+eTneKc9Z2FFIY9v7MDv15ClXVJFe5+P+jDnZ6ZK1feVOonWWepDZy2msaqQL/9qI+O2jYDJAnt7hmmqKiLH62FJTTHbY5AQMNMaGldDZSGjE366Y1iNIB46B0aom6EqQDqyQJNkBblePn/ZSrZ2DPIzS3c2GW503E9b3zCNVYE97JfVlcSkR7Ovd3jG+RlIj31pVHXWOmfpyAJNCnjbcfWc0VzFt3+7hb4hS3c2mWtf7zCq0BQUaPb2DOEbm4j4mqrqlJ+Z+cM5HfalGRwZZ2h0YsY6Z+nIAk0KEBG+8I5V9A6P8V1LdzYZzE1tbqo+HGj8CjujyDw7ODSGb+zoDc+mmly0mcI9GndnTevRmLg4bkE5V53eyN1/3B2z1dLGpJrJQOP0aJbPKwGiq3nmro2ZP01VAFdpQS5lBTkp3aOZ62LNdGGBJoX8wyXHUpBr6c4mc+3tGSI/x0Ots3J9SU0xHoHtUaQ4h7OGxtVQWZTiPRoLNCbOakry+dsLl/HU5k6e3Zq4+mvGJErLgSEaq4om03Dzc7w0VRXFpEcz2xwNOIs2U7pHE35BzXRigSbFXHvWYhZVF/GVX71p6c4m47hraIItqyuNal+att5h8nM8VBXnzXruwspCJyEhNSund/T7KM3PoTg/qUscY84CTYrJzwmkO2/vHOSeF1uS3RxjYsbdHuDoQFPCru5DEf9h1dbro2GaDc+maqgoZHBknP7h8YheK946+n3MC7NqczqxQJOC1q6ax5lLq7nlia30Do0muznGxETv0BgDI+OTa2hcy+tKGJtQ9vREtlfMvt7ZF2u6Un1fmtm2cE5XFmhSkFvduX94jO88YenOJjNMzThzLasLZJ5FumVAOGtoXKm+L01H/8icqjanCws0KWpFfRlXr2niJy/sYUt79EUHjUm26QLNUifQRJLWPzI+QefAyJx7NKmYeaaqdA74qMuwjDOwQJPSblx7DOWFuXz0nldismeHMcnkBprGqiODQkl+DgvKCyJKCOjoC2RphRtoqovzKMj1pGSP5uDQGGMTakNnJrGqS/K59S9OYfeBIf7h/tfw+1MzU8aYcOztGaKmJJ+ivKMzqpbWlbCtc+4997msoYHAsPSCFN2Xpt3ZJTTSys2pzAJNijtzaQ2fu2wlv32zgx88vT3ZzTEmYoHU5tABYXldKTs6D835j6nZdtYMJVU3QOsYCAQaGzozSXHdWYt518kL+PYTW3lqc0eym2NMREKtoXEtqytheGxizgHgcPmZ8D+cF6boBmidk1UBbOjMJIGI8G9/fiIr68v4xL3rbetnk3bGJvy09Q7PGGhg7jXP2vqGqSnJoyB3+g3PpmqoKOTAoVGGRyOvGB0PblWA2gyrCgAWaNJGYZ6X//rL0/B6hBvuXsfgSGouODMmlLbeYfzKUWtoXMvdzLM5JgS09frmNGwGqZt51tHvo6o4b8ZdQtOVBZo00lhVxK1Xn8qOrkE+/b+vpWwZDTM3r7Yc5MJvPcPODK7aPV1qs6uyOI/q4rw5r6Vp6x1mwSxVm6dqqCiafG4qycQNz1yzBhoRWS0ify8i/y4iXxaR94pIVSIaZ4529vIabnr7Ch59o50fPrsj2c0xMbC+pZedXYf4xL3rGR3PzPp2U/ehCWWuu20e3vBsboHGXdyZej2akYycn4EZAo2IXCsirwKfBQqBLUAncDbwuIjcJSJNiWmmCfaRc5p5x4nz+ffHtvDMls5kN8dEyd3DfsO+Pr7zxNYktyY+WnqGyPN6Zlz1vqyuhG0dA2H31PuHxzk0OhF2VQBXfVkBXo+kXEJAR78vI6sCAMxUIrQYOEtVQ/40RORkYDlglR8TTET4xpUnsr1zkL/72Z94+G/PZlF1cbKbZSLUPRj4S/aCY+v44bM7OPeYWs5ork52s2Jqb88QC6sKJ7cHCGVZXQn9vnG6BkeoC+MDd65raFw5Xg/1ZQUp1aMZn/BP/j/IRNP2aFT1B9MFGefx9ar6ZHyaZWZTlJfDbX+5GhHhr37yCkOjlhyQrroGRqgpyecL71jF4upibrxvPX1DmVUJYqbUZtfyulKAsCsERLKGxpVq+9IcODSKXzNzDQ2EN0fzDREpE5FcEXlSRLpF5AOJaJyZWVN1Ed+/+hS2dgzwmQdet+SANNU9OEpNST7F+Tl8530n0zkwwud+uSGjfp4tB2YPNJMpzuEGmr4oAk1lai3azOSqABBe1tklqtoPvANoBY4BPh2LFxeRS0Vki4hsF5GbQjyeLyL3OY+/KCKLgx77rHN8i4i8LdxrZppzj6nl029bwa9e38+Pfr8z2c0xEegeDPRoAE5qrODGS47hkdf384tX9yW5ZbHRNzRGv2981kAzryyf0vycsAPNvt5h8rweqsPY8GyqhopC2vt9KbO5YKZu4ewKJ9DkOt8vA36mqj2xeGER8QI/AN4OrAKuFpFVU067HjioqsuAW4CvO89dBVwFHAdcCvyHiHjDvGbG+evzmrnshHq+9uhmntvWnezmmDlQVboHR45YpPdX5y7lLUuq+OKDb7DnQPovzj1cTHPmQCMigZpnYaY4t/X6mF9RMOO8z3QaKguZ8Cvtzgd8snUMBBJCsm6OJsjDIrIZWA08KSK1QCx+OmuA7aq6U1VHgXuBK6accwVwl3P7AeAiCWyjdwVwr6qOqOouYLtzvXCumXFEhH+/8iSW1ZXw8Z+9yt4IN5Ayidc3HKjYW1Ny+K9yr0e45X0n4/UIn7xvPWMp8ld3pGZbQxNsLinOkayhcaXavjSd/T48Eiikm4lmDTSqehPwVmC1qo4BQ8Tmw7sB2Bt0v9U5FvIcVR0H+oDqGZ4bzjUBEJEbRGSdiKzr6uqK4m2khuL8QHKAb2yCO57blezmmDC5qc1Ty44sqCjkX//8BP7U0sv3n0rvYqrh9mggUCGga2AkrGSISNbQuFKtOkBHv4/a0ny8EfTO0kFYlQFU9aCqTji3D6lqewxeO9S/6NTZz+nOmevxow+q3qaqq1V1dW1t7YwNTReLa4pZXlfKTquFlja6BgJbddeE+Ev2HScu4N2nLuTWp7axbndMRqyToqXnENXFeZTkz7SaIuBwzbOZtwwYm/DT0e+jYY5raFyp1qNp7x/J2EQASG4JmlagMej+QqBtunNEJAcoB3pmeG4418xoTdVFNnSWRqbr0bi+dPkqFlYW8cn71tOfppvftfQMhdWbgfBTnDv6ffg1sowzgIJcLzUleSnTo+nsz8ydNV0zVQaY/c+P6LwMLBeRJSKSR2By/6Ep5zwEXOPcvhJ4SgM5nw8BVzlZaUsILBx9KcxrZrSmqiJaDw4xYZukpYUuZxI4VI8GoLQgl1vedzL7+3zc/ODGRDYtZsJZQ+NqqCwkP8cza0JAW29gmjjSQAOptS9NoM5ZZs7PwMw9mhdE5Jci8tfBacWx4sy5fBx4DNgE3K+qG516apc7p90BVIvIduBG4CbnuRuB+4E3gd8AH1PViemuGeu2p7JFVUWMTSj7+1LjF8jMrHtwBK9HqCjMnfac0xZV8ncXLuf//rSPB9enV8pzYHsAX9iBxusRmmtnTwiIZrGmqyFF9qUZGZ/g4NBYxpafgRlK0KjqahFZRCBV+Dsi0gA8BzwKPKuqI9G+uKr+Gvj1lGNfDLrtA94zzXO/Cnw1nGtmE/cXuqVniIWV4f1ym+TpHhyhujhv1hTdj12wlN9t6+Kf/u8NTm2qDHsoKtn29/qY8GvYgQYCCQGvthyc8Zx9k4Em8g/nhopCntzUiaoSSGZNjk5nH5p5c9i8Ld3MOEejqntU9T9V9V3AmcDDwMXA70XkkUQ00MyN+wHUcsDmadJB9+BoWBtd5Xg9fOd9J6PAjfevT5uh0blknLmW1ZXQenB4xrJKbb3DVBblUpQX+Qh/Q0UhI+N+ugdHI75GLGT6Yk2YQzKAqo6p6lOq+hlVXQPcEMd2mQgtqCgkxyOTv+AmtQVXBZhNY1URX3nXcby8+yA/fCY9Up7D2R5gKncTtJ1d02dPRpPa7GpwevzJnqdxd9bM1jmaGalqeg0WZwmvR1hYWcgeCzRpwS2oGa53ndzA5Sct4JYntrG1Y+YU4FTQ0jNErlfmlLrrpjhv65z+/UWys+ZUqZLiPNmjyeA5GtthMwM1VRdbinMaUFUODI5SUxp+rS4R4XOXrWTCrzy/PfXLDe115grnshBxUXUxXo/MmOLc1jc85+0Bpjq8aDO5vysdAz7ycjxUFE2fEJLuLNBkoKaqQvbYHE3K6x8eZ3TCT+0cy47MK8unujiPzfvTo0cz18SFvBwPi6uLpg00/b4xBnzjUSUCAJQX5lKan5P0Hk2ns7NmMhMS4m3WmTQRWQ18HljknC+AquqJcW6bidCiqmL6hsfoGxqjPIP/Skp3XbMs1pyOiLBifimb2vvj0ayYaukZ4qTG8jk/b1ldCdumCTT7Y7CGxpUK2wW092XuzpqucHo09wA/Bt4NvJPAdgHvjGejTHQag1KcTeqabbHmTFbWl7GlfSCls8/6hsboGx6bU2qza3ldKXsODDE6fnRB0VisoXEFFm0mt4Jzx4AvozPOILxA06WqD6nqLifdeY+q7ol7y0zEFlVboEkHbvmZSALNivlljIz72Z3C2wjsPRh+1eapltWVMOHXkO8v0i2cQwks2kzu70ln/wh1GZxxBmEMnQE3i8jtwJPA5CJNVf1F3FplomI9mvRwONDMfeOuFfWBmmCb9w+wtLYkpu2KlUjW0LiCd9s8Zl7pEY+19Q6T65U5z22F0lBRSL9vnAHfGKUFiR9mHhwZZ3BkPON7NOEEmg8BKwhsgOb2YxWwQJOiSvJzqC7Oo6Undf/aNYfLz1QWzT3QLKsrwesRNrf38/9OnB+H1kUvmkCztLYEkdDFNdt6h6kvj2zDs6mCtwtYUZ/4QOOmNmdy5WYIL9CcpKonxL0lJqaaqousR5PiugbCKz8TSkGul+aaYjalcOZZS88QlUW5lEXQUyjM89JQURgyIaCt1xfxhmdTBa+lWVFfFpNrzoUbaDJ96CycOZoXsmE75EzTVFVkKc4prntwNKKeYyrcAAAgAElEQVT5GdeK+WVsTuHMs71zqNocyvK6kpA9mn290a+hcU0GmiRlnk3WOcvwHk04geZsYL2IbBGR10Vkg4i8Hu+GmegsqiqirXc47bcBzmTdgyPUzDG1OdiK+lJaDw6n7D41kayhCbasroQdXYNHZNZN+JX2fh/zo1xD46opySfP60naWppsqHMG4QWaSwns93IJlt6cNhqrivBr8strmOl1D4xENaG9cn5gknxLe+oNn41P+Nl3cDiqHs2yuhJGx/20BmWFdQ4EqkHHIrUZwOMRFlQU0JqkHk1H/wjFed6wdh9NZzNtfFYCkxWcj/oKPseknkXVxYBlnqUqVQ0Mnc2h/MxUK+cH5hQ270+94bP9fT7G57g9wFTLQuy2Gcs1NK5k7kvT0e/L6O0BXDP1aB4UkW+JyLkiUuweFJFmEbleRB4j0NsxKcj9Bbfimqkp0vIzwerLCigvzGVTCvZo3Fp70fZogCMSAtzFlbGao3Gvlaw5mo7+zK8KADMEGlW9iMDamb8CNopIn4gcAH4K1APXqOoDiWmmmau60nzyczxWXDNFdUWxWNMlIqyoL03JHk00qc2u8sJc6krzQ/Zo5sewF9BQUUTXwAi+sYmYXTNcgaoAmZ1xBrOkN2f7bpXpzOMRGquKbAO0FNUdYZ2zqVbOL+N/1+3F79eYrCuJlZaeIXI8EnVAWDYl86ytd5iygpyYLq5019Ls7/OxpKZ4lrNjR1Xp6B/J+EQAsOrNGa2pqsiGzlJUNOVngq2oL+XQ6AStKZb00dIzRENlITne6D5i3ECjGsg8i8WGZ1Mla1+avuExRsf9FmhMemuqKmJvz9DkL6lJHYcLakaeDACBtTRAylVyjnYNjWt5XQmDI+OTu1Du6/XFdH4GYGGS9qVpz5LUZrBAk9GaqooYHBmn51By90Q3R4um/EywY+YFSrVsSrF5mmjX0LiWTtltMx49mvryAjyS+B5NNmzh7Jo10IjIN0XkuEQ0xsSWVXFOXd0DoxGXnwlWlJfDkurilNoErd83xsGhyLYHmGp5UIrzoZFx+obHYh5ocr0e5pUlfi1NtizWhPB6NJuB20TkRRH5axGZ+y5GJimarIpzyuoeHIl6fsa1Yn5pSpWiiUVqs6umJI/ywly2dw6yv89dQxP7D+aGisSvpel0Ak20CSHpYNZAo6q3q+pZwAeBxcDrIvI/InJBvBtnojO5XYBlnqWcrijLzwRbUV/Gnp4hDo2Mx+R60YploBGRyd0247GGxpWMnTY7+keoLMqlINeb0NdNhrDmaETES2CrgBVAN/AacKOI3BvJi4pIlYg8LiLbnO+V05x3jXPONhG5Juj4aU7Nte0i8j1xNtsWkS+JyD4RWe98XRZJ+zJFQa6XeWX5lnmWgroHRqJOBHCtqC9FFbZ2pMbwWSzW0ARbXlfCjs7BuFQFcDVUFNLe50vojqXt/Zm/s6YrnDmabxMYPrsM+FdVPU1Vv66q7wROifB1bwKeVNXlBBaF3hTidauAm4G3AGsIbMDmBqQfAjcQqMG2nCMrFNyiqic7X1m/BmhRVbENnaUYt/xMLDbugqBSNClSIaClZ4jywlzKC2Oz1mVZXQkHDo3yxr4+vB6hLg5DTQ2VhYz7dXLeJBE6+33UWaCZ9AaBPWn+SlVfmvLYmghf9wrgLuf2XcC7QpzzNuBxVe1R1YPA48ClIjIfKFPVP2ogb/fuaZ5vwBZtpqB+n1N+JkYfmA0VhZTk56RMhYCWnuiKaU7llqL53bYu6ssKol6bE0oytgvo6B9hXhbMz0B4geb9qnrEJ5WIPAmgqn0Rvu48Vd3vXGM/UBfinAZgb9D9VudYg3N76nHXx53tDO6cbkgOQERuEJF1IrKuq6srwreR+pqqimjv9yWlvIYJ7fAamth8yHg8wrH1pSmzCVqs1tC43ECzt2c4LokAELSWJkEJARN+pWswO6oCwMzVmwuc4asaEal05lWqRGQxsGC2C4vIEyLyRoivK8JsW6i8T53hOASG1JYCJwP7gW9Nd3FVvU1VV6vq6tra2jCblH7cFOdUWzmezWJVFSDYivpSNrX3J31x7oRfaT0YmzU0rgXlhRQ6E+bxmJ8Jvu7uA4nZ/vzAoREm/JoVlZth5h7NXwGvEEgAeNW5/QrwIPCD2S6sqher6vEhvh4EOpwhMJzvnSEu0Qo0Bt1fCLQ5xxeGOI6qdqjqhKr6gR8R+dBexpjMPOtJzC+Qmd1koIlii4CpVs4vY8A3Tltf4uYYQmnv9zE2Ed32AFN5PDLZq4lXoCnKy+H0xZXc8ftd7ElAsOnocxZrZvvQmap+V1WXAJ9S1SVBXyep6q1Rvu5DgJtFdg2B4DXVY8AlTm+qksDGa485Q20DInKGk232Qff5bvBy/BmB+aWsNrlo0+ZpUka3M3QWq2QAOLwJWrLnadz/Z7EMNEDcAw3ALe87GY9H+Og9r8Z9qDmbFmvCzENnFzo394nIn0/9ivJ1vwasFZFtwFrnPiKyWkRuB1DVHuArwMvO15edYwB/A9wObAd2AI86x78RtNX0BcDfR9nOtFddnEdRntdSnFNI9+BoTMrPBDtmnhNokpx5Fss1NMHcQNMQpzkagIWVRXz7vSexsa2fr/zqzbi9DgS2B4DsCTQzbRNwHvAUobdtVuAXkb6oqh4ALgpxfB3w4aD7dwJ3TnPe8SGO/2WkbcpUIjJZXNOkhq6BEapiUH4mWGlBLo1VhUmvedbSM4TXI8yPcUA4tamSHI9MlqSJl4tWzuOvz1vKfz67gzVLqrji5IbZnxSBjv4RPBJ9UdV0MW2gUdWbne8fSlxzTDw0VRWxq9vmaFJFLMvPBFtRX5b0Hk1LzxALKgrIjXEK8luXVvPqF9dSFsN9aKbzqUuO4dU9B/nsLzZw3ILyyd5ULHX2+6gpyY9LqnYqCmfB5r+KSEXQ/UoR+Zf4NsvE0qLqIlpsu4CU0T04Epf6VivrS9nZNZjUVPaWGKc2B0tEkAHI8Xr43tWnUJjr5aP3vMLwaOz/PbOpKgCEt47m7ara695xFk9mdWmXdNNUVcTIuJ9OZxLaJFf34GhchkxWzC/Dr7CtY3D2k+Mk1mtokqW+vIDvXHUy2zoH+cKDsc8pCuysmR0ZZxBeoPGKyOS/iIgUAtnzL5QBGq2Kc8pQVboGRmKaceZameRN0AZHxjlwaDSma2iS6Zzltfzthct54JVW7l+3d/YnzEE2lZ+B8ALNT4EnReR6EbmOQCmYu2Z5jkkhi6oD+6BbinPyueVn4jFH01RVRGGuN2l708Qr4yyZPnHRcs5cWs0XfvlGzBItRsf9HDg0yrxSCzSTVPUbwL8AK4FVwFecYyZNNFQU4hEsxTlCvrGJmI3Tu4s14zFH4/UIx9Qnb2+algwMNF6P8N2rTqGsMJeP3fMqgzHYiqHL+T9QX549A0Phpjz8CXgWeMa5bdJIXo6H+eWFluIcoRt+8gofuXtdTK7VHeM6Z1OtrC9l0/7klKLJxB4NBP4o+P7Vp7D7wCE++4sNUf/btjvVG2zoLIiIvBd4CbgSeC/woohcGe+GmdhqqipKSGmNTLOxrY/fbe3itdbemHx4d8Wh/EywFfWlHBwamyzcmUgtPUOUFuTEbHuAVHJGczX/cMmxPPxaG/e82BLVtdydNW3o7EifB05X1WtU9YME6od9Ib7NMrEWSHG2wppzdedzuwEY8I3TPTga9fXi3aNZMZkQkPh5Gje12dmHMOP8zXlLOf/YWr788Ju8sS/SwvXB5Wds6OyIc1Q1uOjlgTCfZ1JIY1UR3YMjKbPdbzroHPDx8Gttkwv2YrHoNR7lZ4KtqA+snE9GhYB4rqFJBR6PcMt7T6amJI+P3vMqfcNjEV2nY2CEXK9QVZwdVQEgvIDxGxF5TESuFZFrgUeArN+5Mt24xTX3HrR5mnD99IUWxvx+vviOVQDs7Ip+fUr3YKD8jDeG5WeCVRTlMb+8IOHFNf1+pTXGG56losriPL7/F6fS1jvMZx54LaLh1I4+H3WlBRnb8wslnKyzTwO3AScCJwG3qeo/xrthJrbcD4A9luIcFt/YBPe8sIeLVtRx1rIa8nI87IxBj6ZrID7lZ4KtnJ/4UjQdAz5GJ/wZs4ZmJqctquSmt6/gsY0d3Pn87jk/v2PAl1XDZjBzUc1Jqvpz4OdxbouJIzfQWOZZeB5a38aBQ6Ncd/YSvB5hcXVRzHo08S6kuKK+lN9t7WJ03E9eTmJGueO1PUCquv7sJbyws4evP7qZc5bXTFbPDkdH/wjL41A/LZXNtE3AgIj0h/gaEJHU2JzchK2iKI+yghyrDhAGVeXO53exor6UtzZXA9BcU8LOrtjM0cSjKkCwFfPLGPcrO2IQGMOViWtoZiIifO3dJ1BSkMON969nbMIf9nM7sqzOGcy88VmpqpaF+CpV1bJENtLERlN1kQ2dheEPOw6wuX2A689eMjmO3lxbTEvP0Jw+UKZSDewTH4/FmsFW1rt70yTu78G9PUN4JL4bk6WampJ8/vXPjueNff3c+tT2sJ4zNDrOgG/cAk0oInK2iHzIuV0jIkvi2ywTD4uqim3oLAx3PLeLmpI83nnSgsljzbUljPs1qn+/gZFxRsfjU34m2JKaYvK8noSWotl9YIj55YUJG6pLFZceP58/O6WBW5/ezuutvbOe39HvbOGcZXM04SzYvBn4R+CzzqE8AvXPTJpprCpi78EhJvy2XcB0dnYN8tTmTj5wxiIKcr2Tx5fUFDuPRz585i6ijNdiTVeO18PyeSW8mcDMszf393NsfXw3JUtVX3rncdSW5HPj/a/NukVDtm3h7Arnz48/Ay4HDgGoahuQnf+j0tyi6iLGJpR25z+7OdqPn99NntfD+9+y6IjjS2udQNMd+bxHvBdrBkvkJmiHRsbZ0TXI8Q3lCXm9VFNelMvXrzyR7Z2DfOu3W2Y8NxsXa0J4gWZUA8niCiAixfFtkomXwynOVoomlL6hMR54pZUrTl5w1DxKRVEeVcV5UfVo3MoC8Z6jAVg5v5SugZHJIp7x9Ob+flThhCwNNADnHVPL+9/SxO3P7eLFnQemPa/TGTrLpjpnEF6guV9E/guoEJGPAE8AP4pvs0w8WIrzzH72cgvDYxN86KzQU5DNNcVRraVxP/QT0aNx96bZkoBezYbWQDmWbA40AJ+7bCWNlUV86oHXpq3y3NHvoyjPS2l+WCtLMkY4Cza/CTxAYB3NscAXVfX78W6Yib355QXkeMQyz0IYm/Bz1x92c+bSalYtCJ1U2VxbHPUcjUeIW/mZYIksRfPGvj5qSvKzbjhoquL8HL75npNoPTjMv/56U8hz3C2cs6kqAMy8juZWETkTQFUfV9VPq+qnVPXxxDXPxFKO10NDZaGtpQnhN2+0s7/Px3XT9GYAltSU0D04Qr8vshpXgfIz+XErPxOsuiSf2tL8hMzTbNjXxwkNZVn34RnKmiVVfOScZv7nxRae2dJ51OOd/SPUJWDoNNXM1KPZBnxLRHaLyNdF5ORENcrET1NVkQWaEO58fheLq4u4cEXdtOc010aXedadgDU0wVYkYBO0odFAIkC2D5sFu3HtMSyvK+Eff/46fUNH/lESKD+TXfMzMPOCze+q6luB84Ae4McisklEvigixySshSamLNAc7dWWg/yppZcPnbUEzwy9jcnMswhX3HcNjsa9/EywlfPL2NoxyHgUi0xn82ZbP36FExZWxO010k1Brpdvv/dkDgyO8sWH3pg8rqpOVQDr0RxFVfeo6tdV9RTgLwikO4cegAyTiFSJyOMiss35XjnNedc452wTkWuCjn9VRPaKyOCU8/NF5D4R2S4iL4rI4mjamYkWVRfROzQWcYnzTHTnc7soLcjhytMWznheU1UxXo9EvF1A98BI3MvPBFtRX8rouD8m2xtMZ8M+SwQI5YSF5Xz8wmU8uL6NX2/YD0C/bxzfmN96NKGISK6IvFNE7gEeBbYC747ydW8CnlTV5cCTzv2pr1sF3Ay8hcBmazcHBaSHnWNTXQ8cVNVlwC3A16NsZ8axzLMj7esd5tE32rl6TRPFs2QC5eV4aKwsjGjozC0/U5PQobP4b4K2wRIBpvWxC5ZxQkM5n/+/DXQNjGTtYk2YORlgrYjcCbQCNxDYg2apqr5PVX8Z5eteAdzl3L4LeFeIc94GPK6qPap6EHgcuBRAVV9Q1f2zXPcB4CKxGcojNFUFhn9s+Czg7j/uRlX54FsXzXouBCoERFKs0i0/k8gezbK6EnI8Ete9ad6wRIBp5Xo9fPu9J3FodILP/mID7X0WaEL5HPBHYKWqvlNV71HVWPXB57mBwvkeaga2AdgbdL/VOTaTyeeo6jjQB1SHOlFEbhCRdSKyrqura47NT19N1bYvjevQyDg/e7GFtx8/n4WV4VUdbq4tYfeBQ/jnWManO0HlZ4Ll5XhYVlcSt8yzodFxtndaIsBMls8r5dOXHMsTmzr4r9/tALKvKgDMsB+Nql4QzYVF5AmgPsRDnw/3EiGOzfbbHfZzVPU2Ahu6sXr16qwp/lWSn0N1cZ71aIBfvNpKv2+c685eHPZzmmuL8Y35aesbDjs4QVCdswT2aCAwT/PSrp64XHvT/kAiQLaWngnXdWcv4fE3O3h+e6BigPVoYkhVL1bV40N8PQh0iMh8AOf70QnngR5MY9D9hUDbLC87+RwRyQHKCWTMmSCNVUW09GR3GRq/X7nz+d2c1FjBqU0hc1FCaq4JbFg11wl2t/xMwgPN/DLa+nxHpdnGwmRFgIUWaGbi9QjffM9JFOV5KS/MPaJYa7ZIVk3vhwA3i+wa4MEQ5zwGXCIilU4SwCXOsXCveyXwlEayqXeGsxRneGZrJ7u6D3HdWYvnNL+wNMK1NG75mUSuo4GgCgFxWE+zYV8/NSV51GfhX+hz1VRdxHevOoWPX7As2U1JimQFmq8Ba0VkG7DWuY+IrBaR2wFUtQf4CvCy8/Vl5xgi8g0RaQWKRKRVRL7kXPcOoFpEtgM3EiKbzQRSnNt6fVFt4pXu7nxuN/VlBVx2wvw5Pa+2NJ/iPO+c19J0Dyau/Ewwt+ZZPBIC3tjXx/EN5ZYIEKa1q+bxkXObk92MpEhKZTdVPQBcFOL4OuDDQffvBO4Mcd5ngM+EOO4D3hPTxmagxqoiJvxKW+8wi6qzrxj35vZ+ntvezWcuPZZc79z+1hIRmmtL5lxcM5HlZ4LVleZTWZQb84SA4dEJtnUOcMlx82J6XZOZsquEqAFgkbOWpqVnKCMCzWt7e+kaGGFClQm/Mu5X/M73Cb+fCT9M+P3OfeXpLZ0U5Hr4izVNEb1ec20x63YfnNNzugZGEloVwCUirJxfFvO1NG9aIoCZAws0WSg4xfmc5UluTBT29gzxzw9v5IlNoXJJZvbhs5dQEeEwVnNNCQ+ub8M3NhH2xG7X4GjC52dcK+rL+NlLLUz4NWY9qg3OtsWW2mzCYYEmC80rLSAvx5O21QFGxie47dmd3Pr0drwe4bNvX8GZS2vweCDH48HrEbweIcf5Hnzf43wvyov8v75bXHNX96HJOZDZdA+MsLQmOb3HFfNLGR6boKVnaHJL6mht2NdPdXEe88stEcDMzgJNFvJ4hMbKwrRctPm7rV3c/NBGdnUf4v+dMJ9/esdK5pcXJrQN7of1zq7wAo2q0p3g8jPBVtYfTgiIVaCxRAAzF8nKOjNJtqi6OKIU5/Y+H687wyaJtL9vmI/e8wofvPMlAO6+bg0/eP+pCQ8yELxdQHiZZwMj44yM+5MyRwOwfF6gFM2f9sbm5+YmAtiwmQmXBZos5a6lmcsyo/19w/z5fzzPlf/5R3qHRuPYusPGJvz817M7uOhbz/Lkpk4+dckx/OaT53DuMbUJef1QivJymF9eEHbmWXeSqgK4CnK9nNFczRObOmJyPUsEMHNlgSZLNVYVMTgyzsEwV4z3DY9x7Z0vc3BojNFxP//3p31xbiH8cccBLvvu7/m3Rzdz5tIanrjxPD5+4XLyc5K/srq5tjj8QONUBUhWMgAE1nDs7DrE9s7I9tIJ9oazNcCJVhHAhMkCTZZyU5z3HJj9w9I3NsFH7l7Hzu5B7rhmNSctLOfel/bOqTc0F50DPj5575+4+kcvMDw2wR3XrOb2a1bTWBV+bbF4a64pYWfXYFj/Bm5VgGT1aAAuXhVY7/L4m9H3ajbs67NEADMnFmiylJviPNs8zYRf+fv71vPSrh6+9d6TOXNZDe87vYktHQMxG/MPtrNrkIu+9Sy/3tDO3124jCduPI+LVqbeosAlNcUM+MYneyszSVZBzWANFYUc31DG42+2R30tSwQwc2WBJks1Vs6+AZqq8s8Pb+TRN9r5wjtWcflJCwC4/OQFFOV5ufellpi367bf7WR03M+vP3EON15ybMoWIJxLQoBbfqaqODnJAK61K+v5k7O4NVK+sQm22dYAZo4s0GSpwjwvdaX5M6Y4/8czO7j7j3u44dxmrj97yeTxkvwc3nniAh5+bT8DvthVBe4eHOEXf9rHu09byLK6kphdNx6W1gbaF848TbLKz0y1dtU8VOHJKJIC3tzfz4RfLRHAzIkFmiy2qHr6Ks7/u24v//7YFt518gJuunTFUY9ftaaR4bEJHn4t1EankbnnhRZGx/1cd9aS2U9OsgUVheTleMLaLqBrYDRpqc3BVs4vpaGikN9GMU/jJgLY1gBmLizQZLHGabYLeHpzJzf9YgPnLK/hG1eehCfEX+InN1awor6Ue1+OzfCZb2yCn7ywmwuOrU353gwE9hhZUl0c1tBZ1+BIUjPOXCLCJcfN47nt3RwaGY/oGhta+6gqzmOBJQKYObBAk8UWVRXT3u/DNzYxeWz93l4+es+rrJxfyg8/cBp5OaH/i4gIV53eyOutfWxs64u6LQ+tb6N7cJQPn5M+ZdSba4vD2peme2AkqYkAwdaumsfouJ/fb4ts+/INlghgImCBJos1VReiCq0Hh4HAxPZ1//0ytaX5/PjaNZTkz1yh6M9OWUh+jod7X9obVTtUlTue28WK+lLOXFod1bUSaUlNoLrCTPv6uOVnUqFHA7BmcRXlhbkRDZ8dTgQIr76bMS4LNFmsqepw5lnngI9rfhwo73LXdWvC+mAsL8rlshPm88v1+xgenZj1/Ok8t72bLR0DXH/2krT6S7m5toRxv86YuTeY5PIzU+V4PVy4oo6nNncyPseN7zY5iQCWcWbmygJNFmuqCqTovrm/nw/9+GW6B0b58bWnz6nw4lWnNzLgG+eRDZEnBdz++13UlORz+ckLIr5GMjSHsa2zu84mVYbOAC5ZNY/eoTFenuOeOm4igGWcmbmyQJPFakryKMrzcsvjW9nSPsAPP3AqJzVWzOkaa5ZU0VxTHPGamm0dAzy7tYtr3rooJUrLzMXSGjfFefqEgFRYrDnVucfUkpfjmXOVgA37+qgsyqWhIvGFTE16s0CTxUSEpqoixv3K1959IucfWxfRNd53eiPr9hxkW8fcd3G88/ld5Od4eP8Zi+b83GQrL8qlujhvlh5NINCkyhwNQHF+DmctrebxTe1zKiO0YV+/JQKYiFigyXIfu2AZ/37liVx52sKIr/Hu0xaS6xXufXluSQEHBkf4+av7+PNTFyZ91XykltTMnHmWCnXOQlm7qp69PcNsCfOPA9/YBNs6bGsAExkLNFnunSct4D2rG6O6Rk1JPmtXzeMXr7YyMh5+UsBPnQWa15+9OKrXT6bZqjh3D6RG+ZmpLl5Vhwj8dmN4w2eb2wcYt0QAEyELNCYmrjq9iYNDY2F/cB25QLM0zq2Ln+baEroHR+ifphRP1+AIVcV5SS8/M1VdaQEnN1aEPU+zwRIBTBQs0JiYOHtZDQsrC8OuFPDQa4EFmtefnT4LNENprpk58yxQfia1hs1ca1fNY8O+Pvb3Dc967obWXiqKcllYaYkAZu4s0JiY8HiE961u5PntB2bd40ZVueP3gQWaZy1LnwWaoTS7xTWnKUWTSos1p7rE2aPmiTB6NRv29XOCJQKYCCUl0IhIlYg8LiLbnO+V05x3jXPONhG5Juj4V0Vkr4gMTjn/WhHpEpH1zteH4/1ezGHvWd2IR+C+WZIC0nWBZihNVUV4PTJtj6Z7MHXKz0y1tLaE5priWasEWCKAiVayejQ3AU+q6nLgSef+EUSkCrgZeAuwBrg5KCA97BwL5T5VPdn5uj32TTfTqS8v4IJj6/jfV1pnLMuSrgs0Q8nL8dBYWRiyirOq0jUwkjJVAaYSEdaumscLOw9MO8cElghgopesQHMFcJdz+y7gXSHOeRvwuKr2qOpB4HHgUgBVfUFVY1ef3sTMVWua6BoY4anNnSEfdxdofjANF2hOp7m2hB0hhs4Ol59JzR4NBOZpxiaUZ7ZMX2TTEgFMtJIVaOa5gcL5HmqlYAMQPAbT6hybzbtF5HUReUBEps3bFZEbRGSdiKzr6oqskq052gXH1jKvLH/aSgGTCzTf0pTglsVPc00xuw8cwu8/cvGjW34mVedoAE5pqqS6OG/G7LM3WvssEcBEJW6BRkSeEJE3QnxdEe4lQhybbRnzw8BiVT0ReILDvaajL6R6m6quVtXVtbW1YTbJzCbH6+E9pzXy7NYu2nqPzGYKXqBZncJ/5c9Vc20JvjE/bVOyt1J1sWYwr0e4eOU8ntncyeh46OHODfv6LBHARCVugUZVL1bV40N8PQh0iMh8AOd7qHGWViC4R7IQaJvlNQ+oqrsh+o+A06J/J2au3nd6I36F/13XesTxTFigGcqSaVKcu1Owzlkoa1fNY2BknBd2HjjqMd/YBFs7BmzYzEQlWUNnDwFuFtk1wIMhznkMuEREKp0kgEucY9Nyg5fjcmBTDNpq5qixqohzltdw/7q9TDjDSe4CzfPTfIFmKEudKs5TEwK63B5NaWomA7jOXl5DYa435PDZFksEMDGQrEDzNbCFwjcAAAqxSURBVGCtiGwD1jr3EZHVInI7gKr2AF8BXna+vuwcQ0S+ISKtQJGItIrIl5zr/p2IbBSR14C/A65N4HsyQa46vYl9vcOTOzm6CzQ/nOYLNEOpLc2nJD/nqLU0bvmZ6uLU7tEU5Ho5Z3kNT2zqOKrIppsIYIHGRGPmLRTjRFUPABeFOL4O+HDQ/TuBO0Oc9xngMyGOfxb4bEwbayKydtU8qovzuPelvZx3TC13PpcZCzRDEZGQNc+6BkdTsvxMKJccV89v3+zgjX39nLDwcFB5Y18f5YWWCGCiY5UBTFzk5Xh492kLeWJTBw+ub2Nze2Ys0JxOc4gqzqm8WHOqC1fU4RH47ZvtRxy3RAATCxZoTNy8d3Uj437lH3/+esYs0JzOkpoS9vUOH7GldWCxZnoEmqriPFYvrjpinmZk3BIBTGxYoDFxs6yuhDWLqxgZ92fUAs1Q3G2ddwfVeUvlOmehXLJqHpvbB9jbMwQEEgHGJiwRwETPAo2JqxvObWZRdVFGLdAMxQ007vCZqjpDZ6mdcRZsrVNk0619ZokAJlYs0Ji4unjVPJ799AUZtUAzlMNraQKZZ4dGJ/CNpXb5makWVRdz7LxSfrsxME/jJgI0VlkigImOBRpjYqAoL4cF5QWTmWddabJYc6q1q+bx8u4eDh4aZcO+Po5vKLNEABM1CzTGxMiS2uLJHo1bfiad5mggEGj8Co9tbGdLuyUCmNiwQGNMjDTXlLCz+1BgfiZNezQnNJRTX1bAD5/dwdiEcmJDRbKbZDKABRpjYqS5tpgB3zjdg6OHC2qmePmZqTwe4eJVdew5EMg8s0QAEwsWaIyJkeBtnbsGRhCBqqL0CjQAa1fVA1gigIkZCzTGxEizm3nWfShQfqYojxxv+v2KndFcRUl+jiUCmJhJSq0zYzLRgopC8nI87OwaTLvFmsHyc7x8/+pT0m5+yaQuCzTGxIjXIyypLmZX9yEOHBpN6w/qC1aE2vTWmMikX7/emBTWXBsorpluVQGMiScLNMbEUHNtMS09Q3T2p09BTWPizYbOjImh5poSxv3KuF/Tdo7GmFizHo0xMbTEKa4J6bdY05h4sUBjTAwtrSmZvF1jPRpjAAs0xsRUeVEu1cWBJABLBjAmwAKNMTHm7k1jczTGBFigMSbGmmtK0rb8jDHxYFlnxsTYB85YxPJ5JWlZfsaYeLBAY0yMnbCwnBMWWtVjY1z2J5cxxpi4SkqgEZEqEXlcRLY53yunOe8a55xtInKNc6xIRB4Rkc0islFEvhZ0fr6I3Cci20XkRRFZnJh3ZIwxZjrJ6tHcBDypqsuBJ537RxCRKuBm4C3AGuDmoID0TVVdAZwCnCUib3eOXw8cVNVlwC3A1+P7NowxxswmWYHmCuAu5/ZdwLtCnPM24HFV7VHVg8DjwKWqOqSqTwOo6ijwKrAwxHUfAC4S21DDGGOSKlmBZp6q7gdwvoeqSd4A7A263+ocmyQiFcA7CfSKjniOqo4DfUB1TFtujDFmTuKWdSYiTwD1IR76fLiXCHFMg66fA/wM+J6q7gznOVPadwNwA0BTU1OYTTLGGDNXcQs0qnrxdI+JSIeIzFfV/SIyH+gMcVorcH7Q/YXAM0H3bwO2qep3pjynEWh1AlE50DNN+25zrsHq1atDBiNjjDHRS9bQ2UPANc7ta4AHQ5zzGHCJiFQ6SQCXOMcQkX8hEEQ+OcN1rwSeUlULIsYYk0SSjM9hEakG7geagBbgParaIyKrgb9W1Q87510HfM552ldV9ccispDAPMxmYMR57FZVvV1ECoCfEMhG6wGuChpWm6k9XcCeCN9ODdAd4XPTlb3n7GDvOTtE854XqWrtbCclJdBkEhFZp6qrk92ORLL3nB3sPWeHRLxnqwxgjDEmrizQGGOMiSsLNNG7LdkNSAJ7z9nB3nN2iPt7tjkaY4wxcWU9GmOMMXFlgcYYY0xcWaAJk4hcKiJbnC0IQlWbzrgtCsJ4z9eKSJeIrHe+PpyMdsaKiNwpIp0i8sY0j4uIfM/593hdRE5NdBtjLYz3fL6I9AX9jL+Y6DbGmog0isjTIrLJ2WrkEyHOyZifdZjvN74/Z1W1r1m+AC+wA2gG8oDXgFVTzvko8J/O7auA+5Ld7gS852sJLJZNentj9J7PBU4F3pjm8cuARwnU1DsDeDHZbU7Aez4f+FWy2xnj9zwfONW5XQpsDfF/O2N+1mG+37j+nK1HE541wHZV3amBrQnuJbAlQbBM26IgnPecUVT1d0xTG89xBXC3BrwAVDi1+tJWGO8546jqflV91bk9AGxiSmV4MuhnHeb7jSsLNOGZdcsCMm+LgnDeM8C7naGFB0SkMTFNS5pw/00yzVtF5DUReVREjkt2Y2LJGeI+BXhxykMZ+bOe4f1CHH/OFmjCE872A2FvUZAmwnk/DwOLVfVE4AkO9+gyVab9jMPxKoF6VicB3wd+meT2xIyIlAA/Bz6pqv1THw7xlLT+Wc/yfuP6c7ZAEx53+wHXQqBtunNm26IgTcz6nlX1gKq6hU1/BJyWoLYlSzj/DzKKqvar6qBz+9dArojUJLlZURORXAIfuveo6i9CnJJRP+vZ3m+8f84WaMLzMrBcRJaISB6Byf6HppyTaVsUzPqep4xZX05g7DeTPQR80MlIOgPoU2en2EwlIvXuXKOIrCHwmXEgua2KjvN+7gA2qf7/9u4eNIogDOP4/1EEG7XQFNoqQQQ1QhQkiAZSa6GdCNopfoNVGkUsIkjESotgIyIIWghRsVOIiAloiF+IdopiEAuDQQh5LXaCezE5D7y5M+H5wXE3u8PtDMPx3szdzhu9s1SbN2NdS39zj3O2xGfzSURMSDpCkQ9nIXA1Il5KOgsMRcQdioG8JukdKUVB81r872rs8zFJO4EJij7vb1qD60DSDYp/36yQ9AE4DSwCiIgrwF2KfyO9A34AB5rT0vqpoc97gEOSJoBxitQbc/kLFEAHsA8YkfQ8HeumSFsyH8e6lv5mHWdvQWNmZll56czMzLJyoDEzs6wcaMzMLCsHGjMzy8qBxszMsnKgMasjSctLO+B+lvSxVH6c6ZqbJPVVOd8i6X6Oa5vVwvfRmNVRRHwF2gAknQHGIuJC5st2A+eqtGlU0idJHRExkLktZn/wjMasQSSNpecdkh5KuinpraQeSXslPZU0Iml1qtci6ZakwfTomOE9lwAbImI4lbeXZlDP0nko9q7a26CumlVwoDFrjo3AcWA9xV3brRGxBegDjqY6l4CLEbEZ2J3OTdcOlJOWnQIOR0QbsI3iLm+AoVQ2azgvnZk1x+DU3lmS3gMP0vERoDO97gLWldIaLZW0JOUUmbISGC2VB4BeSdeB2xHxIR3/AqyqfzfM/s6Bxqw5fpZeT5bKk/z+XC4AtkbEOLMbBxZPFSKiR1I/xT5dTyR1RcSbVKfa+5hl46Uzs//XA+DIVEFS2wx1XgNrSnVWR8RIRJynWC5bm061UrnEZtYwDjRm/69jQHvKYPoKODi9QpqtLCv96H9C0gtJwxQzmHvpeCfQ34hGm03n3ZvN5jhJJ4HvEVHtXppHwK6I+Na4lpkVPKMxm/suU/mbTwVJLUCvg4w1i2c0ZmaWlWc0ZmaWlQONmZll5UBjZmZZOdCYmVlWDjRmZpbVLxvQ8DI1pO8zAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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\n", 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oYjHGGLdV1DYxeWSWK+fO8QcSU7zLmXSVQJYS6HMQYDRQ7fyeBWwFxvbk4s4H/oJO2+4N+V2Ba8Mct5jw/SPGGJNwVJXymmZOd+kOJNiEFe9yJgftA1HVsapaSOAu4VxVzVXVHOAcwPodjDExpao0tLR5HUbM1Ta30djaHtOVCEMNyfCmCSvSYbwzQpuHVPV54CR3QjLG9Ff/KC5jxs9eZltVg9ehxFSFi7PQAXwpSQxMT0nYBLJbRL4vIgUiMkZEbgb2uBmYMab/WbS+gvqWdn770nqvQ4mpcmcW+lAXZqEHBcqZJGYCuQTIA54CngaGOtuMMSYmVJXi0mp8yUk8tXw7a3aGndrVKwVnobsxiTAoUM4kvp3oESUQZ7TV9ao61Xlc7wzlNcaYmCirbqSitplvnDaegWkp3P7CWq9Dipn9dyAu9YFAoJxJvJe1jWhKpIjkATcCRwD7/wKqeqpLcRlj+pniLYHvpKdOGEZqchK/eH4t72zaw7GFOR5H1nPlNU1kpqW4Mgs9KMfvY0XZXtfOH06kTViPEShjMhb4MVBKYCKgMcbERHFpNQPTUjjskIFcfnwBwwenc9vzawmM5u/dAisRutd8BYG10asbWuL694o0geSo6gNAq6q+rqpfJFBG3Zi46QsfJObAlm6pZsroLJKThPTUZL55+qEs37aXhat2eR1aj7mxEmFnOX4fre1KTVP8hkFHmkCCs813isjZIjKVQF0qY+Ji3a5aTrzjNV5fbxWV+6J9ja2sK69l+pjs/dsunJZP0dBMbl+4jrb2Dg+j67ny2ibX70CCkwnjOZQ30gTyMxEZDHwb+F/gfuCbrkVlTAhV5cf/WcW2qka+9+8P++REs/7u/a3VqML0giH7t6UkJ3HjnAlsqqznH0vLPIyuZ1SVippm1yYRBmV7UM6kywTirP9RpKr7VHWlqp6iqker6vw4xGcML64u5+2Ne7hwWj7b9zZy58sbvA7JxNjS0mqSk4Qpo7I+tv30w4cyfcwQfvvSehpb2r0JrodqGttobutgqEtlTIJy/PEvZ9JlAlHVduC8OMRizCc0t7Xz8wVrOHRYJrdfdCSfmz6K+xdv7lNzBExgBNbhwwfi7zRKSUT47twJVNQ28+Bbmz2KrmfK988BcfsOJHGbsN4Wkd+LyAkiMi34cDUyY4CH3iply54GfnDORFKSk7hp7gQGD0jl5qc+jPvqa8Ydre0dLN+292P9H6FmFGRz+uHDuHfRRqo9WLa1pz5aibD/JpDjCcwB+Qnwa+fxK7eCMgagsraZ379awmkThnJCUWA1ySF+HzefdTjvb93LE0u2dXEG0xus3lFDU2vHx/o/OrtxzmHUt7Txx0UlcYwsNj4qY+JuE1Z6ajJ+X3JcJxNGOhP9lDAPm0RoXPWrhetobmvn5rMP/9j2C6flc2xhNrc9v4bK2viWbjCxV7ylGuCAdyAAhw4byEXTRvLw21soq+5dhRaDZUzcHoUFgbkgCdOJLiKfF5ED7iMi40RkduzDMv3dyu37eHLpNi4/roDCvMyPvSYi/Oz8yTS2tnPrc6s9itDEytItVeRnDeCQwQdv4vnmGYeCwG9f6l2DKCpqmhmYnkKGz71Z6EHZ/rS4FlTs6g4kB1gmIg+KyLUi8lkRuUxEfiIirwO3A+Xuh2n6E1XlJ/9ZzZAMH18/rSjsPuOHZvLVk8bx9PIdLN6wO84RmlgJFlA8WPNV0IisAVxxfAH/XlbG2l29ZxBFcC30eMjx+xKnD0RV7wSmAX8jUI33NOf5duALqnqRqvaurwMm4S34cBfvlVbx7U8dyuABqQfc72unjKcgJ4MfPLOSptbeOcSzvwsWUJw+pusEAvC1k8eRmZbCHS+sczmy2AkkEPebryBYkTdBEggEhvGq6kuqeouqfkVVb1DVP6nq1p5eXETmiMg6ESkRkZvCvC4icpfz+orQkV/OXVGFiKzsaRwmcTS1BobtTjhkIBfPGH3QfdNTk/nZ+ZPZvLuePy7aGKcITSwFCygefZD+j1BZGT6+dvJ4XllbwXube0dB8PKaZtfLmAQF1wSJV9mfSEdhxZwzQfEPwFxgInCJiEzstNtcoMh5XA3cE/LaX4A57kdq4un+NzexfW8jPzx3IslJXS97P7sol3lTRnDvoo1srKyLQ4QmlpaEFFCM1BXHFzBsUBq3Pb8m4eujqSqVtc3kxekOJCfTR0tbB/VxmnTpWQIBZgIlqrpJVVuAJ4B5nfaZBzyiAe8AWSIyHEBV3wB6x1cQE5Hymib+uGgjZx4xjOPH5UZ83M1nH05aahI/eHplwn+gmI9bWvpRAcVIDfAFCi2+v3UvL65O7C7YvQ2ttLR3xO0OZH85kzgN5fUygeQDoQP5y5xt3d3noETkahEpFpHiykorxJfIbn9hHW3tys1ndb4RPbihA9P57pwJvL1xD08t2+5SdCbW9jW2sr6i9qDDdw/k00ePZFyen9tfWJvQhRbjNQs9aH85kzgN5Y0ogYhImohcKiLfE5EfBh89vHa4rxydvz5Gss9Bqep9qjpdVafn5eV151ATRx9s28u/3i/ji7PHMjono9vHXzpzNFNHZ3Hrc2vY29D7Ziv3R8ECijMiGIHVWbDQ4sbKev6ZwIUWg5MI49mJDol3B/IMgeakNqA+5NETZcCokOcjgR1R7GN6OVXlJ8+uJjczjetOHR/VOZKShJ9fMJm9ja3c9nzfWQq1L9tfQHF0VlTHf2riMKaNzuK3L69P2FF48SpjEhTvciaRJpCRqvo5Vb1dVX8dfPTw2kuAIhEZKyI+4GKgc4Xf+cBlzmisY4F9qrqzh9c1CWb+BztYuqWaG888rEdLfh4+fBBXzR7LE0u2saTUuscSXfGWKiYOHxT1BDsR4eunFlFe08w7m/bEOLrYqHASSJ7LZUyCgmuCxGsyYXeKKU6O5YVVtQ24DlgIrAGeVNVVInKNiFzj7LYA2ASUAH8GvhY8XkT+BvwXOExEykTkqljGZ+KjsaWd255fy6T8QXz66J6vUXbD6UXkZw3g5qc+pDWB28Yj0dGhrNlZ0ycHBgQLKB4d4fyPA5mUPxiAzbt72iDijvKaZgYPSCU9NTku18vwpZCemhS3ciaRJpDZwFJnzsYKEflQRFb09OKqukBVD1XVcap6q7PtXlW91/ldVfVa5/XJqloccuwlqjpcVVNVdaSz5K7pZf70xkZ27mvih+ccQVI3RuIcSIYvhVvOO4L15XXc/2bvLP8ddM/rG5l755vcvnCdK0kkOOfGi7u1SAooRiI308fA9BQ2VSZmAqmojd8kwqCcOJYzifTeca6rUZh+acfeRu59fSNnTx7OzLHdH4lzIGdMHManJg7jzlfWc86RwxmV3f1Oea9tq2rgrlc2kOP3cc+ijaSnJHP96eHLukSjqbWdr/x1Ka+vr2Thql28/K2TSE2O36DMSAooRkJEKMz1s2l3Ys4BKo/DSoSdxXM2eqTVeLcAWcC5ziPL2WZM1H75wlo6FG6aOyHm577lvCPo6IC/vF0a83O7TVX54TMrSUkS5n99Np8+eiS/fXk9974em9n2jS3tfPmRYt7YUMmnjx7Jlj0NPFkc39L4kRZQjERhXiabE/UOpKaJoXGaAxKUcAlERK4HHgOGOo9HReTrbgZm+i5V5ckl23hm+Q6uPqHQlTuEEVkDmDF2CG+V9L5CiwtX7eK1dZV884xDyc8awC8vOpJzjxrBbc+v5aEersrX2NLOVQ8vYXHJbm6/6Eju+PSRHD1mCHe+vCFuS8aqKksiLKAYicJcPzv2NdHQ0haT88VKR4dSUdsc/yasTF/c1gSJ9J71KuAYVf2hqv4QOBb4snthmb6qrLqByx9awo3/WsGMgiF89eRxrl1r1vhc1u6q3b8eQ29Q39zGj/+zmgmHDOSK4wsASE4SfvPZozjziGH8+D+refzd6MrQNbS0ceVf3uOdTXv49WeO4jPTRwWWjJ0TWDL24f+Wxu6NHMS2qkYqu1FAsSvBcv+J1pFe1dBCW4e6vpBUZ/GsyBtpAhEg9OtJO+En+RkTVnuH8pe3NvOp377B0tIqfnzeEfz96uM+sQZ2LJ0wPjBxtDfdhfzu5fXs3NfErRdMIiWkTyI1OYm7L5nGKYflcfPTH/Kvbk6eq2tu44oHl/De5ip++7kpXDjtoxFvM8dmc/JhedyzaCP7Gltj9l4OJFhAcXpBbPq9xub6ARKuI71i/yTCeDdhpdHY2h6XO7JIE8hDwLsicouI3AK8A9ioJxORDeW1fObet7nlP6uZUZDNwm+eyOXHF8Rk1NXBHDFiEFkZqbzZS9YLWbOzhgffKuXiGaPCVqf1pSRxz+eP5vhxOXznnx/wnw8im1Nb29TKFQ++x9Kt1dx58VTmTflkNaDvnHkY+xpbue8N96saF28JFFA8dFjkBRQPJphAEu0OpHz/SoTxTSDBcibxaMaKtBP9N8CVBIoXVgNXqurvXIzL9AEtbR3c9coGzr5rMZt21/Pbzx3FX66cwcgh8RkVlZQkzBqXy1sluxN+LkVHh/L9p1cyeEAq351z4EEF6anJ/Pmy6Uwfk80Nf1/Oi6t2HfS8NU2tXP7geyzftpe7L5nKuUeNCLvfESMGc+5RI3hwcanrTX5LS6uZOmZItwooHswAXzL5WQPYlGDVmCv2z0KPbxNWPGejd7Wk7SDnZzZQCjwK/BXY4mwzJqwPtu3lvN8v5jcvrefMSYfw8rdO4oKpIxGJb8vn7KJcymuaKalIrA+Xzv6xdBtLt1Tzf3MnMMT5ADiQDF8KD145g8n5g7n28fd5bV1F2P32NbbyhQfeY0XZPn5/6TTOmjz8oOf99hmH0trewe9fLYn6fXTlowKKsen/CBqb62dTot2BOE1Y8ZqFHpSdmSAJBHjc+bkUKA55BJ8b8zGNLYF1yi/441vsbWjl/sumc/clU8nNjO8/oqDZ4wNl4RO5GauqvoVfPL+WmQXZEc/Gz0xL4eEvzuTQYQO55q9LebtTP8++hla+8MC7rN6xjz/+zzTmTDqky3MW5Pr57IxRPP7uVrbuaYjqvXQlWEAx1gmkMM/P5sr6hLrTLK9pItvvIy0lPrPQg/Y3YXmdQFT1HOfnWFUtDHmMVdVC16MzvcrbJbs583dv8Oc3N3PxzNG8+K0TOX3iME9jGpWdQUFORkJ3pN/2/Brqmtr42QWTunWHNnhAKn+96hgKcvxc9XDx/hnlexta+J8H3mHtzlru/fzRfOqIrpNH0DdOLSI5Sfjty+u7/T4i0dMCigdSmOuntrmNyrr4lPCIRHlNc9xHYEFoE5b7f4tI54G8Esk20389uHgzl97/LkkCT1x9LD+/YDKD0g+8nnk8zRqfyzub9iRkbazi0iqeLC7jqhPGRtWpnO338eiXjmF4VjpXPrSE19ZVcOmf32V9eR1/+sLRnHZ49xL4IYPTuWJWAU8v387aXTXdjqcrPS2geCBjnaG8iTQSq7K2Ke4d6BC4O/UlJ3l/ByIi6U5fR66IDBGRbOdRAITvjTP9TklFHbe9sJbTJgzlhRtO5NjCHK9D+pgTinKpb2ln2da9XofyMa3tHdz81EryswZw/WnRlynJG5jG4186lmy/jysfWsLGyjr+fNl0TpkwNKrzffWkcWSmpfCrheuijimcWBVQDKcwAUdiBdZCj/8diIgEZqMnwCisrxDo75jg/Aw+niGwnrnp5zo6lJv+tYIBqcn84qLJcas62h3HFeaSJLB4Q2KtSPnQW5tZV17Lj86d2ONv5IcMTufxLx/D6YcP5cErZnDSodEvnpaV4eOak8bx8poKlm6JXaHFVTEqoBhOftYA0lKSEmYkVnuHUlkX/zpYQTmZ8ZlM2FUfyJ2qOhb435C+j7GqepSq/t716EzC++s7WyjeUs0PzpkY95o/kRqckcrkkVksTqB+kO17G/ntSxs4/fCh3eqjOJiRQzK4//IZzBof+XryB3LlrAJyM9P45QuxqwRc7PTR9LSAYjhJSRIYiZUgTVh76ptp79C4D+ENyvb7vG/CClLVu0Vkkoh8VkQuCz7cDs4ktrLqBn75wlpOPDSPi6Z1a6n6uDthfC4flO2jpsn9mdaR+PH8VUCg6GMiyvCl8I3TxvPe5ipeXx+bO7elW6oZOSQ2BRTDSaShvBX7h/B6dAcSp3ImkXai/wi423mcAtwOnOdiXCbBqSrfe2olAD/v5ughL8wuyqW9Q/nvRu9XrntlTTkvri7nG6cVxW1SZTQunjGaUdkDuP2FdXR09OwuRFUp3lId8+G7oQrz/GytakiIwRLlHk0iDMr2pyVOAgE+DZwG7FLVK4GjAG/+MiYh/Pv97byxvpLvzpmQ0B+CQdNGD2FAarLnw3kbW9r50fxVFA3N5KrZYz2NpSu+lCS+dcahrN5Zw3Mf9mwl6WABxaNjVP8qnMLcTNo7lK1V7sxh6Y6KWm/qYAXlZPqoa25zfa34SBNIo6p2AG3O7PQKoMfzQERkjrPKYYmI3BTmdRGRu5zXV4jItEiP9VJ9cxvFpVUJ01wSa5W1zfzk2dVMHzOELxw7xutwIuJLSeKYwmwWezyh8O5XN1BW3cjPzp+ELyV+CzhF67yj8jls2EB+/eK6Hn2z319A0cU7kLF5iVNUsTzOa6F3Fq9yJpEO/SgWkSwC65IvBeqA93pyYRFJJjCS6wygDFgiIvNVdXXIbnOBIudxDHAPcEyEx8ZdVX0Lf3m7lIffLmVfYysicOjQgUwbk8W00UOYNmYIhbn+hG/u6cqP5q+ksbWd2y460vWCiLE0e3wuP1u3hu17G8nPGhD365dU1PLnNzdx0bSRHJNgQ50PJDlJ+M6Zh/GlR4r5R3EZlx4zOqrzxLqAYjjjcoNl3esAbyewltc0k5vpi+sqj6FCE8gIF/9fjyiBqOrXnF/vFZEXgEGq2tM10WcCJaq6CUBEngDmAaFJYB7wiAaGgbwjIlkiMhwoiODYuCmrbuD+NzfzxJKtNLV28KmJw5g3JZ+NlXUs3VLNcyt28rf3Aiu+DclIZeroIRw9ZghTR2dx1MgsV0uax9oLK3ey4MNdfOfMwxg/NNPrcLrlhKI8YA2LN1TyuRnRfRD2xJ9e34QvOYnvnRX7FRjddNrhQ5k2Oos7X1nPhdPyoxqqHesCiuEMzkglx+9LiDsQL1YiDBWvciYRfXKJyCuqehqAqpZ23halfCB0Hc0yAncZXe2TH+GxwdivBq4GGD06th8a63bVcu/rG5n/wQ4EuGBqPl85qZDxQz/+LaujQ/cnk/e3VrN0SzWvrg0UwEtOEiYcMpBjxuZwwxlFCTN7O5x9Da384JlVTBw+iKtP7H2VbA4dlknewDQWl+yJewJpam3n+ZW7mDt5ODke1QWLVnDRqc/d9w4Pv13KV07q3iJg+xoCBRTPPvLgxRxjoTAvMYbyltc2MdSjDnSIXzmTgyYQEUkHMnBmovPRIlKD6PlM9HBfRToP9TjQPpEcG9ioeh9wH8D06dNjMqC9uLSKexZt5JW1FWT4krni+AKumj32gLeKSUlC0bCBFA0byMUzAx9cextaWLZ17/6E8vB/S9lV08gfLp2WsE1cty5YTVV9Cw9dMcOzW/OeEBFmj8/l9fWVdHRoXJvfXlpdTl1zGxdOTezhzgdyTGEOJx2axx8XbeTimaMZPCDyLzpuFVAMZ2yun1fXej9htKKmmSOGD/bs+jn+QPJye02Qru5AvgLcQCBZLOWjD+4aej4TvQwYFfJ8JNB5hZwD7eOL4NiYUlVeW1fBPYs2sqS0miEZqXzrjEO57LgxZGUcvPx2OFkZPk6ZMHR/uYl7Fm3kly+s5Ykl27hkZvybV7qyeMNuniwu42snj2NSvnf/MHpq9vhcnlq2ndU7a+L6Pp5atp3hg9MTrsxLd3znzMM45+7FfPefK7j2lPFMyh8U0Zed4i1VrhRQDKcwL5Mni8uoaWr17G6+rb2D3XXxXws91KABKaQkibed6Kp6J3CniHxdVe+O8bWXAEUiMhbYDlwMXNppn/nAdU4fxzHAPlXdKSKVERwbM89/uJPfvbyBdeW15GcN4JZzJ/LZGaNiWhDuKycW8vbG3fz4P6uYPmYIRS52NnZXfXMbN/17BYW5fr7Rg5pNiWB2UWCW9uKS3XFLILvrmnl9fSVfPqGwVw066GxS/mC+dvI4/vzmJl5YtYvCXD/nTRnBvCn5+1cFDKe4tJojRsS+gGI4hSHL204ZleX69cLZU99Ch8Z/JcJQ++thuZxAujMT/XgRuTRWM9FVtQ24DlgIrAGeVNVVInKNiFzj7LYA2ASUEBgB9rWDHduTeA5m7a5aFOU3nz2KRd85mStmjY35P4akJOHXnz2KzLQUrnt8mevjt7vjVy+uo6y6kV9++siErHXVHcMGpVM0NDOu80H+88EO2juUCxN8tn4kbpwzgeKbz+C2CyczbFA6d76ygVN+tYh5v1/MA4s3f2I1w9b2Dj4oc6eAYjiF+4fyelcT66NJhN6W9olHOZNIO9H/CowDlgPBTzYFHunJxVV1AYEkEbrt3pDfFbg20mPd8rVTxnH9aUWuf3scOjCdX33mKK54aAk/e241Pzt/sqvXi8TSLdX85e1SLjtuDDNcnAQWT7OLcnn83a00tbbHJSE+tWw7R4wY5OoQ1nganJHKxTNHc/HM0ezc18izH+zkmQ+289NnV3Prc6s5flwu500ZwZxJh7Cpsj5QQNGF+lfhjM72k5wknlblDa5E6GUTFsSnoGKkX6OnAxM1kZb7iqN4rih28mFD+fIJY/nzm5uZPT6XOZPcH7lyIM1t7Xz3XysYMXgANx5kne7e5oSiXB56q5Ti0ur9TVpuKamoY0XZPr5/9uGuXscrwwcP4MsnFvLlEwspqahj/vLtPPPBDm785wq+//RKxmQHqhS4UYE3HF9KEqOGDPB0JFbwDsTr4qLZ/jRWbt/n6jUiHUqzEohNyVDTpe+cOYEjRw7mxn+uYPveRs/i+P2rJZRU1HHrBZPI7EVzVbpyzNgcUpIkLtV5n1pWRpLAeVP6/vI544dm8q1PHcai/z2Zp6+dxaUzR1Pd0MrE4YPi2pwzNtfPRg+bsCpqmxGB3MzuD66JpRy/j90ur9AYaQLJBVaLyEIRmR98uBlYf+ZLSeKui6fS3qHc8MQy2jwoDrd6Rw33LNrIhdPyOfmw6BYmSlT+tBSmjR7C4hJ3h3t2dChPL9vBCUV5nn8bjScRYcqoLG457wje/d5pzL9uVlyvX5iXSeme+h4XgIxWRU0TuZlppHg81D3b76O2qY2WNvc+PyJ9h7cA5wM/B34d8jAuKcj1c+sFk1lSWs1dr5bE9dqNLe1868nlZGWk8sNzJsb12vEyuyiXVTtqXG0jfq+0iu17G/tE53m0kpMk7h+khXl+mlo72FnT1PXOLthV0+TJWuidBScTVje49/94pKOwXgdKgVTn9yXA+65FZQA4f2o+F00bye9f3cA7m+JThlxV+cEzK1lXXsuvPnNUVHNceoPZRbmo4uporKfe347fl8ynJlrrbzwV5gbXR/emGWvLngZGZ3tfoXp/ORMXJxNGuh7Il4F/An9yNuUDT7sUkwnxk3lHMCbHzw1PLKc6DvX9/75kG/9cWsbXTy3qc01XoY7MH8zA9BTXEkhTazsLPtzJnEnDGeDr3UOfe5tCD6vyNre1s2VPfULUiYtHRd5I7y2vBWYRmIGOqm4A+u6nSwLxp6Vw9yVT2VPfzHf+uSJmy4uGs3L7Pn44fxUnFOVyfS+fMNiVlOQkjivM4c0Nu135m768ppza5rZ+3XzllaED0/D7kj0Zylu6u4EOJSESSE5msKCiex3pkSaQZlXdn8ZEJIUD1J4ysTcpfzA3zT2cl9eU88h/t7hyjX0NrXz1saXk+H3cefFUV6umJooTinLZvreR0j2xX4Doqfe3M2xQWq8uXdJbiQiFeZmejMQqqQhcc1xeAiQQpx5WItyBvC4i3wMGiMgZwD+A/7gWlfmEL84q4NQJQ7l1wRpW76iJ6bk7OpRv/+MDdu5t4g//M23/rW9fN7soDyDmw3n3OKVLzp+S3y8ScSIam+tNVd6SijpEEiOBDB6QSrLL9bAiTSA3AZXAhwQKLC4Avu9WUOaTRIQ7Pn0kWQNSue5v79PQ0hazc//pjU28vKacm88+nGmj4zPhKxEU5GSQnzWAxRtiO5z32RU7aetQLrDmK88U5vnZsa8x7iWBSirryM8akBD9XklJwpCMVFfLmUQ6CqtDVf+sqp9R1U87v1sTVpzlZKbxu89NYfPuem6ZH5vSX//duIc7Fq7l7COHc8XxBTE5Z28RLO/+9sY9MZ1r8+9l2zl8+CAmHDIoZuc03VOYl4kqlO6J711ISUVdQvR/BGX7fVR5NQpLRJ50fn7orEn+sYdrUZkDOn58Ll87eRxPFpdxx8K1PfqGVVHTxNf/toyCXD+/vOjIhF2HxE2zi3KpbWpjRYxKPmysrOODbXt77boffUVoVd54ae9QNlXWMT4Bmq+C3K7I21V9iuudn+e4FoHpthtOPzTQX/HaRp5bsZOfnj/JWa41cm3tHVz3+DLqm9t4/MvH9KlSJd1x/LhAJ/dbG3bHpPnu6WXbSRKY1w9KlySyYHn5eI7E2l7dSHNbR0LdgeT401izK7Z9pqEOegfirL2RDDygqls6P1yLyhxUanISv/ncFP561UwAvvDAe3zjb8s+UUr7YO5YuI73Sqv4xYWT+0yV2GjkZKZxxIhBvBmDjvSODuWpZduZNT7X07UgTGD4+yGD0uM6EqukshZIjCG8QW7fgXTZB6Kq7UCDiPTeZej6qBOK8njhhhO5/rQiXli5i9N+/Tp/fWdLlzWAFq7axZ/e2MTnjx3N+dbUwuyiXJZtraa+uWcDE4q3VFNW3b9LlySSeK+PHhzCm2gJZG9Dq2v19CIdhdUEfCgiD4jIXcGHKxGZbklPTeabZxzK8zecwOT8wfzg6ZVceM/brNoRvk2/dHc9//vkBxw5cjA/6KN1rrrrhPF5tLYr722u6tF5nlpWRoYvmTOPsNIliSAwlLfO1cm3oUoq6sjN9CVU+Z/gZMLqhlZXzh9pAnkO+AHwBoG10YMPkyDG5WXy2JeO4Xefm0JZdQPn3r2Ynz67mrqQb9VNre189bH3SUoS/nDptLiuc5LIphcMwZeSxJsbom/Gampt59kVO5lzxCFxWbrVdK0wL5OapjbXF1UKKqmoS4j5H6HcLmcS6f/pfwfGE5h9vlFVvSlzaQ5KRDh/aj6nHDaUXy5cywOLN7Pgw5386NwjOPOIYfzwmZWs2VnDQ1fMYFQCFHtLFOmpycwsyO5RefdX11ZQ29Rmcz8SyP6aWLvrycl0tzquqlJSUce5RyXW4IngbPRAOZPY93V2NYw3RURuB8qAh4FHgW0icruIpEZ7URHJFpGXRGSD8zPs8BcRmSMi60SkRERuCtn+GRFZJSIdIjI92jj6qsEZqfz8gsn866vHM3hAKtc8upR5f3iLJ4vLuO6U8ZwywcqYdTa7KJf15XX7V5Prrn+/v52hA9M4fpy7KxyayH00lNf9jvTKumZqmtoSqv8DPmrCcusOpKsmrDuAbGCsqh6tqlMJrI2eBfyqB9e9CXhFVYuAV5znH+OM/voDMBeYCFwiIsFG+5XAhQSa1MwBHD1mCM9+fTY3n3U4G8rrmD0+l2+ecajXYSWk2eMDH/zRVOetqm9h0boK5k0ZYaVLEsjIIRn4kpPYFIehvInYgQ7eN2GdAxwaOutcVWtE5KvAWj6aJ9Jd84CTnd8fBhYB3+20z0ygRFU3AYjIE85xq1V1jbMtysv3HynJSXz5xEI+N3MUA1KT7QPuACYOH0S238edr2zAl5LEWZOGkxTh3+rZFTsCpUumjnQ5StMdyUnCmJyMuIzE2pigCWRIhg8R99YE6eoORMOVLHGG9vZkaMMwVd3pnGsn4UvD5wPbQp6XOdu6RUSuFpFiESmurHR3CdNENig9lVSPl9hMZElJwl0XTyU1OYnrHl/G3DvfZMGHOyNaFvWpZduZcMhAJo6w0iWJJjCU1/0mrJKKOjKduSeJJDlJyBqQ6lkT1moRuazzRhH5PIE7kAMSkZdFZGWYx7wIYwv39a/bSUtV71PV6ao6PS+ve7O1Tf8yuyiXhTecyF2XTKWto4OvPfY+Z931Js8fJJFs3l3Psq17ucDm0ySksbmZbK1qcG0eRFBJZR3j8vwJ2SqS7fe5tiZIV01Y1wL/FpEvEhi2q8AMYABwwcEOVNXTD/SaiJSLyHBnpvtwoCLMbmXAqJDnI4EdXcRrTI8kJwnnHTWCsycP59kVO7jzlQ189bH3mXDIQG44vYhPTTzkY01bTy3bjgjMm2IJJBEV5vlpbVfKqhspcDrV3VBSUces8Yk5gCLHn+ZNE5aqblfVY4CfEFgTfSvwE1Wdqarbe3Dd+cDlzu+XA8+E2WcJUCQiY0XEB1zsHGeM65KThHlT8nnpmyfxu89NoaWtg2sefZ+z717MCyt3oaqoKk8v286scbkcMjixmi5MwLj9Q3nda8aqaWqlvKY54fo/gtwsZxLRPBBVfRV4NYbXvQ14UkSuIpCUPgMgIiOA+1X1LFVtE5HrgIVAMvCgqq5y9rsAuBvIA54TkeWqemYM4zMGCCSS86fmc86Rw/nPih3c9UoJ1zy6lInDBzF30iFsrWro88v/9mZjcwMf6psq6zl1gjvX2N+BnmCTCIOyM30sKfV2ImFMqeoe4LQw23cAZ4U8X0Bg8arO+z0FPOVmjMaESklO4oKpIzn3yBE8s3wHd7+6gV+/tJ4BqcnMmWSlSxJVtt9HVkaqq0N5E3UIb1CO30d1QwsdHRrxyMJIWc0FY7ohJTmJi44eybwpI3h2xU7SU5Pw99NS+L1FYa67I7FKKuvwJScxOkGrO2T7fXQo7G1sjfly1fZ/vjFRSElOskrGvURhXiZvrHdvCP/GijoKcjNISdBh8sEyLlX1zTFPIIn5jo0xJkbG5vqpqG3+WGHRWEq0ZWw7y3GShhsjsSyBGGP6tOBIrM0uzEhvam1na1VDwnagAwwfnM5xhTn4UmL/cW9NWMaYPq3Q+XDftLuOySNjuy5e6Z56OhTGJfAdSGFeJn+7+lhXzm13IMaYPm10dgYiuFITK9FHYLnNEogxpk9LT01m5JABrgzlLamoQ4SEW0gqXiyBGGP6vMLcTFeG8pZU1DFyyADSU/vn6p6WQIwxfd7YXD+bd9fHfH30koq6hO5Ad5slEGNMnzcuz09DSzvlNbGrStveoWzaXd9v+z/AEogxph/YPxIrhs1YZdUNtLR1WAIxxpi+rNCZC7Ixhh3p/X0EFlgCMcb0A8MGpjMgNTmmkwn3J5C8gTE7Z29jCcQY0+clJQljc/0xXRekpKKO3Mw0BmekxuycvY0lEGNMvxBYHz2GdyCVdYwf6t4qh72BJRBjTL9QmOunrLqB5rb2Hp9LVRO+iGI8WAIxxvQLhXmZdChs3dPQ43NV1jZT29TWr+eAgCUQY0w/sX8kVgyasT4agdV/O9DBowQiItki8pKIbHB+DjnAfnNEZJ2IlIjITSHb7xCRtSKyQkSeEpGsuAVvjOmVxuYGEkgsOtJLKm0IL3h3B3IT8IqqFgGvOM8/RkSSgT8Ac4GJwCUiMtF5+SVgkqoeCawH/i8uURtjeq2B6ankDUyLyVDekoo6MtNSGDYoLQaR9V5eJZB5wMPO7w8D54fZZyZQoqqbVLUFeMI5DlV9UVWDy4u9A4x0N1xjTF9QmOuPSVXekoo6xg3NRERiEFXv5VUCGaaqOwGcn0PD7JMPbAt5XuZs6+yLwPMHupCIXC0ixSJSXFnp3rrIxpjEV5gXm6q8/b2IYpBrKxKKyMvAIWFeujnSU4TZ9rFSmiJyM9AGPHagk6jqfcB9ANOnT49tKU5jTK9SmOunuqGV6voWhjhrhXdXTVMrFbXN/b7/A1xMIKp6+oFeE5FyERmuqjtFZDhQEWa3MmBUyPORwI6Qc1wOnAOcprGu0WyM6ZOCI7E27a7n6CgTiNXA+ohXTVjzgcud3y8HngmzzxKgSETGiogPuNg5DhGZA3wXOE9Vez6o2xjTLwSr8q7dVRP1OSyBfMSrBHIbcIaIbADOcJ4jIiNEZAGA00l+HbAQWAM8qaqrnON/DwwEXhKR5SJyb7zfgDGm9xmTnUFhnp8ni8uiPsfGijp8yUmMGjIghpH1Tq41YR2Mqu4BTguzfQdwVsjzBcCCMPuNdzVAY0yflJQkXHF8AT98ZhXvb61m2uiwU9AOqqSijrG5flKSbR62/QWMMf3KRdNGMjAthYfeKo3q+EARRWu+Aksgxph+xp+WwmdnjOL5D3eya19Tt45tam1nW1UD4yyBAJZAjDH90OXHFdCuyqPvbOnWcZt319Oh1oEeZAnEGNPvjM7J4PTDh/H4e1tpao28vPtHqxBaAgFLIMaYfurKWQVU1bcwf/mOrnd2lFTUIfLRfJL+zhKIMaZfOq4wh8OGDeTBtzYT6Vzkkso6Rg3JID012eXoegdLIMaYfklEuHJWAWt31fLu5qqIjtloqxB+jCUQY0y/df7UfIZkpPLQW5u73Le9Q9m0u94SSAhLIMaYfis9NZlLZo7mpdXlbKs6eFWkbVUNtLR1WAd6CEsgxph+7QvHjUFEeOS/pQfdLzgCy+aAfMQSiDGmXxs+eABzJh3CE0u2Ud/cdsD9bBnbT7IEYozp9744q4Dapjb+vWz7Afcpqagjb2AagwekxjGyxGYJxBjT700bPYQjRw7mL29tpqMj/JBeW4XwkyyBGGP6veCQ3o2V9bxZsvsTr6uqDeENwxKIMcYAZ00eTm5mWtghvRW1zdQ2t1kC6cQSiDHGAGkpyXz+2NEsWlfJJqfDPMhWIQzPEogxxjj+55gx+JKTePjt0o9ttwQSniUQY4xx5A1M45yjhvPPpWXUNLXu315SUcfAtBSGDkzzMLrE40kCEZFsEXlJRDY4P8OuKykic0RknYiUiMhNIdt/KiIrnPXQXxSREfGL3hjTl115/FjqW9p5csm2/dtKKuoYNzQTEfEwssTj1R3ITcArqloEvOI8/xgRSQb+AMwFJgKXiMhE5+U7VPVIVZ0CPAv8MC5RG2P6vMkjBzN9zBAe/m8p7c6QXlvGNjyvEsg84GHn94eB88PsMxMoUdVNqtoCPOEch6rWhOznByKrxWyMMRG4ctZYtlU18uraCvY1tlJZ22wJJIwUj647TFV3AqjqThEZGmaffGBbyPMy4JjgExG5FbgM2AeccqALicjVwNUAo0eP7nnkxpg+78wjhjFicDoPvbWZbL8PsFUIw3HtDkREXhaRlWEe8yI9RZht++80VPVmVR0FPAZcd6CTqOp9qjpdVafn5eV1700YY/qllOQkvnBcAW9v3MOCD3cCNgIrHNcSiKqerqqTwjyeAcpFZDiA87MizCnKgFEhz0cC4daefBy4KNbxG2P6t4tnjCI9NTCk15eSxKjsDK9DSjhe9YHMBy53fr8ceCbMPkuAIhEZKyI+4GLnOESkKGS/84C1LsZqjOmHhvh9XDA1n7YOpTDXT3KSjcDqzKsEchtwhohsAM5wniMiI0RkAYCqthFomloIrAGeVNVVweOd5rAVwKeA6+P9Bowxfd8Vx48FbA2QA5FIF5PvC6ZPn67FxcVeh2GM6UXuf3MTR43KYkZBtteheEZElqrq9M7bvRqFZYwxvcKXTij0OoSEZaVMjDHGRMUSiDHGmKhYAjHGGBMVSyDGGGOiYgnEGGNMVCyBGGOMiYolEGOMMVGxBGKMMSYq/WomuohUAluiPDwX2B3DcHoDe8/9g73n/qEn73mMqn6inHm/SiA9ISLF4aby92X2nvsHe8/9gxvv2ZqwjDHGRMUSiDHGmKhYAoncfV4H4AF7z/2Dvef+Iebv2fpAjDHGRMXuQIwxxkTFEogxxpioWAKJgIjMEZF1IlIiIjd5HY/bRORBEakQkZVexxIPIjJKRF4TkTUiskpE+vwSySKSLiLvicgHznv+sdcxxYuIJIvIMhF51utY4kFESkXkQxFZLiIxXZLV+kC6ICLJwHoCa7eXAUuAS1R1taeBuUhETgTqgEdUdZLX8bhNRIYDw1X1fREZCCwFzu/j/40F8KtqnYikAouB61X1HY9Dc52IfAuYDgxS1XO8jsdtIlIKTFfVmE+ctDuQrs0ESlR1k6q2AE8A8zyOyVWq+gZQ5XUc8aKqO1X1fef3WmANkO9tVO7SgDrnaarz6PPfJkVkJHA2cL/XsfQFlkC6lg9sC3leRh//cOnPRKQAmAq863EornOacpYDFcBLqtrn3zPwO+BGoMPjOOJJgRdFZKmIXB3LE1sC6ZqE2dbnv6n1RyKSCfwLuEFVa7yOx22q2q6qU4CRwEwR6dPNlSJyDlChqku9jiXOZqnqNGAucK3TRB0TlkC6VgaMCnk+EtjhUSzGJU4/wL+Ax1T1317HE0+quhdYBMzxNhLXzQLOc/oEngBOFZFHvQ3Jfaq6w/lZATxFoFk+JiyBdG0JUCQiY0XEB1wMzPc4JhNDTofyA8AaVf2N1/HEg4jkiUiW8/sA4HRgradBuUxV/09VR6pqAYF/x6+q6uc9DstVIuJ3BoYgIn7gU0DMRldaAumCqrYB1wELCXSuPqmqq7yNyl0i8jfgv8BhIlImIld5HZPLZgFfIPCNdLnzOMvroFw2HHhNRFYQ+JL0kqr2i2Gt/cwwYLGIfAC8Bzynqi/E6uQ2jNcYY0xU7A7EGGNMVCyBGGOMiYolEGOMMVGxBGKMMSYqlkCMMcZExRKIMVEQkZyQIb+7RGS783udiPzRpWveICKXHeT1c/pTVV3jPRvGa0wPicgtQJ2q/srFa6QA7wPTnLlJ4fYRZ59ZqtrgVizGBNkdiDExJCInB9eZEJFbRORhEXnRWZPhQhG53Vmb4QWnfAoicrSIvO4Uu1volJfv7FTg/WDyEJFviMhqEVkhIk9AoMIugZIkfb5EuUkMlkCMcdc4AuXD5wGPAq+p6mSgETjbSSJ3A59W1aOBB4Fbw5xnFoF1SoJuAqaq6pHANSHbi4ETYv4ujAkjxesAjOnjnlfVVhH5EEgGgmUkPgQKgMOAScBLgRYokoGdYc4znEApnaAVwGMi8jTwdMj2CmBE7MI35sAsgRjjrmYAVe0QkVb9qNOxg8C/PwFWqepxXZynEUgPeX42cCJwHvADETnCad5Kd/Y1xnXWhGWMt9YBeSJyHATKyovIEWH2WwOMd/ZJAkap6msEFkfKAjKd/Q4lhtVWjTkYSyDGeMhZJvnTwC+diqnLgePD7Po8gTsOCDRzPeo0iy0Dfuus6QFwCvCcmzEbE2TDeI3pJUTkKeBGVd1wgNeHAY+r6mnxjcz0V5ZAjOklROQwYJiqvnGA12cAraq6PK6BmX7LEogxxpioWB+IMcaYqFgCMcYYExVLIMYYY6JiCcQYY0xULIEYY4yJyv8DCv4t6wMnhAIAAAAASUVORK5CYII=\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -351,87 +378,152 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "iteration 1 iLQRState.ACCEPTED 29.048042 [-0.08340336 -0.01721892 0.22967236 0.00947309]\n", - "iteration 2 iLQRState.ACCEPTED 29.550228 [-0.11866685 0.09501746 0.56516194 -0.50265646]\n", - "iteration 3 iLQRState.ACCEPTED 34.84626 [-0.1323006 0.48622218 0.66408867 -1.9054658 ]\n", - "iteration 4 iLQRState.ACCEPTED 29.804459 [-0.03768833 0.31710556 1.1126786 -0.16125584]\n", - "iteration 5 iLQRState.ACCEPTED 30.482954 [-0.08339666 0.25639832 1.3668891 0.03398371]\n", - "iteration 6 iLQRState.ACCEPTED 31.449635 [-0.09013142 0.3086831 1.3517152 -1.3455296 ]\n", - "iteration 7 iLQRState.ACCEPTED 33.92724 [ 1.1103433e-03 2.6575184e-01 1.8953927e+00 -1.8901892e+00]\n", - "iteration 8 iLQRState.ACCEPTED 53.06037 [ 0.01209076 0.15467077 1.4399223 -4.752672 ]\n", - "iteration 9 iLQRState.ACCEPTED 53.60525 [-0.5159921 -0.02108248 2.0083282 -1.4748209 ]\n", - "iteration 10 iLQRState.ACCEPTED 48.464268 [-0.34932545 0.02667894 -2.8639872 3.1300368 ]\n", - "iteration 11 iLQRState.ACCEPTED 49.862118 [-0.34919953 -0.02683475 -2.472771 3.8483493 ]\n", - "iteration 12 iLQRState.ACCEPTED 55.3491 [ 0.0313978 1.1114877 -2.4581842 4.018442 ]\n", - "iteration 13 iLQRState.ACCEPTED 35.590984 [-0.00352904 0.54103607 -2.844525 1.8343675 ]\n", - "iteration 14 iLQRState.ACCEPTED 30.493032 [ 0.1086438 0.6256567 -2.8803263 1.4074476]\n", - "iteration 15 iLQRState.ACCEPTED 33.84243 [ 0.11344682 0.66502583 -2.6384132 2.4867723 ]\n", - "iteration 16 iLQRState.ACCEPTED 43.680004 [ 0.15479244 0.7795331 -2.2452214 4.177897 ]\n", - "iteration 17 iLQRState.ACCEPTED 26.708584 [-0.7345412 -0.00473851 -3.0210264 1.1349124 ]\n", - "iteration 18 iLQRState.ACCEPTED 30.051607 [-0.7031851 0.2676621 -2.7992156 2.276529 ]\n", - "iteration 19 iLQRState.ACCEPTED 24.55038 [ 0.18306607 0.2744673 -2.7733743 1.9453175 ]\n", - "iteration 20 iLQRState.ACCEPTED 20.729385 [ 0.47616413 0.48698288 -2.5789528 2.6963065 ]\n", - "iteration 21 iLQRState.ACCEPTED 13.268288 [ 0.2561416 0.33502576 -2.7796082 1.7726679 ]\n", - "iteration 22 iLQRState.ACCEPTED 16.252476 [ 0.31336248 0.3994559 -2.63133 2.4537435 ]\n", - "iteration 23 iLQRState.ACCEPTED 9.381075 [ 0.22969548 0.26037017 -2.783064 1.7441775 ]\n", - "iteration 24 iLQRState.ACCEPTED 4.770175 [ 0.01571995 -0.05160436 3.0344703 -0.5159265 ]\n", - "iteration 25 iLQRState.ACCEPTED 4.423887 [ 0.07064582 0.00888549 -3.1329877 0.01402605]\n", - "iteration 26 iLQRState.ACCEPTED 4.0663514 [ 0.0561317 -0.00626294 -3.1344936 0.02085406]\n", - "iteration 27 iLQRState.ACCEPTED 3.8604279 [ 3.0706191e-02 -5.6138383e-03 -3.1395588e+00 1.9352348e-03]\n", - "iteration 28 iLQRState.ACCEPTED 3.722693 [ 2.5084021e-02 -1.1874667e-02 -3.1403694e+00 2.7271248e-03]\n", - "iteration 29 iLQRState.ACCEPTED 3.4084353 [ 1.9712890e-02 -1.5081634e-02 -3.1409781e+00 3.0458851e-03]\n", - "iteration 30 iLQRState.ACCEPTED 2.645522 [ 0.01492898 -0.017201 -3.141476 0.0032148 ]\n", - "iteration 31 iLQRState.ACCEPTED 0.89408344 [ 0.01072613 -0.01841208 3.1413112 0.00326094]\n", - "iteration 32 iLQRState.ACCEPTED 0.26522896 [ 0.00711143 -0.01883324 3.1410058 0.003203 ]\n", - "iteration 33 iLQRState.ACCEPTED 0.09944791 [ 4.0576700e-03 -1.8651400e-02 3.1407807e+00 3.0698795e-03]\n", - "iteration 34 iLQRState.ACCEPTED 0.06705668 [ 1.5291424e-03 -1.7996790e-02 3.1406243e+00 2.8801227e-03]\n", - "iteration 35 iLQRState.ACCEPTED 0.060468398 [-5.1122624e-04 -1.6983965e-02 3.1405275e+00 2.6510793e-03]\n", - "iteration 36 iLQRState.ACCEPTED 0.05407656 [-2.1119532e-03 -1.5716774e-02 3.1404798e+00 2.3968494e-03]\n", - "iteration 37 iLQRState.ACCEPTED 0.046049092 [-3.3216954e-03 -1.4281626e-02 3.1404736e+00 2.1306647e-03]\n", - "iteration 38 iLQRState.ACCEPTED 0.037950806 [-4.1850815e-03 -1.2752079e-02 3.1404982e+00 1.8596950e-03]\n", - "iteration 39 iLQRState.ACCEPTED 0.030740643 [-4.7537792e-03 -1.1192794e-02 3.1405487e+00 1.5957946e-03]\n", - "iteration 40 iLQRState.ACCEPTED 0.024697796 [-5.0732135e-03 -9.6504511e-03 3.1406169e+00 1.3422155e-03]\n", - "iteration 41 iLQRState.ACCEPTED 0.019771216 [-5.1852106e-03 -8.1652068e-03 3.1406984e+00 1.1055673e-03]\n", - "iteration 42 iLQRState.ACCEPTED 0.015800543 [-5.1332535e-03 -6.7658178e-03 3.1407864e+00 8.8671048e-04]\n", - "iteration 43 iLQRState.ACCEPTED 0.0126117505 [-4.9489685e-03 -5.4725306e-03 3.1408789e+00 6.9019670e-04]\n", - "iteration 44 iLQRState.ACCEPTED 0.010052345 [-4.6670679e-03 -4.2979661e-03 3.1409717e+00 5.1539356e-04]\n", - "iteration 45 iLQRState.ACCEPTED 0.007998018 [-4.3170368e-03 -3.2514916e-03 3.1410620e+00 3.6301298e-04]\n", - "iteration 46 iLQRState.ACCEPTED 0.0063496176 [-3.9204154e-03 -2.3349044e-03 3.1411483e+00 2.3256187e-04]\n", - "iteration 47 iLQRState.ACCEPTED 0.0050284066 [-3.4990243e-03 -1.5438545e-03 3.1412282e+00 1.2235180e-04]\n", - "iteration 48 iLQRState.ACCEPTED 0.0039717187 [-3.0688434e-03 -8.7600434e-04 3.1413021e+00 3.2359821e-05]\n", - "iteration 49 iLQRState.ACCEPTED 0.0031290497 [-2.6450977e-03 -3.2450145e-04 3.1413679e+00 -4.0027429e-05]\n", - "iteration 50 iLQRState.ACCEPTED 0.0024593214 [-2.2368731e-03 1.2069823e-04 3.1414268e+00 -9.5592026e-05]\n", - "iteration 51 iLQRState.ACCEPTED 0.0019291447 [-1.8517619e-03 4.6996694e-04 3.1414781e+00 -1.3693087e-04]\n", - "iteration 52 iLQRState.ACCEPTED 0.0015110368 [-1.4965864e-03 7.3384616e-04 3.1415210e+00 -1.6681931e-04]\n", - "iteration 53 iLQRState.ACCEPTED 0.0011825671 [-1.1740316e-03 9.2237134e-04 3.1415572e+00 -1.8535905e-04]\n", - "iteration 54 iLQRState.ACCEPTED 0.00092539453 [-8.8743377e-04 1.0445237e-03 3.1415870e+00 -1.9442673e-04]\n", - "iteration 55 iLQRState.ACCEPTED 0.00072460674 [-6.3555350e-04 1.1137802e-03 -3.1415741e+00 -1.9640526e-04]\n", - "iteration 56 iLQRState.ACCEPTED 0.0005681609 [-4.1931530e-04 1.1387194e-03 -3.1415565e+00 -1.9367972e-04]\n", - "iteration 57 iLQRState.ACCEPTED 0.0004463959 [-2.3613891e-04 1.1256564e-03 -3.1415429e+00 -1.8484547e-04]\n", - "iteration 58 iLQRState.ACCEPTED 0.00035161534 [-8.4872743e-05 1.0854277e-03 -3.1415336e+00 -1.7322830e-04]\n", - "iteration 59 iLQRState.ACCEPTED 0.0002777384 [ 3.6955338e-05 1.0225929e-03 -3.1415279e+00 -1.5919001e-04]\n", - "iteration 60 iLQRState.ACCEPTED 0.00022002526 [ 1.3155537e-04 9.4527373e-04 -3.1415257e+00 -1.4435506e-04]\n", - "iteration 61 iLQRState.ACCEPTED 0.00017482032 [ 2.0372703e-04 8.5804332e-04 -3.1415250e+00 -1.2764623e-04]\n", - "iteration 62 iLQRState.ACCEPTED 0.00013924725 [ 2.5499891e-04 7.6591078e-04 -3.1415267e+00 -1.1159651e-04]\n", - "iteration 63 iLQRState.ACCEPTED 0.0001111345 [ 2.8810499e-04 6.6996797e-04 -3.1415296e+00 -9.5034295e-05]\n", - "iteration 64 iLQRState.ACCEPTED 8.881356e-05 [ 3.0740065e-04 5.7881250e-04 -3.1415339e+00 -8.0267375e-05]\n", - "iteration 65 iLQRState.ACCEPTED 7.101975e-05 [ 3.1368286e-04 4.8889854e-04 -3.1415389e+00 -6.5989603e-05]\n", - "iteration 66 iLQRState.ACCEPTED 5.678943e-05 [ 3.0885008e-04 4.0382359e-04 -3.1415441e+00 -5.2647356e-05]\n", - "iteration 67 iLQRState.ACCEPTED 4.5363453e-05 [ 2.9853047e-04 3.2650566e-04 -3.1415498e+00 -4.1319519e-05]\n", - "iteration 68 iLQRState.ACCEPTED 3.6187907e-05 [ 2.8102868e-04 2.5627739e-04 -3.1415553e+00 -3.0496760e-05]\n", - "iteration 69 iLQRState.ACCEPTED 2.881058e-05 [ 2.5989243e-04 1.9363302e-04 -3.1415608e+00 -2.1505541e-05]\n", - "iteration 70 iLQRState.ACCEPTED 2.2880104e-05 [ 2.3607849e-04 1.3812449e-04 -3.1415660e+00 -1.3583316e-05]\n", - "iteration 71 iLQRState.ACCEPTED 1.8125142e-05 [ 2.0973313e-04 9.1056427e-05 -3.1415708e+00 -7.0297283e-06]\n", - "iteration 72 iLQRState.ACCEPTED 1.4315656e-05 [ 1.8424435e-04 5.0640425e-05 -3.1415753e+00 -1.5922251e-06]\n", - "iteration 73 iLQRState.ACCEPTED 1.1277289e-05 [ 1.5814925e-04 1.8288098e-05 -3.1415792e+00 2.7517090e-06]\n", - "iteration 74 iLQRState.ACCEPTED 8.862567e-06 [ 1.3390115e-04 -7.9348720e-06 -3.1415830e+00 5.8165206e-06]\n", - "iteration 75 iLQRState.ACCEPTED 6.951787e-06 [ 1.0997981e-04 -3.0425454e-05 -3.1415856e+00 8.8396646e-06]\n" + "iteration 1 iLQRState.ACCEPTED 29.143543 [ 0.01966747 0.0015057 -0.1365005 -0.32829136]\n", + "iteration 2 iLQRState.ACCEPTED 29.575909 [ 0.00519526 -0.11446236 0.12518305 0.72121304]\n", + "iteration 3 iLQRState.ACCEPTED 29.172916 [-0.03971372 0.00691879 0.6993479 0.11496115]\n", + "iteration 4 iLQRState.ACCEPTED 32.182243 [ 0.06934267 0.5826381 1.2517095 -1.0761747 ]\n", + "iteration 5 iLQRState.ACCEPTED 55.867226 [ 0.1057871 1.8900933 1.3525815 -4.25211 ]\n", + "iteration 6 iLQRState.ACCEPTED 65.878845 [ 0.1537296 2.166925 -3.0085728 4.7673798]\n", + "iteration 7 iLQRState.ACCEPTED 90.75286 [ 0.7945714 2.6167204 -2.7402651 -3.7421246]\n", + "iteration 8 iLQRState.ACCEPTED 41.9402 [-0.7613507 -0.94338185 -2.5685353 0.38006115]\n", + "iteration 9 iLQRState.REJECTED 58.690063 [-0.9578676 -1.089165 -2.1559727 3.909849 ]\n", + "iteration 9 iLQRState.REJECTED 58.690063 [-0.9578676 -1.089165 -2.1559727 3.909849 ]\n", + "iteration 9 iLQRState.ACCEPTED 56.14357 [-0.5667249 -0.7116664 -2.230722 3.706368 ]\n", + "iteration 10 iLQRState.ACCEPTED 44.94271 [-0.10654529 0.20649052 -2.2681696 3.6201596 ]\n", + "iteration 11 iLQRState.REJECTED 115.05423 [-0.16150905 -1.1307015 -1.1040545 8.952609 ]\n", + "iteration 11 iLQRState.REJECTED 115.05423 [-0.16150905 -1.1307015 -1.1040545 8.952609 ]\n", + "iteration 11 iLQRState.REJECTED 115.05423 [-0.16150905 -1.1307015 -1.1040545 8.952609 ]\n", + "iteration 11 iLQRState.REJECTED 115.05423 [-0.16150905 -1.1307015 -1.1040545 8.952609 ]\n", + "iteration 11 iLQRState.ACCEPTED 112.490074 [-0.09565967 -1.1177862 -1.1158471 8.882288 ]\n", + "iteration 12 iLQRState.REJECTED 158.27309 [-0.46699107 -2.1262808 1.1200719 10.997155 ]\n", + "iteration 12 iLQRState.REJECTED 158.27309 [-0.46699107 -2.1262808 1.1200719 10.997155 ]\n", + "iteration 12 iLQRState.REJECTED 158.27309 [-0.46699107 -2.1262808 1.1200719 10.997155 ]\n", + "iteration 12 iLQRState.REJECTED 158.27309 [-0.46699107 -2.1262808 1.1200719 10.997155 ]\n", + "iteration 12 iLQRState.ACCEPTED 76.70108 [-0.6193268 -0.10502458 0.81251657 5.8824153 ]\n", + "iteration 13 iLQRState.ACCEPTED 43.318478 [-0.4816789 1.1287171 1.2554411 -1.0858073]\n", + "iteration 14 iLQRState.ACCEPTED 121.719315 [-0.12530193 2.7311711 0.3899042 -8.482712 ]\n", + "iteration 15 iLQRState.REJECTED 77.2518 [ 0.42951176 2.4693322 -1.1706209 -5.3290386 ]\n", + "iteration 15 iLQRState.REJECTED 77.2518 [ 0.42951176 2.4693322 -1.1706209 -5.3290386 ]\n", + "iteration 15 iLQRState.REJECTED 77.2518 [ 0.42951176 2.4693322 -1.1706209 -5.3290386 ]\n", + "iteration 15 iLQRState.REJECTED 77.2518 [ 0.42951176 2.4693322 -1.1706209 -5.3290386 ]\n", + "iteration 15 iLQRState.REJECTED 77.2518 [ 0.42951176 2.4693322 -1.1706209 -5.3290386 ]\n", + "iteration 15 iLQRState.ACCEPTED 72.44264 [ 0.39917976 2.343969 -1.2109095 -5.007594 ]\n", + "iteration 16 iLQRState.ACCEPTED 45.94033 [ 0.81919336 2.5051713 -1.593576 0.70361376]\n", + "iteration 17 iLQRState.ACCEPTED 26.960768 [ 0.40784863 1.2658702 -2.335943 1.4323254 ]\n", + "iteration 18 iLQRState.ACCEPTED 21.611324 [ 0.38354242 -0.12392199 -2.7395654 -0.4427095 ]\n", + "iteration 19 iLQRState.ACCEPTED 22.169922 [ 0.22080807 -0.853981 -2.923743 -0.97457993]\n", + "iteration 20 iLQRState.ACCEPTED 31.713533 [-0.03059398 -1.4460485 3.018539 -2.6389058 ]\n", + "iteration 21 iLQRState.ACCEPTED 50.818634 [-0.25008762 -1.568402 2.4675999 -5.0083795 ]\n", + "iteration 22 iLQRState.ACCEPTED 109.707054 [-0.16484287 -0.7785479 1.3240026 -9.051342 ]\n", + "iteration 23 iLQRState.ACCEPTED 65.041794 [-0.4500576 -2.2705846 -0.5041272 -1.6590862]\n", + "iteration 24 iLQRState.ACCEPTED 135.78575 [ 0.09935099 -4.754677 -0.17591685 6.577037 ]\n", + "iteration 25 iLQRState.ACCEPTED 89.13775 [ 0.20886454 -1.1320013 0.94494516 1.1351554 ]\n", + "iteration 26 iLQRState.ACCEPTED 63.246014 [-0.10192689 -1.597399 0.28533536 -1.6749747 ]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.REJECTED 88.90907 [-0.6545048 -3.8206336 0.4756053 2.8193667]\n", + "iteration 27 iLQRState.ACCEPTED 85.53718 [-0.77456295 -3.7948005 0.27829772 2.203968 ]\n", + "iteration 28 iLQRState.ACCEPTED 44.4059 [-0.61925936 -0.22803283 -0.7153174 -3.0643811 ]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.REJECTED 48.824608 [-0.7710123 -1.2871189 -0.6853649 3.3492613]\n", + "iteration 29 iLQRState.ACCEPTED 29.281733 [-0.17804658 -0.942243 2.6694534 -0.8218241 ]\n", + "iteration 30 iLQRState.ACCEPTED 23.802986 [-0.29219386 -0.5032238 2.6612136 -2.0936637 ]\n", + "iteration 31 iLQRState.ACCEPTED 52.71369 [-1.2633934 -2.7467847 2.389695 -3.5141985]\n", + "iteration 32 iLQRState.ACCEPTED 24.311453 [-0.51281255 0.38778657 2.2926672 -2.4229672 ]\n", + "iteration 33 iLQRState.REJECTED 65.01179 [-0.30479205 1.8780415 1.493899 -6.3135233 ]\n", + "iteration 33 iLQRState.REJECTED 65.01179 [-0.30479205 1.8780415 1.493899 -6.3135233 ]\n", + "iteration 33 iLQRState.REJECTED 65.01179 [-0.30479205 1.8780415 1.493899 -6.3135233 ]\n", + "iteration 33 iLQRState.REJECTED 65.01179 [-0.30479205 1.8780415 1.493899 -6.3135233 ]\n", + "iteration 33 iLQRState.REJECTED 65.01179 [-0.30479205 1.8780415 1.493899 -6.3135233 ]\n", + "iteration 33 iLQRState.ACCEPTED 29.664856 [-0.69022804 0.5368744 -3.1070993 1.987406 ]\n", + "iteration 34 iLQRState.ACCEPTED 14.415462 [-0.09209514 0.7980241 -2.9227064 1.7802882 ]\n", + "iteration 35 iLQRState.ACCEPTED 10.876659 [-0.05507565 0.3969652 -2.8853662 1.6254724 ]\n", + "iteration 36 iLQRState.ACCEPTED 9.741819 [-0.04396579 0.15817419 -2.8788278 1.5795407 ]\n", + "iteration 37 iLQRState.ACCEPTED 8.982997 [-0.07387092 -0.00299519 -2.8911664 1.546658 ]\n", + "iteration 38 iLQRState.ACCEPTED 8.143406 [-0.08649352 -0.03034455 -2.884198 1.5659968 ]\n", + "iteration 39 iLQRState.ACCEPTED 7.974969 [-0.09608385 -0.05469832 -2.8828733 1.5642385 ]\n", + "iteration 40 iLQRState.ACCEPTED 7.8874545 [-0.10273334 -0.07055514 -2.8830965 1.5618355 ]\n", + "iteration 41 iLQRState.ACCEPTED 7.387944 [-0.10748217 -0.08029786 -2.8837535 1.5605557 ]\n", + "iteration 42 iLQRState.ACCEPTED 6.47334 [-0.1111239 -0.08623317 -2.884485 1.5599992 ]\n", + "iteration 43 iLQRState.ACCEPTED 6.2629123 [-0.11411556 -0.08982734 -2.8851564 1.5597945 ]\n", + "iteration 44 iLQRState.ACCEPTED 6.2324896 [-0.11665951 -0.09193105 -2.8857114 1.5597627 ]\n", + "iteration 45 iLQRState.ACCEPTED 6.2217026 [-0.11882528 -0.09306807 -2.8861263 1.5598247 ]\n", + "iteration 46 iLQRState.ACCEPTED 5.7832317 [-0.12064601 -0.09358249 -2.886419 1.5599016 ]\n", + "iteration 47 iLQRState.ACCEPTED 5.15185 [-0.12212804 -0.09371325 -2.886603 1.5599846 ]\n", + "iteration 48 iLQRState.ACCEPTED 5.0780554 [-0.12327984 -0.09359837 -2.8866994 1.5600662 ]\n", + "iteration 49 iLQRState.ACCEPTED 4.0012655 [-0.12413651 -0.09336578 -2.8867328 1.5601318 ]\n", + "iteration 50 iLQRState.ACCEPTED 3.8689926 [-0.12472983 -0.0930822 -2.8867242 1.5601772 ]\n", + "iteration 51 iLQRState.ACCEPTED 3.8566499 [-0.12510552 -0.09279563 -2.886687 1.5602167 ]\n", + "iteration 52 iLQRState.ACCEPTED 3.8334079 [-0.12531888 -0.09254283 -2.8866413 1.5602295 ]\n", + "iteration 53 iLQRState.ACCEPTED 3.4819896 [-0.12540275 -0.09233576 -2.8865879 1.5602508 ]\n", + "iteration 54 iLQRState.ACCEPTED 2.6776896 [-0.12539522 -0.09217217 -2.8865383 1.560253 ]\n", + "iteration 55 iLQRState.ACCEPTED 2.5935786 [-0.12534359 -0.09206088 -2.8864963 1.5602579 ]\n", + "iteration 56 iLQRState.ACCEPTED 2.591549 [-0.12525885 -0.09198491 -2.886463 1.5602455 ]\n", + "iteration 57 iLQRState.ACCEPTED 2.5901313 [-0.12516889 -0.091942 -2.8864381 1.5602424 ]\n", + "iteration 58 iLQRState.ACCEPTED 2.5881283 [-0.12507905 -0.09192542 -2.88642 1.5602388 ]\n", + "iteration 59 iLQRState.ACCEPTED 2.5864646 [-0.12500268 -0.09192595 -2.8864095 1.560233 ]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iteration 60 iLQRState.ACCEPTED 2.5852962 [-0.12493813 -0.09193708 -2.8864048 1.5602249 ]\n", + "iteration 61 iLQRState.ACCEPTED 2.5845644 [-0.12489457 -0.09195592 -2.886402 1.5602235 ]\n", + "iteration 62 iLQRState.ACCEPTED 2.584102 [-0.12485878 -0.09197233 -2.8864028 1.560219 ]\n", + "iteration 63 iLQRState.ACCEPTED 2.5838373 [-0.1248421 -0.09199245 -2.8864048 1.5602176 ]\n", + "iteration 64 iLQRState.ACCEPTED 2.5836806 [-0.12482865 -0.09200981 -2.8864076 1.5602163 ]\n", + "iteration 65 iLQRState.ACCEPTED 2.5835652 [-0.12481873 -0.09201562 -2.8864114 1.5602093 ]\n", + "iteration 66 iLQRState.ACCEPTED 2.5835154 [-0.12482371 -0.0920257 -2.8864162 1.5602083 ]\n", + "iteration 67 iLQRState.ACCEPTED 2.5835161 [-0.1248316 -0.09203566 -2.8864172 1.5602155 ]\n", + "iteration 68 iLQRState.ACCEPTED 2.5835032 [-0.12483327 -0.09203932 -2.88642 1.5602164 ]\n", + "iteration 69 iLQRState.ACCEPTED 2.5834877 [-0.12483778 -0.09203894 -2.886421 1.5602139 ]\n", + "iteration 70 iLQRState.ACCEPTED 2.5834956 [-0.12484765 -0.092045 -2.886422 1.5602152 ]\n", + "iteration 71 iLQRState.ACCEPTED 2.5835004 [-0.12484951 -0.09204449 -2.886422 1.5602167 ]\n", + "iteration 72 iLQRState.ACCEPTED 2.5834928 [-0.12485172 -0.09204511 -2.8864229 1.5602138 ]\n", + "iteration 73 iLQRState.ACCEPTED 2.5834968 [-0.124856 -0.09203851 -2.8864238 1.5602148 ]\n", + "iteration 74 iLQRState.ACCEPTED 2.5835247 [-0.12485667 -0.09204324 -2.886421 1.5602219 ]\n", + "iteration 75 iLQRState.ACCEPTED 2.5835042 [-0.12485682 -0.09203741 -2.886422 1.5602158 ]\n", + "iteration 76 iLQRState.ACCEPTED 2.5834994 [-0.12486 -0.0920365 -2.8864229 1.5602138]\n", + "iteration 77 iLQRState.ACCEPTED 2.5835295 [-0.12486005 -0.09204143 -2.886421 1.5602221 ]\n", + "iteration 78 iLQRState.ACCEPTED 2.5835066 [-0.1248614 -0.09203573 -2.8864229 1.5602157 ]\n", + "iteration 79 iLQRState.ACCEPTED 2.5835197 [-0.12486213 -0.09203933 -2.886421 1.5602189 ]\n", + "iteration 80 iLQRState.ACCEPTED 2.583517 [-0.12486171 -0.09203849 -2.886421 1.5602183 ]\n", + "iteration 81 iLQRState.ACCEPTED 2.58351 [-0.12485647 -0.09203492 -2.886421 1.5602176 ]\n", + "iteration 82 iLQRState.ACCEPTED 2.5834982 [-0.12485754 -0.09203316 -2.8864229 1.5602144 ]\n", + "iteration 83 iLQRState.ACCEPTED 2.5835047 [-0.12485635 -0.09203436 -2.886422 1.5602164 ]\n", + "iteration 84 iLQRState.ACCEPTED 2.5834932 [-0.12485926 -0.09203376 -2.886422 1.5602125 ]\n", + "iteration 85 iLQRState.ACCEPTED 2.5835142 [-0.12485912 -0.09203561 -2.886421 1.5602188 ]\n", + "iteration 86 iLQRState.ACCEPTED 2.5834813 [-0.12485333 -0.09203424 -2.8864229 1.56021 ]\n", + "iteration 87 iLQRState.ACCEPTED 2.5835047 [-0.12485908 -0.0920348 -2.886422 1.5602162 ]\n", + "iteration 88 iLQRState.ACCEPTED 2.5835226 [-0.12485877 -0.09203906 -2.88642 1.5602211 ]\n", + "iteration 89 iLQRState.ACCEPTED 2.5834951 [-0.12485672 -0.09203399 -2.886422 1.5602138 ]\n", + "iteration 90 iLQRState.ACCEPTED 2.5835233 [-0.12486003 -0.09204056 -2.88642 1.5602208 ]\n", + "iteration 91 iLQRState.ACCEPTED 2.5835063 [-0.12485736 -0.09203601 -2.886422 1.5602169 ]\n", + "iteration 92 iLQRState.ACCEPTED 2.5835161 [-0.12486125 -0.09204042 -2.88642 1.5602183 ]\n", + "iteration 93 iLQRState.ACCEPTED 2.583491 [-0.12485711 -0.0920375 -2.8864229 1.5602121 ]\n", + "iteration 94 iLQRState.ACCEPTED 2.583502 [-0.12485751 -0.092035 -2.886422 1.5602156 ]\n", + "iteration 95 iLQRState.ACCEPTED 2.5835137 [-0.12485553 -0.09203333 -2.886421 1.5602196 ]\n", + "iteration 96 iLQRState.ACCEPTED 2.5834987 [-0.12485874 -0.09203609 -2.886422 1.5602142 ]\n", + "iteration 97 iLQRState.ACCEPTED 2.5835152 [-0.12485802 -0.09203677 -2.886421 1.5602193 ]\n", + "iteration 98 iLQRState.ACCEPTED 2.5834868 [-0.12486015 -0.09203729 -2.8864229 1.5602102 ]\n", + "iteration 99 iLQRState.ACCEPTED 2.5835016 [-0.12485448 -0.09203464 -2.886422 1.5602161 ]\n", + "iteration 100 iLQRState.ACCEPTED 2.5834978 [-0.12485489 -0.09203571 -2.886422 1.5602146 ]\n" ] } ], @@ -453,72 +545,86 @@ "outputs": [ { "data": { - 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\n", 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\n", 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\n", 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\n", 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zxktetjjOAnao6quqOgj8DLjKw3jy1oHo5L8MWhzVpcUsqClj897ctjhG53Akjrk8D/fk2NPZx/yaMny+owf0rz23gZryALc8/ooHkRmTP7xMHHOBppj7ze65sd4hIi+KyH0iMj/Rk4nIdSKyTkTWtbW1TXasnspkDkesZXOrct7iSCXmsjzck6Ops58FY7qpoiqCRXz0/MU8vb3Ns4IDY/KBl4kjXl3p2A0kfgM0qOqpwOPAPYmeTFXvUNVGVW2sq4u/tWqh2t89/rf3ZJbOqWZ3Rx9d/UOTGVZS+93lRpK2OIL51eJQVZo6+xImDoAPnNNAXWWQrz+8LW+25zUm17xMHM1AbAtiHnDEwkqq2qGq0XKgO4EzchRbXjnQFcLvk7gbIqVi2VxnnGNzDlsdLV3OhMXq0uKE1+TbvuOH+oboGRhm3vT44zIApQE/N1x0As/t6uSJLa05jM6Y/OFl4ngeOEFEFolIALgaeDD2AhGZHXP3SmBLDuPLGy3dIeoqgkdtv5qqZXPcyqocjnNE9+FINmGxPJBfuwBGS3GTtTgA3nPmfBbXlnPTw1ttPxFzTPIscajqMHA98AhOQviFqm4WkX8TkSvdyz4pIptFZCPwSeCD3kTrrUzncETNqAgyp7okp+Mc+7v6x425LJBfuwCOJI4ZyRNHsd/HZ1efxCutvdy3vjkXoRmTV8adOS4ijcAbgDlAP/AS8LiqTnh0UFXXAGvGnPtyzPEXgC9M9HUKXUt3iOPrKib0HEvnVud06ZGWrhBnHzcj6TX5tu9400F3Dsf05IkD4M1LZ3H6gmnc8vh2rlo5l1J3Xooxx4KELQ538t0LOB/cpcA2oBV4PfCYiNwjIgtyE+ax7cAEWxzgLD3yavvhnHzDD0eUAz0D4w7m51uLo6mzj9qKwMgmU8mICF+47BQOdA/wg2dey0F0xuSPZO+QcuA8Ve2P96CIrAROAPZkIzDj6B0YpmdgeOKJY24VqvDy/m7ObKiZpOjia+sZIBzRhJP/ovJtcHxPZx/zUmhtRJ3ZUMPFS2by3ad2cs1ZC6gpD2QxOmPyR8IWh6renihpuI9vUNUnshOWiUp3A6dEopVVueiuSqUUF5wWR2goQjiSH2Wte8YpxY3nc6tP4vDgMP/x0BYrzzXHjHEHx0Xk6yJSJSLFIvKEiLSLyPtyEZyZ2KzxWPWVQWorgryUg8qqVCcs5tMugMPhCPsOhdJOHMfXV3L9hcdz/wvN/PS5pvF/wZgpIJWqqktUtRu4HGfuxYnAZ7IalRkR/RDOdPJflIiwfG5VTuZy7O9KvGVsrPKRzZy8HyDf3xUiHNG0EwfADatO5IKT6rjxwZd4wdaxMseAVBJHdAbXZcBPJ6OayqSupXtiy43EWja3mldaewkNZfeDen9XP8EiH9PLEk/+g9E9OfJhgDxaijuvJnmyi8fvE259z2nMri7l73+83raZNVNeKonjNyKyFWgEnhCROiCU3bBMVEtXiOrSYkqKJ17uuXRONeGIsrWlZxIiSyyVyX8wuidHPrQ4Up38l0h1WTHfe/8ZdPUP8YmfvMCQTQw0U9i4iUNVPw+cAzSq6hDQh61imzMt3Yn3tEjXybMqAdh+ILuJI9UJi+V5tCfHns4+inwybvdaMqfMruKmd5zKc6918rn7X7TkYaaslLaOVdWDMceHgcNZi8gcoaUrsw2c4qmvcta6as/yboD7u0KctWj8kt+yPBrjcEpxSzNe1iXqqpVz2d3Rx82PbedAd4j/ee8ZSdfrMqYQ2daxea6lO7O9xuMpCxRRFvDT3jM4Kc8XTziiHOhOr8XRmwctjmZ3H47J8MmLTuAb71rBc6918s7vrB3ZVdCYqSLZzPGUWiMme4bCEdp7ByZlYDyqtiKY1RZHR+8AwxFlTgoxj7Y4vE8ceyYxcQC884x53PPhszjQHeJt//OM7d9hppRkLY5nReRXIvIxEWnIUTwmRmvPAKqTU1EVVVsRyGri2D8yh2P8sYLRMQ5vu6q6Q0Mc7BvKeGA8kXOPq+WXHz+PskAR7/ren/nnX23K6Z4oxmRLspnjjcAN7t1vicjzInKLiFwiIpltDGHSMlmzxmNlu8WxP415J2V5MgGwaYIVVckcX1/BmhvewIfOXcRP/rKHi775B369Ya/NMjcFLekYh6ruVtXvqupbgXNxduRbBfxRRB7KRYDHsgOTOIcjqq4ySHtv9sY4WtzlRlKJOVDkI+D3cdjjwfGmTifmbCQOcLac/fIVS3jw+tczd1oJN/xsA+/+3p95alurJRBTkFIex3BLcZ90b4hIvP3BzSTa3eF8E56sclxwWhydhwcZCkco9k9+bcT+rhABv48ZKS74Vxb00+fx4Hi0xTGZYxzxLJtbzS8/fh4/fW4Pt/9+Bx/83+dZOqeKv7/gOC5dNnvCFV3G5ErGnxyquncyAzFHe/bVDo6rK2da2eStulpb6fQydh7OTqtjvzuHY7zJf1HlgSLPWxx7OvuoKinKSdms3ye87+yF/OEzF/L1d55K/2CY63/yV87/+u+55bHtVoFlCoJVTuWpweEIz73Wybsb503q89ZVOEmorWdg0uaHxNrd2ZfWmExZwO/5GMeezr5xd/2bbIEiH+9unM87Tp/Ho5tbuPcve/j2k69w6xOvcM7iGbz99LmsOmUm022pdpOHLHFkSFX57h9eZUPTQWorgu4twDnH1XJ8/cR26wP4656D9A+FOff42kmIdlRtRfYmAT6zo52NTYf47OqTUv6dsmCR51VVTZ19nDy70pPX9vuES5fP5tLls9l7qJ/71zdz3/pmPnPfi/h9wpkN07l4ySxWnVLPwhnlnsRozFipbh37JWChe70AqqqnZjm2vKWqfHXNFu7842ssqCmjd+DgSNfPybMqefhT50/4NZ7Z2YFP4OzFybdfTddo4pjcrqrhcISv/PZl5k0v5cPnLUr598o93gUwElGaD/Zz8dKZnsUQNXdaKZ+86AT+4U3H89Lebh59uYVHNx/gK799ma/89mXmTivl3ONmcO7xMzh78YwJLY9izESk0uK4F2cZ9U3ApC6+IyKrgVsBP3CXqn5tzONB4IfAGUAH8B5V3TWZMaRLVfn6I9u484+v8cFzG7jxiiWICEPhCP/9xCt8+8kddPQOMKNiYhXLa3e0s3xu9aT3u0fHOCa7xfHzdU1sbenhf957eloLMpYFijjYl3C/sKw70BNiMBxJaZ/xXBERls+rZvm8av7fJSexq/0wT7/SxtodHTz68gH+b30z4JRpr5w/jZULpnHqvGpOmVVlXVsmJ1JJHG2q+uBkv7CI+IHbgYtx9vl4XkQeVNWXYy77CHBQVY8XkauBm4D3THYs6bjl8Vf4zlM7ee/rFowkDYBiv483nlTHt5/cwXOvdXLp8tkZv0bvwDAbmg7xd+cvnqywR5QH/JQU+2ifxKW/u/qH+Oaj2zmroYZLl81KL56gty2OQ33OhLxUq8C80FBbTkNtOR84p4FwRNmyv5vnXutkQ9MhNjYf4uHNLSPX1lUGOXlWJSfOrHR+b0YZC2vKmTOthKIsVNGZxFSViDrL8ERUUYWIuseARhg9HvkJiuL+5z6Pe849PuI1xrymT8bfB2cypJI4bhSRu4AngJFPG1X95QRf+yxgh6q+CiAiP8NZdTc2cVwF/It7fB9wm4iIZqn4/eZHt+H3+agqLaKypJjKkiIGhyMc6h+iq2+QnW2HeeCve3l34zy+ctWyoyqHls+dRmmxn2df7ZhQ4njutQ6GI8rrJ3l8A5xvs5M9CfC2J1/hYN8gX45JpKmqrQjS2hNCVdP+3ckQ3ZtkMpatzwW/T1g2t3pkK2BwKuRe2tvFtpYeth3oYVtLD/f+ZTehodEOgiKfMLOqhFnVJcyuLmFWVQm1lUFqygPMKA9QUx6gurSYypJiqkqLCBZ5//ehqgxHlMHhiHMLOz8HYu4PDIVHzo+cc4+HYs4PhSMMhCMMh5WhcPQx53g44hwPR0YfH44owyM/ncfCESeecMxtOKJEIkpYdSRBRJOFF2orgqz751VZf51UEseHgJNxNnSK/ktUYKKJYy4Qu9dmM/C6RNeo6rCIdAEzgPaxTyYi1wHXASxYsCCjgO5eu4vuUOJvv6XFft77ugX821XL8MWpuQ8U+WhsmM6zr05sXaJndnQQKPJxxsLpE3qeRJzEkf4Yh6ry//5vI119Q5x3fC2vP6GWYr+Pu9fu4l1nzDviwyxVC2eUERqK0JqlKq/xRD9cg8WF+228pjzA+SfWcf6JdSPnVJXWngF2tR9md0cfuzsPs78rxP5DITbv6+bxLQeOSCxjBYp8lAX8lBb7KQ34KSnyEyz2Uex3Jm0W+wW/T/CJc4vOQYn9Zhz9EI39YB0OOz+HIkd+iA+5x0ckiXDkqG/YExHw+wgUObEX+33uzTkuco+LfEKR30dJsY+iYNHIn7PI53N++gW/OD994lzv8znn/DHHPnG+pDl/R86x8/cEgiAj55xBY5HRcxA951zLyDEjx7GE0RO5+necSuJYoarLs/Da8b5ejv1nkso1zknVO4A7ABobGzP65/biv7yZoXCE3tAwPaFhukNDBIp8TCstprqsOKVvYWcvnsF/PbKNzsOD1GTY/fHMjnYaF07P2rfg2oogzQfTny+wfvdBfvnCXmaUB3hiaysAxX4h4Pfx6TenXkkVK1optLujz5vEMey0OEoLpMWRKhGnhTGzqoTXJSiw6BscpqN3kI7Dg3QeHqC7f5ie0BDd7r/90GCYvsEw/UNh+gedb/ZD4Qj9Q2G6+iMx37CdZBD7oQc4ScX94PT7oh/AzodwsLjoiA/u6LHzwe4bWVUg+mE/cvP7CBb7nZ9jzh91HHOuyCeetGinqlQSx7MismTM2MNkaAbmx9yfB+xLcE2zu1pvNZDVZUaL/T6mlwcyHmQ8e7GzD8Vzr3Wweln63VXtvQNsbenhMxl+EKeirjLAhqb098a+e+0uqkqK+OPnLqSjd5C1O9v5884OLjy5nvrKzD70F7qztXd1HE5pD4/JNlBgXVWTqSxQRFlNUdZnzJupJ5XE8XrgWhF5DWeMY7LKcZ8HThCRRcBe4Grgb8Zc8yBwLfBn4J3Ak9ka35gso+McnRkljj/v7ADg3OMmtww3VnTZkXBEU17moqUrxO9eauHD5zWMfOC8p2YB7zkzs27BqLnu5km7O7zZG6z/GE4cxmQqlcSxOhsv7I5ZXA88glOO+wNV3Swi/wascyu5vg/8SER24LQ0rs5GLJNpdJyjI6Pff2ZHO5UlRSzPYLwgVXWVQSLqDKrWVaZWNnzvX3YTUeUD5zRMaizFfh/zppeOrMuVa9F+/pICHuMwJtcSJg4RqVDVXlXdPd41mb64qq4B1ow59+WY4xDwrkyf3ysTGed4Zmc7Zy+ekdXSydjZ46kkjoHhsLMk+Mkzs9KtsaCmzMPE4bY48qCKyJhCkezT6dci8k0ROV9ERtY6EJHFIvIREXmELLVGCt3rFo2Oc6SjqbOPps5+zstiNxWMJo62FOdy/HbjfjoOD/Kh8xqyEk/DjHJ2dRz2ZInx0RaHJQ5jUpVsI6eLcOZufBTYLCJdItIB/BiYBVyrqvflJszCcuq8aZQU+9Iuy31mh1NlfF4W5m/EqnUXOkxlLoeqcvfaXZxQX5G1cZeFM8roCQ2PTMbLpWiLI1hkXVXGpCrpGEe8riQzvkCRj8aFNWmPc6zbfZCa8sCkLJKYTDrLjryw5xCb9nbxlbcePeFxsoyU5Hb25XzJjNBQmGCRL+68HGNMfPY1K0vOXlzD1paetPa92NB0iJXzp2W93rwyWESgyJfSJMB71u6isqSIt5+WvX27FrpLmntRWRUaCls3lTFpssSRJdFVbVMd5+gODbGzrZeV86dlMyzAmRxWVxEcd72qcER5eHMLbzttLuXB7K3AH92y1YsB8tBQxCqqjEmTvWOyJN1xjk3NXaiSk8QBzjhH2zhdVa09IQaHI5w8qyqrsZQU+5lVVcIuL1ocw9biMCZd4yYOEfmGiCzNRTBTSXStqVTHOTY0HQJgxbxcJY7x16tqPugsdz5vevZX21w4w5uS3NBQeMotN2JMtqXS4tgK3CEifxGRj4lI9mamTTFnLJi2qtk4AAAYRElEQVTO9gM9KS0b/tc9h1hcW051Wfb3vQZSWiE3up5VLhJHw4xyTxJH/1CEoCUOY9IybuJQ1btU9TzgA0AD8KKI/ERELsx2cIVu5YJpRBRebO5Kep2qjgyM50ptZYDOw4NEkiz/3NzptDjmTMt+4lgwo4z23gF6c7w3R2goTImV4hqTlpTeMe6mSye7t3ZgI/BP7h4aJoFot1O0GyqRvYf6ae8dYOWCHCaOiiDhiHKwL3F3VfPBfuoqgzkZA2hwS3L35LjVMWBVVcakLZUxjptxuqsuA76qqmeo6k2qegVwWrYDLGQzKoIsqClj4ziJY2OT0yLJaYsjhb3Hmw/15aSbCrwrybWqKmPSl8o75iWcPTk+qqrPjXnsrCzENKWsnD9t3BbHhqaDBIp8Wa9eilWXwiTA5oP9zMvRXtwLoomjM7ctjtCwDY4bk65UEsd7VfWId7OIPAGgqsk77w0r50+jpTtES1co4TUbmg6xdE4VgRz2tccudBhPJKLsO9SfsxZHVUkxNeWBjFocfYOZj4v0D1pXlTHpSvhJJSIlIlID1IrIdBGpcW8NwJxcBVjoouMWiTZOGgpH2LS3K6fdVAB14yx02NozwFBYc5Y4ILOS3B89u5szvvI4W/Z3Z/SaNnPcmPQl+4r7UWA9zoD4C+7xeuDXwO3ZD21qWDK7imK/8NcE3VXbD/QQGorkPHFUlRYR8PsSTgIcLcXN3e5w6Zbk9g4Mc8tj2+kfCvPVNVsyes3QcKSg9xs3xgvJVse9VVUXAZ9W1UUxtxWqelsOYyxoJcV+lsyuYsOe+IkjOv5x2vzpuQwLEWFGRYD2nviD49HJf3NzUIobtaCmjH1d/Qy4+4CP5/t/fI3Ow4O8/bS5/PGVdv6wvS2t14tElMHhiO3FYUyaknVVvck93Csibx97y1F8U8JpC6azaW8X4ThzJjbsOURNeYD5Nbn7gI5KNgkwl5P/ohpqy1CFJnf+SDKdhwe584+vcsmSmXztHaeycEYZX31oS9y/40QGhm0vDmMykayN/kb35xVxbpdnOa4pZeX8afQNhtl+oOeoxzY0HWLFvOqsr4gbT21FIEni6Ke2IjdzOKIW1LjLq6cwQP7dP+zk8OAwn37zSQSKfHxu9clsO9DDfeubUn696H7jpdZVZUxaEi55qqo3uj8/NNkv6g66/xxnJvou4N2qetTosYiEgU3u3T2qeuVkx5IL0fGLDU2HOGX2aMltT2iIHW29XH6qN7UGtRVBXk4wqOyU4ua2FdQwI7VVclu6QtyzdhdvO20uJ86sBODSZbM4fcE0vvnodq5YMYeywPir+Y5sG2stDmPSksoEwK+KyLSY+9NF5N8n+LqfB55Q1RNwdhn8fILr+lV1pXsryKQBTrXQ9LLio8Y5RlbEzeGM8Vi1lUE6euMvO7I3h6W4UTXlASqCReO2OG594hUiqvzjqhNHzokIX3rLElp7Brjz6ddSej1LHMZkJpU2+qWqOvKJ57YMLpvg614F3OMe3wO8dYLPl9dEhBVxJgL+yd0qdsU8b9aNrK0IMhxRuvqP3LI1ElH25nDyX5SIOCW5SSYB7mo/zC/WNfE3Zy1gfs2R8Z2xcDpvWT6b7z29k0NJllKJGt1v3LqqjElHKu8Yv4gEo3dEpBQIJrk+FTNVdT+A+7M+wXUlIrJORJ4VkaTJRUSuc69d19aWXnVNLqycP43trT0ji/g9/vIBvvuHnbx56UymleV2u9SoRHuPt/UOMBiO5LzFAU7rbFd74hbHzY9tJ+D38Yk3HR/38Xc1zqNvMMyO1t5xXyvkVm/Z6rjGpCeVbd1+DDwhIv8LKPBhRlsLCYnI48CsOA99KY34FqjqPhFZDDwpIptUdWe8C1X1DuAOgMbGxtRLa3Jk5fxpqMKLzYcoCxRx/U9fYNncam5+90rPYhqZBNg7wAnuWAGMVlTN9SBxnDZ/Oms2tbB2RzvnHl97xGOb93Xx4MZ9XH/h8dRXlsT9/ZlVzvlEExtjhQajg+OWOIxJx7iJQ1W/LiIvAqvcU19R1UdS+L1ViR4TkQMiMltV94vIbKA1wXPsc3++KiJP4SyqGDdx5LvoAPmDG/bx2MsHqK8s4fvXnpnVLVnHU1sZf6HD6ByO+R4kjvefs5AfPbubLz+4mTWffMMRy7D81yPbqC4t5u/OX5zw96NrcLWmkjiGbYzDmEyk2rn7V+APwFPu8UQ9CFzrHl+LMxv9CO4gfNA9rgXOA16ehNf2xLSyAItqy/nZ801EVLn7Q2eOfMh5ZXZ1CT6B7S1HlgmPTv7L7RgHOB/iN16xhB2tvdy9dnSQ+y+vdvDUtjY+fsFxVJcm3uyqpiyA3yeptThsjMOYjKRSVfVu4DngncC7gb+IyDsn+LpfAy4WkVeAi937iEijiNzlXnMKsE5ENgK/B76mqgWbOAAaF04nWOTjrmvPZHFdhdfhUFlSzFmLanj05ZYjzjtzOAKUBrz5Jn7RKTO56OR6bn38FQ50h1BVvv7INmZWBbn23Iakv+vzCbUVAVp7Ei8qGTVSVWUzx41JSyr9JF8CzlTVVgARqQMeB+7L9EVVtQO4KM75dcDfusdrgeWZvkY++ue3LOETFx5PQ22516GMWL10Fv/ym5fZ2dbLcW4yaz7Yx9wcV1SNdeMVS1l1yx/4j4e2cOWKOazffZCvvm15St1KdZXBNFscljiMSUcqbXRfNGm4OlL8PTNGdVlxXiUNgEuWOvULj2webXXs9WDy31gLZpTxsTcex4Mb9/HFBzaxqLacdzXOS+l36ytLUhrjGJ05bonDmHSkkgAeFpFHROSDIvJB4CFgTXbDMrkyZ1opK+ZV88hLTuKIRJTmQ/3My+Hihol8/ILjmDe9lNaeAf7p4hMp9qf2faWuItUWR7Qc174HGZOOVKqqPiMi78AZnBbgDlV9IOuRmZx587JZfP3hbew71E+RTxgc9mYOx1glxX6+fc1pPLHlAG9ZPjvl36uvchZvDEcUvy/xGmADQ2FEIJjDDbSMmQpSqgVV1fuB+7Mci/HI6qVO4nh0cwvL5zllw7meNZ7I6Qumc/qC9Jacr6sMElFnBd1klWuh4QjBIp8nC0waU8gSJg4R6cGZ8HfUQ4Cqau42yDZZtbiughNnVvDw5hamlzuzyfOhxZGp+pG5HKHkicN2/zMmI8lWx61M9JiZelYvncVtv9/BsjnOullezBqfLNFkMd44R2gobKW4xmQgpc5dEXm9iHzIPa4VkUXZDcvk2puXzSKi8PN1TcwoD6S0LHm+ii5HMl5lVf9QxLO5KsYUslQmAN4IfA74gnsqgLN+lZlClsyuYn5NKT2h4YLupoL0Whw2MG5M+lJ517wNuBI4DCPrR1k31hQjIqx253QUcjcVONVYlSVFqXVV2RiHMWlLJXEMqqriDpSLSH7NYDOTZvUyJ3HkS0XVRKQye3xgKGLrVBmTgVTeNb8Qke8B00Tk73CWG7kzu2EZL5w2fzrvO3sBl6UxZyJf1VcGx12vKjRsLQ5jMpHKBMBviMjFQDdwEvBlVX0s65GZnPP5hH9/69RYHqyusoRNzYeSXtM/GKZ0miUOY9KVbB7HbcBPVHWtmygsWZiC4bQ4xhnjsBaHMRlJ1lX1CvBNEdklIjeJiHdb1RmTprrKIH2DYQ67W/XGE7IxDmMykvBdo6q3quo5wBuBTuB/RWSLiHxZRE7MWYTGZKA+hZ0AnXJca3EYk65xv26p6m5VvUlVTwP+Bqc8d0vWIzNmAlKZy+FUVVniMCZdqUwALBaRK0TkXuB3wHbgHVmPzJgJGJ09Hr+yKhxRBsMR24vDmAwkGxy/GLgGeAvO1rE/A65T1cM5is2YjI3X4hjZNtbGOIxJW7Jy3C8CPwE+raqdOYrHmEkxrbSYYr+kkDisxWFMupINjl+oqndmI2mIyLtEZLOIRESkMcl1q0Vkm4jsEJHPT3YcZury+YTaisQluaHh6H7j1uIwJl1evWteAt4OPJ3oAhHxA7cDlwJLgGtEZEluwjNTQX2SZUesxWFM5jxJHKq6RVW3jXPZWcAOVX1VVQdxxliuyn50ZqqoSzIJsH/QEocxmcrndvpcoCnmfrN7Li4RuU5E1onIura2tqwHZ/JfsoUOB4YtcRiTqawlDhF5XEReinNLtdUQbyPoeFvZOg+o3qGqjaraWFdXl1nQZkqpqyyh4/AAw+HIUY+FhtwxDtuPw5i0ZW2bN1VdNcGnaAbmx9yfB+yb4HOaY0hdZRBV6Dw8SH1VyRGP2RiHMZnL569bzwMniMgiEQkAVwMPehyTKSDJlh0ZaXFY4jAmbZ4kDhF5m4g0A+cAD4nII+75OSKyBkBVh4HrgUdwljj5hapu9iJeU5iSTQLstwmAxmQsa11VyajqA8ADcc7vAy6Lub8GWJPD0MwUMtriOHrZkWhXlS05Ykz67OuWmbJqKxK3OKKJI2iJw5i0WeIwU1ZJsZ/q0uK4YxwDNnPcmIzZu8ZMaYnmcoSGwohAwG9vAWPSZe8aM6Ul2kK2fzBMSZEfkXjThYwxyVjiMFNawhbHcJjSgI1vGJMJSxxmSnNaHCFUj1x0IDQUsVnjxmTI3jlmSqurDBIaitA7MHzE+dBQ2Cb/GZMhSxxmShvdQvbI7qrQUMRKcY3JkCUOM6VFZ4+3do9NHGErxTUmQ/bOMVNaotnjoaGwzRo3JkOWOMyUFu2qGltZFRq2MQ5jMmWJw0xpVaVFBIp8ccc4rKvKmMzYO8dMaSLilOR2H91VVVJkLQ5jMmGJw0x59ZVB2nqPHhy3qipjMmOJw0x59ZUlcaqqrKvKmEzZO8dMefVVR69XZVVVxmTOEoeZ8uorg3T1D43swTEcjjAcUauqMiZDljjMlDe2JDdke3EYMyH2zjFTXl1VdBKgkzj6B6P7jVuLw5hMeJI4RORdIrJZRCIi0pjkul0isklENojIulzGaKaO6OzxNnf2eLTLyspxjclMkUev+xLwduB7KVx7oaq2ZzkeM4WNXehwYNhNHLYfhzEZ8SRxqOoWwHZfMzkxozyA3ycjJbmhIXeMw/bjMCYj+f7OUeBREVkvItclu1BErhORdSKyrq2tLUfhmULg8wm1FYGRhQ5HuqpsjMOYjGStxSEijwOz4jz0JVX9dYpPc56q7hOReuAxEdmqqk/Hu1BV7wDuAGhsbNR415hjV31lyejguCUOYyYka4lDVVdNwnPsc3+2isgDwFlA3MRhTDL1lUH2d0VbHFaOa8xE5O07R0TKRaQyegxcgjOobkzaYmePR7uqbOa4MZnxqhz3bSLSDJwDPCQij7jn54jIGveymcCfRGQj8BzwkKo+7EW8pvDVVZbQcXiA4XDExjiMmSCvqqoeAB6Ic34fcJl7/CqwIsehmSmqvjKIKnQcHhyZOR60ripjMmLvHHNMqI/ZezxkM8eNmRBLHOaYUF8VnQQYspnjxkyQJQ5zTBhpcfQMEBoO4xMo9tsEVGMyYYnDHBNqK2K6qoYilBb7beUCYzLk1VpVxuRUoMhHTfno7HEb3zAmc9biMMeM+kpnLkf/UNgShzETYC0Oc8yocxNHwO+zUlxjJsDePeaYUV9ZQlu3U1VlFVXGZM4Shzlm1FcFaet1uqpKbS8OYzJmicMcM+orgwyFlZaukC1waMwE2LvHHDOiOwE2H+y3ripjJsAShzlm1Fc5czkGwxGrqjJmAixxmGNGdPY42AKHxkyEvXvMMSPaVQW2F4cxE2GJwxwzSgN+KoPO1CXrqjImc5Y4zDGlzh3nsKoqYzJn7x5zTImOc1hVlTGZs8RhjinRcQ7rqjImc17tOf5fIrJVRF4UkQdEZFqC61aLyDYR2SEin891nGbqGWlxWFeVMRnz6t3zGLBMVU8FtgNfGHuBiPiB24FLgSXANSKyJKdRmimnfmSMw1ocxmTKk8Shqo+q6rB791lgXpzLzgJ2qOqrqjoI/Ay4KlcxmqnJuqqMmbh8aK9/GPhdnPNzgaaY+83uubhE5DoRWSci69ra2iY5RDNVjHZVWeIwJlNZ249DRB4HZsV56Euq+mv3mi8Bw8C98Z4izjlN9HqqegdwB0BjY2PC68yx7fSF07nu/MWcvbjG61CMKVhZSxyquirZ4yJyLXA5cJGqxvugbwbmx9yfB+ybvAjNsaik2M8XLzvF6zCMKWheVVWtBj4HXKmqfQkuex44QUQWiUgAuBp4MFcxGmOMic+rMY7bgErgMRHZICLfBRCROSKyBsAdPL8eeATYAvxCVTd7FK8xxhiXJ3uOq+rxCc7vAy6Lub8GWJOruIwxxowvH6qqjDHGFBBLHMYYY9JiicMYY0xaLHEYY4xJiyUOY4wxaZH4c+8Km4i0Absz/PVaoH0Sw5ls+R4fWIyTId/jg/yPMd/jg/yKcaGq1qVy4ZRMHBMhIutUtdHrOBLJ9/jAYpwM+R4f5H+M+R4fFEaM8VhXlTHGmLRY4jDGGJMWSxxHu8PrAMaR7/GBxTgZ8j0+yP8Y8z0+KIwYj2JjHMYYY9JiLQ5jjDFpscRhjDEmLZY4XCKyWkS2icgOEfm81/GMJSI/EJFWEXnJ61gSEZH5IvJ7EdkiIptF5AavY4olIiUi8pyIbHTj+1evY4pHRPwi8lcR+a3XscQjIrtEZJO7JcI6r+OJR0Smich9IrLV/fd4jtcxRYnISe7fXfTWLSKf8jqudNgYB84bFdgOXIyz8+DzwDWq+rKngcUQkfOBXuCHqrrM63jiEZHZwGxVfUFEKoH1wFvz5e9RRAQoV9VeESkG/gTcoKrPehzaEUTkn4BGoEpVL/c6nrFEZBfQqKr5MnHtKCJyD/BHVb3L3QiuTFUPeR3XWO5nz17gdaqa6aTlnLMWh+MsYIeqvqqqg8DPgKs8jukIqvo00Ol1HMmo6n5VfcE97sHZgGuut1GNUkeve7fYveXVNycRmQe8BbjL61gKlYhUAecD3wdQ1cF8TBqui4CdhZQ0wBJH1FygKeZ+M3n0gVeIRKQBOA34i7eRHMntBtoAtAKPqWpexQd8C/gsEPE6kCQUeFRE1ovIdV4HE8dioA34X7fL7y4RKfc6qASuBn7qdRDpssThkDjn8uqbaCERkQrgfuBTqtrtdTyxVDWsqiuBecBZIpI33X4icjnQqqrrvY5lHOep6unApcAn3G7UfFIEnA58R1VPAw4D+ThuGQCuBP7P61jSZYnD0QzMj7k/D9jnUSwFzR07uB+4V1V/6XU8ibhdF08Bqz0OJdZ5wJXuGMLPgDeJyI+9Delo7hbPqGor8ABOV28+aQaaY1qT9+EkknxzKfCCqh7wOpB0WeJwPA+cICKL3G8BVwMPehxTwXEHn78PbFHVm72OZywRqRORae5xKbAK2OptVKNU9QuqOk9VG3D+DT6pqu/zOKwjiEi5W/iA2/1zCZBXlX6q2gI0ichJ7qmLgLwo0BjjGgqwmwqcJt0xT1WHReR64BHAD/xAVTd7HNYRROSnwAVArYg0Azeq6ve9jeoo5wHvBza54wgAX1TVNR7GFGs2cI9byeIDfqGqeVnymsdmAg843xEoAn6iqg97G1Jc/wDc634RfBX4kMfxHEFEynCqOD/qdSyZsHJcY4wxabGuKmOMMWmxxGGMMSYtljiMMcakxRKHMcaYtFjiMMYYkxZLHMYkISIzYlYxbRGRvTH312bpNU8TkYRrVbnzUfKxBNYcI2wehzFJqGoHsBJARP4F6FXVb2T5Zb8I/HuSmNpEZL+InKeqz2Q5FmOOYi0OYzIkIr3uzwtE5A8i8gsR2S4iXxOR97p7f2wSkePc6+pE5H4Red69nRfnOSuBU1V1o3v/jTEtnL9GZ20DvwLem6M/qjFHsMRhzORYAdwALMeZPX+iqp6Fszz6P7jX3ArcoqpnAu8g/tLpjRy5hMengU+4CzO+Aeh3z69z7xuTc9ZVZczkeF5V9wOIyE7gUff8JuBC93gVsMRdrgOgSkQq3b1LombjLAke9Qxws4jcC/xSVZvd863AnMn/YxgzPkscxkyOgZjjSMz9CKPvMx9wjqr2k1g/UBK9o6pfE5GHgMuAZ0Vklapuda9J9jzGZI11VRmTO48C10fviMjKONdsAY6PueY4Vd2kqjfhdE+d7D50Inm2Kq05dljiMCZ3Pgk0isiLIvIy8LGxF7itieqYQfBPichLIrIRp4XxO/f8hcBDuQjamLFsdVxj8oyI/CPQo6rJ5nI8DVylqgdzF5kxDmtxGJN/vsORYyZHEJE64GZLGsYr1uIwxhiTFmtxGGOMSYslDmOMMWmxxGGMMSYtljiMMcakxRKHMcaYtPx/F0ORaFV++04AAAAASUVORK5CYII=\n", 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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AjmsRQFhmQmMEIjlLiSADntm+n+s+8zTrdr16Ws/v7p3YvQiGW1FfzcbmzhEfO3ENQUpVqSqQiuQyJYIMaAwTwHM7DpzW83v6Bob65ifaynk17Nh3iM7DJ3+xp/YqHt41BCpFLZLrlAgyYHNL8Bf3ht0jd8GMZWh3sgx0DQGsrK8BYGPLybGlFpOd1DVUqq4hkVymRJABqa6X0frix3LwcH+4O1lmEsH59dXAyElqT2cvFSWJk6qeqkUgktuUCCZYW1cv7d19zJ9Wxp7O3qEibun69vpmAK48e0YmwqN6ShFnzShnwwjjBI07D3DOrIqTjqdKUYtIbjplIjCzj5hZVXj7383sOTN7Q+ZDy06bwi/Y2y6dD4yve2gw6Xz557u4uGEqy+uqMxIfBOMEJ8bVcvAIm1o6uW7Z7JPOT21Ooz0JRHJTOi2CO9y9y8yuA+qADwF/l9mwstemlk4KDG5ZPY/CAhtX99ATL7TzyquHed+VCzMYYTBzqL27b2jvAYBHN+8F4E0jJYLSIgaTzuGj2pNAJBelkwhSfwbeAHzR3del+by8tKmlk7NnVjCtvJglsyvZsHvkqZoj+eLPdjCnupTrls7KYIRBiwDg+WGtgkeb9nLurEoWhovOhlPhOZHcls4X+gYzewT4NeAHZlbBseQgw7g7m1o6Ob8u+KJdOa+GDc0HSSZP/ePa2tbNM9v3857LF5CY4KqjJ1o6p4pEgbExbK3s7+lj7c5XedPyk1sDoM1pRHJdOt847wP+HLjE3Q8DJcAHMhlUtmrr6qOju4/z66oAWFVfQ3fvADv2Hzrlc7/0s52UJAq49eL5mQ6T0qJClsypHOq2+vGWNpIOb1o2ckukWi0CkZyWTiK4GNjs7q+a2buAPwL2ZTas7LQpXD9wfv2xFgGcesC483A/31nfzM2r6phWXpzZIEMr6mvY2NxJMun8cPNe5k2bwtI5VSOem9qlbKRFaCKS/dJJBPcAR8xsBfAJoA34akajylKbmg9SYAx9oZ49s4Ly4sJTJoJvNr5Cb3+S269omIQoA6nWyubWTp7Zvp83LZ2NmY147lDXkFoEIjkpnUQw4MG8wZuAf3L3fwAqMxtWdtrU0sk5syqZUhzs7lVYYJxfX83zo9T2AdjYfJB/ffIlLl04jaVzR/6LPBNWzAump372x9s4OpgcdXwAhg0Way2BSE5KJxEcMrM/AN4DfN/MCoDMFMLJYqmB4hPn/6+cV8OW1i76Bk6eevmTbR3ces8vKC9J8Km3r5isUAFYPLOSsuJCHn+hnRkVJVw4f+qo56ZWOXeNsbOZiGSvdBLBOwED7nT3PUA98I8ZjSoL7e3qZV/PUc4/IRGsqq/h6GCSF/YcX5b6oedbeP+X1jJ/Whnf+dAVQ3sFTJbCAmP53CDWa5fOorBg5G4hgKLCAsqKC9UiEMlRp0wE7t4K3AeUmNn1wGF3/+KpnmdmpeEq5A1m1mRmfxEeX2hmz5rZNjP7pplNzuhohqXqC6Vq+aScOGe/fzDJP6/ZxsceeJ4L50/lwQ9ezswTqn1OlpVh99D1Y3QLpagUtUjuSqfExNuB9QRdQ78JNJrZ29J47T7gGndfCawCrjezy4BPAZ9x98XAAXJkKurmlk4KC+ykmTdzqkuprSxhw+6DbNh9kLd+/hn+4bGt/NrKudz//ksyVm46HW+7oJ5bLqrn8rOmn/LckTan0T7GIrkhna6hPwUudvfb3P3dwKUE6wrG5IGe8G5ReHHgGuBb4fH7gZvHG3QcbWzuZPHMCkqLCo87bmasrK/hB5v38rZ/eYZXD/Xx7++5iH9+1wUnnTvZls6t4u9vWUlx4tQfgxNbBE2tnVz4V4/x7Mv7MxmiiEyCdBJBgbu3DbvfkebzMLNCM3seaAceA14CDrp76k/LZoL6RSM99w4zazSzxo6OjnTeLjL9g0k2t3SeND6Qcvmi6RzpH+Tdl87nsd993Yj1fOLuxFLU/7NhD4NJ59kdp7cLm4jERzpF738Ulpj4enj/VuDRdF7c3QeBVWZWA3wXOG+k00Z57j0EaxhYvXp1LEtaHDk6yDfXvsJ//GQH+w8d5TWLRy4dffvlC7hxxRxmRTQWMBGqShNsbw/yt7vzaFNQpK6pNf1aSiIST+kkgt8Hfh24kmD20P0c69pJi7sfNLMngcuAGjNLhK2CeqB1XBGPw4e/vp6fbjv9RdDFiQLqaqZQP3UK86aVUVVaRN/AIL39SXr6+nlk015ePXSUixum8lc3L+Pqc2eO+DqJwoKsTgJwfItgW3sPO/YdoiRRwOaWrogjE5EzdcpEEC4m+2Z4SZuZ1QL9YRKYAryRYKD4CeAdwAPA7cBD4w06XZefNZ3aipLTfv6Ro4M0HzzMxuZOfrh5LwNh8bjiwgJKigq4uGEaH3r9Ii5umDZRIcdW9ZRgcxr3oCSFGdx26QLue2YHBw8fpaYsJyZ/ieSlUROBmR1g5G4bI8gPp/r2mwPcb2aFBGMKD7r798zsV8ADZvbXwC+Be08v9FP7jcsWTNhrDSadvoFBShKFY865z1VVpUUkHQ4dHeTRpr1cOH8q1yyZyX3P7KCptStjO6qJSOaN1SI4o//Z7r4RuGCE4y8Dl5zJa0ehsMAoK87MPsLZIFV4rqmlk6bWLv7vm89jWVgSY3NLpxKBSBYb9ZstHOgVAY4VnvuvdcGeym9aNpup5cXU1UyhqVXjBCLZTDuNSVpShee+v3EP582pYv70MiBYi7BZM4dEspoSgaQl1SI40j943AY2y+dWs2PfIQ71qSCdSLZSIpC0pMYI4PjaRMvmVuEOW/aoe0gkW2Vy1pDkkFSLoGF6GefOOrYdRarsdlNrF6vzYBqtSC7K2KwhyS2VpQnKigt5y4o5x+1kNquqhOnlxWxu0TiBSLZKe9aQmU0Dhi+PzdiKYImfRGEBj3z0tcypOX6FtJmxrK5aM4dEslg6ZajfYmZbCQrEPRteP57pwCR+GmaUU5I4uWLqsrlVbG3rHnEXNhGJv3QGi/+GoM7Qi+4+D3gT8GQmg5LssnxuNQNJZ1tbz6lPFpHYSXfz+g6gwMzM3R8DLsxwXJJFltcdW2EsItknnZoJnWZWDvwU+LKZtQPJzIYl2WTe1DIqSxJaWCaSpdJpEdwM9AIfJ+gSagFuzGBMkmUKCoylc6s0YCySpdJJBHe7+6C797v7ve7+j8DvZjowyS7L5lazZU8Xg8lY7iEkImNIJxFcP8Kxt0x0IJLdVs6rprc/qR3LRLLQqInAzO40s18C55rZ+mGXbcCvJi9EyQapMtRPb433/tIicrKxBosfBNYAfwvcNex4t7u3ZzQqyTozKkpYXlfFU1s7+Mg1i6MOR0TGYdQWgbsfcPft7n4LMAW4NrzUTlZwkl1ed04t6185OLS3sYhkh3RWFn+YoHUwP7w8aGb/O9OBSfa5anEtg0nnZ9v3Rx2KiIxDOoPFdwKXuPsn3P0TwKXABzMblmSjCxdMpaIkwVMaJxDJKukkAgOGt/X7w2MixykqLOCKRdN5emsH7ppGKpItxpo1lBpI/grwCzP7YzP7Y+BnwP2TEZxkn6vOqaXl4BFe3nco6lBEJE1jtQieA3D3vwPuAA4DR4APuvunJyE2yUKvOyeYS/DUi+oeEskWY00fHer+cfe1wNrMhyPZbt60Ms6aUc7T2zp4/2sWRh2OiKRhrERQa2ajlpIIS02InOSqc2p5YO0r9PYPUlp08v4FIhIvY3UNFQIVQOUoF5ERve6cWnr7k6zd+WrUoYhIGsZqEexx97+ctEgkZ1x61jSKCwt4emsHr12s9YcicTdWi+CMpoia2Twze8LMtphZk5l9LDw+zcweM7Nt4fXUM3kfiZ+y4gSXLJzG01v3RR2KiKRhrETwhjN87QHg99z9POAy4MNmtpSgbtEad19MUMvorjFeQ7LUqnk1bO/ooX9QexiJxN1YtYbOqIPX3fe4+/rwdjewBagDbuLYOoT7CTa+kRzTMKOcwaTTfOBI1KGIyCmks7L4jJlZA3AB8Cwwy933QJAsgJmjPOcOM2s0s8aODs1JzzYN08sA2LlfC8tE4i7jicDMKoBvAx9397T3MnT3e9x9tbuvrq3VgGO2aZhRDsBOrTAWib2MJgIzKyJIAl9z9++Eh9vMbE74+BxAexvkoOnlxVSUJNi1/3DUoYjIKWQsEZiZAfcCW05YfPYwcHt4+3bgoUzFINExMxpmlLFDLQKR2Mtki+BK4D3ANWb2fHh5M/BJ4Npwy8trw/uSgxZML2eXxghEYm+sBWVnxN1/yuhrEc50aqpkgYXTy/nh5r30DyYpKpyUeQkichr0v1MyZsH0Mk0hFckCSgSSMQtTM4fUPSQSa0oEkjGaQiqSHZQIJGM0hVQkOygRSMZoCqlIdlAikIzSFFKR+FMikIxaOL2c3QeOqAqpSIwpEUhGpaaQtgybQjqYdH7r/kYe+1VbhJGJSIoSgWRUagrpjmHdQ8++vJ8fb2nj0aa9UYUlIsMoEUhGLZgeJIJdwwaMv/vLFgBe6uiJJCYROZ4SgWTUjIpgCunOcAppb/8gP9wctAReau/B3aMMT0RQIpAMMzMWTC8bWl38+AvtdPcN8IYlM+nqHWD/oaMRRygiSgSScQ0zyodWF3/3ly3MrCzhtsvmA0GrQESipUQgGZeaQtrR3ceTL7bz1pVzWTyzEoCXOrTGQCRqSgSScakppP/xk5fpH3RuvqCOupoplCQKeFkDxiKRy9h+BCIpqSmkX/n5LhbVlrNsbhVmxsIZ5Zo5JBIDahFIxqWmkB7pH+RtF9QR7GIKi2ZWqGtIJAaUCCTjUlNIAW5aVTd0fFFtBc0HDtPbPxhVaCKCuoZkEpgZ586upLDAmDetbOj4otpykg679h/m3NmVEUYokt+UCGRS/OtvXEii4PgG6KLaCiBYYaxEIBIdJQKZFDMrS086lhpE1swhkWhpjEAiU16SYG51qQaMRSKmRCCROqu2QlNIRSKmRCCRWlRbruJzIhFTIpBILZpZwaGjg7R390UdikjeUiKQSJ01I5w5pOJzIpFRIpBILZoZzBzSOIFIdDKWCMzsPjNrN7PNw45NM7PHzGxbeD01U+8v2WF2VSllxYWaOSQSoUy2CL4EXH/CsbuANe6+GFgT3pc8ZmacVavicyJRylgicPengVdPOHwTcH94+37g5ky9v2SPRbUVvKwWgUhkJnuMYJa77wEIr2eOdqKZ3WFmjWbW2NHRMWkByuRbVFtBy8EjHDmq4nMiUYjtYLG73+Puq919dW1tbdThSAadVRuWmtin7iGRKEx2ImgzszkA4XX7JL+/xFBq28oX9nRHHIlIfprsRPAwcHt4+3bgoUl+f4mhs2dWUFmSYN0rB6IORSQvZXL66DeAnwPnmlmzmX0A+CRwrZltA64N70ueKywwVs2vYd1OJQKRKGSsDLW7v2uUh96QqfeU7LV6wTQ+u2YrnUf6qZ5SFHU4InkltoPFkl8ubpiKO6xX95DIpFMikFhYNb+GwgJT95BIBJQIJBbKihMsnVNF464T1yCKSKYpEUhsXLRgKs/vPkj/YDLqUETyihKBxMbqhqn09idpau2KOhSRvKJEILGxesE0ABp3qntIZDIpEUhszK4upX7qFNbt0oCxyGRSIpBYWb1gKo27DmgPY5FJpEQgsXJRwzQ6uvvY/eqRqEMRyRtKBBIrqxcEm9ZpGqnI5FEikFg5Z1YllSUJ1mphmcikUSKQWCksMC5YMJV1ahGITBolAomd1QumsrWth7/5/q9Yt+sAyaQGjkUyKWPVR0VO17sumc/zuw/ypZ/t5D9+soPZVaVcv3w2N66Yw4Xzp1JQYFGHKJJTLBum6a1evdobGxujDkMmWeeRfh5/oY0fbNrLU1s76BtIMruqlBvOn83V585k2dwqpleURB2mSGyZ2Tp3X33K85QIJBv09A2wZksb39u4h6de7OBoWI9oTnUpy+ZWsai2gvppZcwPLw3TyzBTy0HyW7qJQF1DkhUqShLctKqOm1bV0dM3wMbmgzS1dLG5tZOm1i6e3rpvKDkAzK4q5eoltVyzZBZXnj2dsmJ91EVGoxaB5IRk0mnv7mP3gcO81N7D09s6eHrrPnr6BigrLuRPb1zSnr2sAAAJfElEQVTKOy+ep1aC5BV1DUneOzqQpHHnq3zhye08s30/1y+bzSfffj41ZcVRhyYyKdJNBJo+KjmrOFHAFWfP4Cvvv5S7b1jCmhfauP6zP+HnL+2POjSRWFEikJxXUGDc+bpFfOdDV1JWXMh7v/gcu/YfijoskdhQIpC8cX59NV//7ctIFBh//nCTKpyKhJQIJK/Mri7ld649hyde7ODRpraowxGJBSUCyTvvvaKBJbMr+cv/aeLw0YGowxGJnBKB5J1EYQF/ffNyWjt7+dya7VGHIxI5JQLJS6sbpnHLRfX8509eZltbd9ThiERKiUDy1l03LKG8JMFvf7mRp7d2RB2OSGQiSQRmdr2ZvWhm283srihiEJleUcK/v+ciHPjN+57jzq80svvVw1GHJTLpJn1lsZkVAluBa4FmYC3wLnf/1WjP0cpiyaTe/kHu/ekOPv/4dpLuXHVOLYtqK1hUW85ZteVUlRZRnCigJFFIcaKAAgMzwwwKzDDCa2PoWHBBJS0kUnEuOncJsN3dXwYwsweAm4BRE4FIJpUWFfLhq8/mbRfU8U8/3sa6Vw7w5Ivt9A9OzB9JBcOSw/BkcXwCOT6xBPkjfCy8HzzCsGPHJ5nU3aHrYecH94efe8JzTwz6FPlrrIezJfllR5Rw7+0XM396WUbfI4pEUAfsHna/Gbj0xJPM7A7gDoD58+dPTmSS1+bWTOFT71gBwMBgkt0HjrBz3yF6+gY4OpCkbyDJ0YFBHEg6uDtJd9wJj4W33Uk6DCYd59h5g0lwjj/HPfW81Lnh/fA2Q+cHMQ49P4x5+PHwxvCroUVzw1PaiZ0AJ6a7U/USjPlolqzR82wJlKBUSqZFkQhGSsQn/Vbc/R7gHgi6hjIdlMhwicICFs4oZ+GM8qhDEcm4KAaLm4F5w+7XA60RxCEiIkSTCNYCi81soZkVA7cCD0cQh4iIEEHXkLsPmNlHgEeBQuA+d2+a7DhERCQQyf597v4I8EgU7y0iIsfTymIRkTynRCAikueUCERE8pwSgYhInpv0WkOnw8w6gF2n+fQZwL4JDGeiKK7xUVzjo7jGJ1fjWuDutac6KSsSwZkws8Z0ii5NNsU1PoprfBTX+OR7XOoaEhHJc0oEIiJ5Lh8SwT1RBzAKxTU+imt8FNf45HVcOT9GICIiY8uHFoGIiIxBiUBEJM/ldCIws+vN7EUz225md0UYx31m1m5mm4cdm2Zmj5nZtvB6agRxzTOzJ8xsi5k1mdnH4hCbmZWa2XNmtiGM6y/C4wvN7Nkwrm+GZcwnlZkVmtkvzex7cYkpjGOnmW0ys+fNrDE8FofPWI2ZfcvMXgg/Z5dHHZeZnRv+nFKXLjP7eNRxhbH9TviZ32xm3wj/L2T8M5azicDMCoEvADcAS4F3mdnSiML5EnD9CcfuAta4+2JgTXh/sg0Av+fu5wGXAR8Of0ZRx9YHXOPuK4FVwPVmdhnwKeAzYVwHgA9MclwAHwO2DLsfh5hSrnb3VcPmnUf9ewT4J+CH7r4EWEnws4s0Lnd/Mfw5rQIuAg4D3406LjOrAz4KrHb35QRl+m9lMj5jntovNccuwOXAo8Pu3w3cHWE8DcDmYfdfBOaEt+cAL8bgZ/YQcG2cYgPKgPUE+1rvAxIj/X4nKZZ6gi+Ia4DvEWy7GmlMw2LbCcw44Vikv0egCthBOCklLnGdEMt1wDNxiItj+7lPI9gi4HvAmybjM5azLQKO/VBTmsNjcTHL3fcAhNczowzGzBqAC4BniUFsYRfM80A78BjwEnDQ3QfCU6L4fX4W+EMgGd6fHoOYUhz4kZmtM7M7wmNR/x7PAjqAL4bdaf9pZuUxiGu4W4FvhLcjjcvdW4BPA68Ae4BOYB2T8BnL5URgIxzTXNkRmFkF8G3g4+7eFXU8AO4+6EHTvR64BDhvpNMmKx4zuxFod/d1ww+PcGpUn7Er3f1Cgq7QD5vZVRHFMVwCuBD4V3e/ADhENN1TIwr72t8K/FfUsQCEYxI3AQuBuUA5we/zRBP+GcvlRNAMzBt2vx5ojSiWkbSZ2RyA8Lo9iiDMrIggCXzN3b8Tp9gA3P0g8CTBGEaNmaV21Zvs3+eVwFvNbCfwAEH30GcjjmmIu7eG1+0E/d2XEP3vsRlodvdnw/vfIkgMUceVcgOw3t3bwvtRx/VGYIe7d7h7P/Ad4Aom4TOWy4lgLbA4HHEvJmgCPhxxTMM9DNwe3r6doH9+UpmZAfcCW9z9H+MSm5nVmllNeHsKwX+QLcATwDuiiMvd73b3endvIPgsPe7ut0UZU4qZlZtZZeo2Qb/3ZiL+Pbr7XmC3mZ0bHnoD8Kuo4xrmXRzrFoLo43oFuMzMysL/m6mfV+Y/Y1EN0kzS4Mubga0E/cv/N8I4vkHQ59dP8FfSBwj6l9cA28LraRHE9RqCZuZG4Pnw8uaoYwNWAL8M49oM/Gl4/CzgOWA7QXO+JKLf5+uB78UlpjCGDeGlKfVZj/r3GMawCmgMf5f/DUyNSVxlwH6getixOMT1F8AL4ef+K0DJZHzGVGJCRCTP5XLXkIiIpEGJQEQkzykRiIjkOSUCEZE8p0QgIpLnlAgkr5hZT3jdYGbvnuDX/sQJ9382ka8vkilKBJKvGoBxJYKwou1YjksE7n7FOGMSiYQSgeSrTwKvDevR/05Y5O7vzWytmW00szsBzOz1FuzZ8HVgU3jsv8Pibk2pAm9m9klgSvh6XwuPpVofFr725nDPgHcOe+0nh9Xr/1q4olRkUiVOfYpITroL+H13vxEg/ELvdPeLzawEeMbMfhSeewmw3N13hPff7+6vhuUv1prZt939LjP7iAeF8k70vwhW2K4EZoTPeTp87AJgGUH9mGcIahr9dOL/uSKjU4tAJHAd8Jth6etnCcoNLA4fe25YEgD4qJltAH5BUNhwMWN7DfANDyqqtgFPARcPe+1md08SlPhomJB/jcg4qEUgEjDg/7j7o8cdNHs9Qfnk4fffCFzu7ofN7EmgNI3XHk3fsNuD6P+kREAtAslX3UDlsPuPAh8Ky3JjZueElTxPVA0cCJPAEoLy2Cn9qeef4GngneE4RC1wFUERMZFY0F8fkq82AgNhF8+XCPbWbQDWhwO2HcDNIzzvh8AHzWwjwdaGvxj22D3ARjNb70GJ6pTvEmwxuIGg2usfuvveMJGIRE7VR0VE8py6hkRE8pwSgYhInlMiEBHJc0oEIiJ5TolARCTPKRGIiOQ5JQIRkTz3/wFS6Pze/DrDnQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -528,17 +634,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Press ENTER to continue\n" - ] - } - ], + "outputs": [], "source": [ "if RENDER:\n", " # Wait for user interaction before visualizing. \n", @@ -547,7 +645,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -567,9 +665,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -581,7 +679,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.8" } }, "nbformat": 4, diff --git a/notebooks/known_dynamics/double_cartpole.ipynb b/notebooks/known_dynamics/double_cartpole.ipynb index f8ba77a..00c5e7f 100644 --- a/notebooks/known_dynamics/double_cartpole.ipynb +++ b/notebooks/known_dynamics/double_cartpole.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -79,21 +79,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import torch\n", + "torch.set_num_threads(1)\n", + "torch.set_flush_denormal(True)\n", "import numpy as np" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "DT = 0.05 # Time step (s).\n", + "DT = 0.025 # Time step (s).\n", "RENDER = True # Whether to render the environment or not.\n", "N = 50 # Horizon length.\n", "H = 3 * N # Episode length.\n", @@ -106,9 +108,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/data/miniconda3/envs/pddp/lib/python3.8/site-packages/gym/logger.py:30: UserWarning: \u001b[33mWARN: Box bound precision lowered by casting to float32\u001b[0m\n", + " warnings.warn(colorize('%s: %s'%('WARN', msg % args), 'yellow'))\n" + ] + } + ], "source": [ "cost = pddp.examples.double_cartpole.DoubleCartpoleCost()\n", "model = pddp.examples.double_cartpole.DoubleCartpoleDynamicsModel(DT)\n", @@ -117,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -207,12 +218,12 @@ " final_state = Z[-1].detach().numpy()\n", " final_state[2] = (final_state[2] + np.pi) % (2 * np.pi) - np.pi\n", " final_state[4] = (final_state[4] + np.pi) % (2 * np.pi) - np.pi\n", - " print(\"iteration\", iteration + 1, state, J_opt, final_state)" + "# print(\"iteration\", iteration + 1, state, J_opt, final_state)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -221,41 +232,201 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "U = 1e-1 * torch.randn(N, model.action_size)" + "U = 1e-3 * torch.randn(N, model.action_size)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { - "scrolled": false + "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5b2bccc3b2b6415eb15b79c116198098", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='iLQR', style=ProgressStyle(description_width='initial')),…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/juancamilog/workspace/pddp/pddp/controllers/ilqr.py:374: UserWarning: exceeded max regularization term\n", + " warnings.warn(\"exceeded max regularization term\")\n" + ] + } + ], "source": [ "J_hist = []\n", "controller.eval()\n", - "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=1, tol=0,\n", + "env.reset()\n", + "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=100, tol=0,\n", " on_iteration=on_iteration, u_min=U_MIN, u_max=U_MAX)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot(Z, U)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Press ENTER to continue\n" + ] + } + ], "source": [ "if RENDER:\n", " # Wait for user interaction before visualizing. \n", @@ -264,34 +435,163 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "env.reset()\n", "Z = torch.empty(H + 1, Z.shape[-1])\n", "U = torch.empty(H, model.action_size)\n", "Z[0] = env.get_state().encode(ENCODING)\n", "for i in range(H):\n", " U[i] = controller(Z[i], i, ENCODING, mpc=True, u_min=U_MIN, u_max=U_MAX, on_iteration=on_iteration)\n", " env.apply(U[i])\n", - " Z[i + 1] = env.get_state().encode(ENCODING)" + " Z[i + 1] = env.get_state().encode(ENCODING)\n", + "env.reset()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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PSnp9JoIcSV6pb2NWCnpg9ZlTU8763a0cAc0/zrkRZqA7kGvNbGWc7SuBP0oqImzUdslp29/NjuZ9hz0GJNZR48tpbO9iT1sn48qHvjiVc84NV8I7kHjJQ9IYSQvC/Z1mtj6dwY00feugp7QKK0xG3g7inMu0QRvRJT0qabSkscAy4FeS4o7NcAPbsDv1CeSo8UF12HpvB3HOZVgyvbAqw2lELgN+ZWYnAeemN6yRac2OZvLzlNIqrMmVoxhVmM+GXW0pO6ZzziUjmQRSIGkS8C7g3jTHM6Kt2dHC7OoyigvyU3bMvDAh+R2Icy7TkkkgXwP+Aqw3s+ckzQbWpTeskWn1jhbmhaPHU2lOTTkbvA3EOZdhgyYQM7vDzBaY2cfD1xvN7O3pD21kad3fTe3ejgPTj6TSUePL2dbYQXtnd8qP7ZxzifhI9AxZuzOYNXfexNEpP3ZfQ/rG3d4O4pzLHE8gGdK38FM67kDm1AQJxEekO+cyaaCR6Kf1TZfuDt+aHS2UFeUzpWpUyo89s7qUPPlYEOdcZg10B/JB4HlJt0m6QtLETAU1Eq3e0czcCRWHtYxtIsUF+UwdU8rGeq/Ccs5lTsKpTMzsowCS5gNvAn4tqRJ4BHgA+JuZ9WQkyiOcmbFmRwsXHJe+HDy7pszbQJxzGZVML6zVZvZ9M7sQeCPwJPBO4O/pDm6k2N2yn73tXWnpwttndnU5m+rb6O31SRWdc5kxpAWlzKwDuC98uCStOdADK40JpKaMjq4edjTvY3Ia2lmcc64/74WVASu3NQNw7KTUd+Ht07fCoVdjOecyxRNIBizb2sjMcaUpWYUwkdlhV95X6r0nlnMuMzyBZMCy2kYWTK1K6zkmjC6mtCj/wIy/zjmXbgONA2mR1Jzoke7AJF0oaY2k9ZKuibNfkn4Y7l8u6cR0xzQcu5r3Ude0j4XTqtJ6HknMqi7zrrzOuYwZqBtvBYCkrwE7gFsAAe8F0tcaHJwzH/gJcB5QCzwn6R4zWxVT7E3A3PDxWuBn4c+ssqy2CYBF0yrTfq7ZNeUs3bo37edxzjlIrhfWBWYW+8H8M0l/B76TppgATiGY/XcjgKTbgEuB2ARyKXCzBYuBPyOpStIkM6tLdTB/Xl7Hyu1NfO7C+UN+77KtjeTniWMnZSCBVJdx7/Lt7OvqoaQwdVPGu9xgZphBrxk94fNX94U/sZjnMe/rV45Byve9jj1u38b+x+rbZxbnGAliPHTbwb/ngef94+5X+qDjx90W51yD7D/oTHHKxjtnbNwHbzs07kTvP3p8BZWlhYcGcRiSSSA9kt4L3BbG824g3QMIpwBbY17XcujdRbwyU4CDEoikq4CrAKZPH94S7strG/nV3zbx6fOOpjB/aM1Gy2obmTehglFF6f9An11ThhlsbmhPa5dhd3j2d/fQ1N5FY0cXTR1dtO3vpqOzh/bOHto7u8OfwfOOrh66uo2unl46e3rp6umlq8fCn68+7+x+9XVPr2Fm9BphIgif9xq9sUmiN3HCcCPPr688mbPmjU/pMZNJIO8B/id8GPC3cFs6xZvvo/+fdzJlMLPrgesBFi9ePKz/IvMmVtDZ08um+jbmTkj+g9nMWLa1kYsXTB7OaYdsdnXfrLytnkAi0NHZw9a97dQ17aOusYO6pn3saNpHXfM+djXvo6mji8b2Ljq6kvv+VVKYx6jCfIoL8iksEIV5eRTm5wXP84PnowrzGV1SEG7PozBP5OWJfIk8ibw8gp8SeQrayvLzgufB/pjnMeXy8kTfTHgK/6u9+pqE+4LnOlCub5/674s5FnHLxynXbx+H7NNB5ej3XDEfGfFm+Yud+k8HbY95Hu/3jVs2/rn6X4dE7493ztjCB7/n0GPFe/+xk1M/jGDQBGJmmwiqizKpFpgW83oqsH0YZVJifjgF++odLUNKIJsa2mne152R9g+AWeFSud6Qnl5mxpY97bywZS+rtjezflcr63a1sq2x46Bv8RLUlBczqbKEqWNKOWFKIVWlhVSVFgU/RxUxelQBpUUFlBblh4/g+ajC/LTMm+ZcKg2aQCSVAP8IHAeU9G03sw+lMa7ngLmSZgHbgMs59K7nHuCTYfvIa4GmdLR/AMwZX0Z+nli9o5k3L0z+bqKvQTvdXXj7lBcXML6i2AcTpsHWPe08uGonT29oYOnWvdS3dgJQVJDHnJpyXjN9DO88aRqzasqYXFnCxMoSxleUUFTgPeXdyJVMFdYtwGrgAoLlbd8LvJzOoMysW9InCZbSzQduNLOXJH003H8dwXQqFwHrgXbgynTFU1yQz+zqsgNreiTrmQ17GF1SwNFDuGs5XLNrytjogwlTYt3OFu5dXseDq3bycl3Qc31WdRlvOHo8J86o4jXTxjBvYgX5fqfgclQyCeQoM3unpEvN7CZJtxJ8sKeVmR0y51aYOPqeG/CJdMfRZ97ECpZubRzSe57e2MCps8dl9ANmdk05961Iy41YTuju6eW+lTu4+alNLNm8FwlOnjGWL158DOcdO4EZ48qiDtG5rJFMAukKfzZKOp5gTMjMtEWUpY6ZNJp7l9fRsq+LipLBu8Jt3dPOlj3tXHnGzPQHF2N2dRmN7V3saetkbFn6pk4ZaXp7jT++uI0fPbyOzQ3tzKou4wsXHcNbXzOFmoriqMNzLislk0CulzQG+CJBu0M58KW0RpWF5oXVUGt3tnDSjLGDln96YwMAp80Zl9a4+pvd15C+u5WxZYPH6eD5zXv48j0vsXJbMydMqeS6953E+cdO8EZs5wYxYAKRlAc0m9le4HFgdkaiykJ93WJX70gugTyzoYFxZUUcPT6z3WkPdOWtb2PxTE8gA9nX1cO1D67hF0++wsTRJfzP5Yt4y8LJB3WLdM4lNmACMbPesDH79xmKJ2tNHTOK8uKCpBrSzYynNgTtH5n+Fjt1zCgK8+U9sQaxpaGdq25ZwuodLbzv1On8+5uOoax4SMvjOJfzkvkf85CkzwC3Awc+lcxsT9qiykKSmDexgtV1gyeQTQ3t7Gjel/HqK4CC/Dymjy1l427viZXIU+vr+fitL2CWntG5zuWKZBJI33iP2B5PRg5WZ82fWME9S7fT02sD9qx6ct1uIPPtH31m15Tzig8mjOuBlXX80+9eZFZ1GTd8YLH3qnLuMCSzJvqsOI+cSx4Ap84eR8v+bpbVNg5Y7v6VO5hdU3ZglcBMm11TxuaGdnp8ffSD3L10G5+49UUWTK3ifz92uicP5w7TQOuBvG6gN0oaHXbrzRlnzq0mT/Domt0Jy9S37ueZjQ1cfMKkyBpjZ1eX0dnTS+3e9kjOn43+7+WdXH37Uk6eOYabP3QKo5Poiu2cG9hAdyBvl/SUpP+QdLGkUyS9XtKHJN0C3AuMylCcWaGqtIhF06p4bG3iBPLAyh30Gly8YFIGIztY3/K2PidW4MUte/nErS9w/JRKfvnBk72x3LkUSZhAzOxq4GKC6dHfCfwn8GmCBZx+bmavN7PnMhJlFnnD0eNZXttIQ+v+uPvvW1HH7JqyA+NGotBXdeY9sWBbYwf/eNMSJowu4cYrPHk4l0oDtoGY2V4zu8HMrjCzC8zsrWb272b2ZKYCzDZnzavBDJ5YV3/Ivr7qq0sirL4CGFtWxJjSQtbsSPvKw1ltX1cPH/vN83R193LjFSdTXe4jyp1LJZ8qdIhOmFLJ2LKiuNVYd724jV6DiyKsvoKgy/GiaVW8uKUx0jii9tU/rWJ5bRPXvmshc8JqPedc6ngCGaK8PPH6udU8umYXbfu7D2xv2dfFTx/dwGmzx0VafdXnxOljWLerlab2rsELj0D3r6jjd89u4WNnzeH84yZGHY5zI5InkGF4/2kz2dvexQ/+uvbAtp8/tpE9bZ18/qJjsmIqjJNmjAHgxXBNklyyq2Ufn79zBQumVvLp846OOhznRqxBE4ikJZI+EU6o6Ag+nN99ynRu/NsmXtrexPpdLfziyY1cumgyJ0zNzOqDg1k4rYo8wQs5Vo1lZlzzhxW0d/bwvXctHPIa9s655CXzv+tyYDLwnKTbJF2gbPiKHbFrLpzPmNJC3nXd05z7vccR4jPnz4s6rAPKiguYN3E0L2zOrTuQ25/bysOrd/G5C+dzVIYnsnQu1yQzEn29mX0BOBq4FbgR2CLpq5JydrrXytJCvv32BZw4Ywyfv2g+D179eqaNLY06rIOcNKOKpVsbc2ZE+paGdv7z3lWcPmccV5w+M+pwnBvxkuoUL2kBwZKxFwF/AH4LvA54GFiUruCy3TnHTOCcYyZEHUZCJ04fw2+e2cLanS0cM2l01OGkVU+v8a93LCVP4rvvXOhreTiXAYMmEEnPA43AL4FrzKxvBN3fJZ2RxtjcYeprSH9hy94Rn0B+8cRGntu0l2vfuZApVTk1QYJzkUmmDeSdZnaOmd3alzwkzQIws8vSGp07LNPHljJhdDEPrNwRdShptXZnC9c+uJYLjpvAZSdOiToc53JGMgnkf5Pc5rKMJK44fRZPrKvnxS0jszG9q6eXT/9+KRUlBXzjbSdkRRdq53LFQLPxzpf0dqBS0mUxjyuAknQFJOm7klZLWi7pTklVCcptkrRC0lJJS9IVz5HuA6fNYExpIT96eH3UoaTFjx5ez8ptzXzjbSf4VCXOZdhAdyDzgEuAKuDNMY8TgY+kMaaHgOPNbAGwFvj3AcqebWaLzGxxGuM5opUVF/DhM2fz8OpdLB9kHZMjzfLaRn7yyHoue80ULjzeR5s7l2kDzcZ7t5ldCVxiZlfGPP7ZzJ5KV0Bm9qCZ9c0R8gwwNV3nyhUfOG0GVaWFfPGulezr6ok6nJTo6Ozh079fxviKYr78luOiDse5nDRQFdZnw6fvkfTD/o8Mxfch4P4E+wx4UNLzkq5KdABJV4Wj6Zfs3p14HY+RrKKkkO+8fQErtjXx2f9djtmRPy7ky/esZMPuVr77joVUjvLFoZyLwkDdeF8Of6a8fUHSX4F4dQ5fMLO7wzJfALoJxpzEc4aZbZc0HnhI0moze7x/ITO7HrgeYPHixUf+J+cwnX/cRD5z/jy++5c1HDt5NB99w5yoQxq2O5Zs5fdLavnnNx7F6+ZWRx2OczkrYQIxsz+FP29K9UnN7NyB9kv6IEH7yzmW4OuymW0Pf+6SdCdwCnBIAnGv+vhZc1i5rYlrH1zDWfNqmD/xyBsbsnJbE1+6eyWnzR7Hp871iRKdi1Iykyk+FNsTStIYSX9JV0CSLgQ+B7zFzOIu6i2pTFJF33PgfGBlumIaKSTx9bcez+iSQj5zxzK6enqjDmlIdjXv4yM3L2FsaRH/8+5F5Ptoc+cilcw4kBoza+x7YWZ7gfFpiwh+DFQQVEstlXQdgKTJku4Ly0wAnpS0DHgW+LOZPZDGmEaMceXFfP2tx7NyWzM3PLEx6nCS1tHZw0duXkJTRxe/+ODJjK9IW09y51ySkpkLq0fSdDPbAiBpBkEDdlqY2VEJtm8nmIsLM9sILExXDCPdm06YxLnHjOfnj23kitNnUlqU3euE7+/u4apblrBiWxPXve8kjp185FW9OTcSJXMH8gWCb/u3SLqFoJ1hoLEZ7gjwsbPm0NTRxR1LaqMOZUDdPb186ndLeWJdPd+6bIGvLuhcFklmOvcHCAYP3h4+TjKztLWBuMw4acZYTpxexS+e3Ji107339hqf+8MKHnhpB1+65FjedfK0qENyzsVIdrm204Gzwsep6QrGZdZVr5/N1j0d/OWl7Jts0cz42r2r+MMLtVx97tH84+tmRR2Sc66fZHphfQv4FLAqfHxK0jfTHZhLv/OOncj0saXc8vTmqEM5xPceWsuvn9rEh183i38+J26zmHMuYsncgVwEnGdmN5rZjcCFwMXpDctlQn6eePPCSTy7aQ972zqjDueA6x7bwI8eXs/lJ0/jCxcf4zPsOpelkq3Cqop5XpmGOFxEzj92Ij29xsOrd0UdCgC/eWYz37p/NZcsmOTTszuX5ZJJIN8EXpT0a0k3Ac8D/5XesFymnDClkomjS3hwVfTtIHe9uI0v3b2Sc+aP5/v/4AMFnct2gw4AMLPfSXoUOBkQ8Dkzi/7TxqVEXp4479gJ3PH8Vjo6exhVlB9JHI+t3c2/3rGMU2eN4yfvPZHC/GRvjp1zURloNt4T+x7AJKAW2ApMDre5EeKC4yayr6uXJ9fXR3L+jbtb+eStLzB3fDk3fHAxJYXRJDHn3NAMdAdy7QD7DHhjimNxEXnt7LFUlBTw4Es7OO/YCRk9d8u+Lj5y8xIK8/O44QOLKS/O7lHxzrlXDTQb79mZDMRFpzA/jzPmVPPspj0ZP/eX736JTQ3t/OYfX8u0saUZP79zbviSGQdSKumLkq4PX8+VdEn6Q3OZtGh6FZsb2jPanff+FXX88cVtfOLsozhtzriMndc5lxrJtFT+CugkGI0OQVvI19MWkYvEwqlVACzN0Lrpu1r28fk7V7BgaiX/9EYfKOjckSiZBDLHzL4DdAGYWQdBbyw3giyYWkmeYNnWxoyc7zsPrKFtfw/fe9dC73Hl3BEqmf+5nZJGEU7hLmkOsD+tUbmMKysuYO74CpZmIIGs3NbEH16o5cozZnLU+Iq0n885lx7JJJCvAA8A0yT9Fvg/4LPpDMpFY9G0KpZtbSTBKsIpYWZ8/c+rGFNaxMfP9qor545kyUzn/iBwGXAF8DtgsZk9mt6wXBQWTqtib3sXW/bEXUk4JR5Zs4tnNu7h6nPnUjmqMG3ncc6lXzK9sO4hWHP8UTO718yiGW3m0m7RtCqAtFZjXffYRqZUjeLyU6an7RzOucxIpgrrWuBMYJWkOyS9Q5IvSD0CHT2hnFGF+WlLICtqm3j2lT1cecZMbzh3bgRIZi6sx4DHJOUTjD7/CHAj4AtTjzAF+XkcP2U0K2qb0nL8Xz65kfLiAl9Z0LkRIqmvgWEvrLcDHyWYVPGmdAblojO7upxNDalvA6lr6uDe5XX8w8nTGF3ibR/OjQTJtIHcDrxMcPfxE4JxIf+UroAkfUXSNklLw8dFCcpdKGmNpPWSrklXPLlmRnUp9a37ad3fndLj3v7cVnrMuOL0mSk9rnMuOsnMXPcr4D1m1pPuYGJ838z+O9HOsDrtJ8B5BCPjn5N0j5mtylSAI9XMcWUAbGlo59jJqamlNDPuWbad184a6/NdOTeCJNON94EMJ49knAKsN7ONZtYJ3AZcGnFMI8KMccEH/OaGtpQd86XtzWzc3cabF05O2TGdc9HL1q4wn5S0XNKNksbE2T+FYG2SPrXhtkNIukrSEklLdu/enY5YR5QZ4R1IKttB/rRsOwV54qLjJ6XsmM656A2YQBRIeZcZSX+VtDLO41LgZ8AcYBFQR/x1SeLNxRV3+LSZXW9mi81scU1NTap+hRGrvLiA6vIituxJzR1Ib69x7/I6zpxbzZiyopQc0zmXHQZsAzEzk3QXcFIqT2pm5yZTTtINwL1xdtUCsYltKrA9BaE5gruQTfWpuQN5YctetjV28JkLjk7J8Zxz2SOZKqxnJJ2c9khCkmLrOd4GrIxT7DlgrqRZkoqAy4F7MhFfLpgxtjRlbSAPrtpJYb4479iJKTmecy57JJNAzgaelrQhbJdYIWl5GmP6Tsw5zgauBpA0WdJ9AGbWDXwS+AtBF+Pfm9lLaYwpp8wYV0Zd8z72dR1+34kn1tVz0owxvlStcyNQMv+r35T2KGKY2fsTbN8OXBTz+j7gvkzFlUtmVpdiBrV72w9ruvXdLft5ua6Zf7tgXgqjc85li2S68W42s81AB0FDdd/DjVDTw7Eah9sO8tSGYN7N1x1VfdgxOeeyTzIj0d8iaR3wCvAYsAm4P81xuQj1DSbcfJjTuj+xrp7KUYUcP6UyFWE557JMMm0g/wmcCqw1s1nAOcDf0hqVi1RVaSGjSwoOqyHdzHhyXT1nHDWO/DxfAdm5kSiZBNJlZg1AnqQ8M3uEYIyGG6EkBV15D2Mw4Ybdrexo3sfrjvKxN86NVMk0ojdKKgceB34raReQ2pn2XNaZUjWKDbtbh/3+J9cF7R9nzvX2D+dGqmTuQC4laEC/mmBt9A3Am9MZlItedUURDW2dw37/i1sbmTi6xCdPdG4ES2ZBqdiKcF8HJEeMKytmb3sn3T29FAxj9cBlWxsPLJHrnBuZEn4ySGqR1Bzn0SKpOZNBusyrrijGDPa0D/0upLG9k00N7Sz0BOLciJbwDsTMhj+CzB3xasqDiQ/rWzoZX1EypPcuC5fEXTjNu+86N5INWoUlaXq87Wa2JfXhuGwxrrwYgPrW/UN+77KtjUhwgo//cG5ES6YX1p9jnpcAs4A1wHFpichlheowgTS0DS+BHFVTToWvfe7ciJZMI/oJsa8lnQj8v7RF5LLCuJgqrKEwM5bVNnLWvPHpCMs5l0WG3L3GzF4AMja9u4tGRXEBRQV51A/xDqR2bwf1rZ3egO5cDkimDeTTMS/zgBMBXxt2hJNEdVnRkO9AltU2ArBoalXqg3LOZZVk2kBie2N1E7SJ/CE94bhsUl1RPORG9BXbmijKz2PeRO/E59xIl0wbyFczEYjLPuPKitg9xASydkcLs2vKKCoY+uBD59yRJZkqrHhLxTYBS4Cfm9m+lEflskJ1eTEv17UM6T1rd7Zy0owxaYrIOZdNkvma+ArQCtwQPpqBncDR4Ws3QlVXFNPQth+z5NYPa9vfzbbGDo6eUJ7myJxz2SCZNpDXmNnrY17/SdLjZvZ6Sb4O+Qg2rqyIrh6juaObytLBx3Ss2xXM3jt3grd/OJcLkrkDqYkdjR4+75uje/jTtbqsV1MRDCZMth1k7c6guutoTyDO5YRk7kD+FXhS0gZABCPRPy6pDJ+dd0QbVxaORm/dz1HjB6+WWrujheKCvANrqjvnRrZkemHdJ2kuMJ8ggayOaTj/QaoDknQ7MC98WQU0mtmiOOU2AS1AD9BtZotTHUuuq64IR6O3JnejuXZXK0eNL/clbJ3LEcncgQCcBMwMyy+QhJndnI6AzOwf+p5Lupagx1ciZ5tZfTricDF3IEmORl+3s4VTZ49LZ0jOuSySTDfeW4A5wFKCb/sABqQlgcScV8C7gDem8zwusbFlRUhQ3zJ4Amne10Vd0z7meg8s53JGMncgi4FjLdm+nKlzJrDTzNYl2G/Ag5KMYDzK9fEKSboKuApg+vS4M9O7BPLzxNjSIuqTWNp2XV8D+nhvQHcuVySTQFYCE4G6VJ1U0l/DY/b3BTO7O3z+buB3AxzmDDPbLmk88JCk1Wb2eP9CYWK5HmDx4sWZToJHvOry4qTuQNbuDLrweg8s53JHMgmkGlgl6VngwCeJmb1luCc1s3MH2i+pALiMoO0l0TG2hz93SboTOAU4JIG4w1NdUZTUfFjrd7VSUpjH1DGjMhCVcy4bJJNAvpLuIOI4l6C3V228nWEX4jwzawmfnw98LZMB5ooxpUVsb2wetNzmhjZmjC0jz3tgOZczkunG+1jsa0lnAO8BHov/jpS4nH7VV5ImA78ws4uACcCdQTs7BcCtZvZAGuPJWZWjCmnq6Bq03KaGdmZXl2UgIudctkiqG6+kRQRJ410Ec2OldTp3M7sizrbtwEXh843AwnTG4AJVpUECMTPChH2I3l5jy5523jjfVyF0LpckTCCSjia4E3g30ADcDsjMzs5QbC4LVI4qpKfXaN3fnXCN8x3N++js7vUR6M7lmIHuQFYDTwBvNrP1AJKuzkhULmtUjgqSRlNHV8IEsrmhHYCZ47wKy7lcMtBkim8HdgCPSLpB0jkEU5m4HFI5KpjOZKB2kM0NbQDMGOd3IM7lkoQJxMzuDKcVmQ88ClwNTJD0M0nnZyg+F7EDdyDtAySQPe0U5otJlSWZCss5lwUGnc7dzNrM7LdmdgkwlWBKk2vSHZjLDrFVWIlsbmhj2phSCvJ9GVvncsmQ/seb2R4z+7mZ+fxUOaKqdPAEsqm+nelefeVczvGvjG5AfXcgjQkSiFnQhdcb0J3LPZ5A3IBKi/IpyFPCO5CGtk5a93d7F17ncpAnEDcgSQcGE8ZzoAtvtScQ53KNJxA3qNEDTGfyahder8JyLtd4AnGDqhxVmLAb76aGdiR8Fl7ncpAnEDeoqgHuQGr3tDNpdAnFBfkZjso5FzVPIG5QA83IW9vYwdQx3v7hXC7yBOIGVTmqkMb2+Mvabtvb4dVXzuUoTyBuUJWlRbTs76a39+AVgbt6eqlr6mCKJxDncpInEDeoylGFmEHLvu6Dtu9o2keveQO6c7nKE4gb1Kuj0Q+uxqrd2wHgbSDO5ShPIG5QVQkmVKzdGwwinFLldyDO5SJPIG5QlQkmVNzW2IEEk6p8GnfncpEnEDeoA1VY7f3vQDoYX1HsY0Ccy1GRJBBJ75T0kqReSYv77ft3SeslrZF0QYL3j5X0kKR14c8xmYk8NyWqwgq68Hr7h3O5Kqo7kJXAZcDjsRslHQtcDhwHXAj8VFK8r7fXAP9nZnOB/8MXuEqr0YnaQBrbvQeWczkskgRiZi+b2Zo4uy4FbjOz/Wb2CrAeOCVBuZvC5zcBb01LoA6AksJ8SgrzDkogPb1GXeM+b0B3LodlWxvIFGBrzOvacFt/E8ysDiD8OT7RASVdJWmJpCW7d+9OabC5pP+Eijub99Hda16F5VwOK0jXgSX9FZgYZ9cXzOzuRG+Ls83ibEuamV0PXA+wePHiwzpWLus/H9arY0D8DsS5XJW2BGJm5w7jbbXAtJjXU4HtccrtlDTJzOokTQJ2DSdGl7yqUUUHDSTc1hiOAfEE4lzOyrYqrHuAyyUVS5oFzAWeTVDug+HzDwKJ7mhcigSLSr06lUntnuAOxNtAnMtdUXXjfZukWuA04M+S/gJgZi8BvwdWAQ8AnzCznvA9v4jp8vst4DxJ64DzwtcujSaMLmZ7YwdmQS3glj3t1FQUU1LoY0Ccy1Vpq8IaiJndCdyZYN83gG/E2f7hmOcNwDlpC9AdYk5NOU0dXTS0dVJdXsz63a0cVVMedVjOuQhlWxWWy1JHjQ+SxYZdrZgZ63e1HtjmnMtNnkBcUuaEyWL97lZ2teynZV83cyd4AnEul0VSheWOPJNGlzCqMJ8Nu9qYMbYVwO9AnMtxnkBcUvLyxJzxZazf3cr0sUHPK08gzuU2r8JySZtTU86GXa2s29VK5ahCasqLow7JORchTyAuaXNqytnW2MGKbU3MHV+OFG/iAOdcrvAE4pLWV2W1vLbJq6+cc55AXPLmxIz78ATinPME4pI2s7qUvLDWau6EimiDcc5FzhOIS1pxQT7TxwbTt/sdiHPOE4gbkjk15ZQV5TO5siTqUJxzEfNxIG5IPnzmbM45ZoL3wHLOeQJxQ3PanHGcNmdc1GE457KAV2E555wbFk8gzjnnhsUTiHPOuWHxBOKcc25YPIE455wbFk8gzjnnhsUTiHPOuWHxBOKcc25YZGZRx5AxknYDm4f59mqgPoXhpEO2x5jt8UH2x5jt8YHHmArZFt8MM6vpvzGnEsjhkLTEzBZHHcdAsj3GbI8Psj/GbI8PPMZUyPb4+ngVlnPOuWHxBOKcc25YPIEk7/qoA0hCtseY7fFB9seY7fGBx5gK2R4f4G0gzjnnhsnvQJxzzg2LJxDnnHPD4gmkH0kXSlojab2ka+Lsl6QfhvuXSzoxy+I7S1KTpKXh4z8yHN+NknZJWplgf6TXL8kYo76G0yQ9IullSS9J+lScMlH/HSYTY2TXUVKJpGclLQvj+2qcMlFfw2RijPRvcVBm5o/wAeQDG4DZQBGwDDi2X5mLgPsBAacCf8+y+M4C7o3wGr4eOBFYmWB/ZNdvCDFGfQ0nASeGzyuAtdn0dziEGCO7juF1KQ+fFwJ/B07NsmuYTIyR/i0O9vA7kIOdAqw3s41m1gncBlzar8ylwM0WeAaokjQpi+KLlJk9DuwZoEiU1w9IKsZImVmdmb0QPm8BXgam9CsW6XVMMsbIhNelNXxZGD769xiK+homE2NW8wRysCnA1pjXtRz6nyKZMumS7LlPC2+L75d0XGZCS1qU128osuIaSpoJvIbg22msrLmOA8QIEV5HSfmSlgK7gIfMLOuuYRIxQpb8LcbjCeRgirOt/zeCZMqkSzLnfoFg3pqFwI+Au9Id1BBFef2SlRXXUFI58AfgX8ysuf/uOG/J+HUcJMZIr6OZ9ZjZImAqcIqk4/sVifwaJhFjVvwtJuIJ5GC1wLSY11OB7cMoky6DntvMmvtui83sPqBQUnWG4ktGlNcvKdlwDSUVEnww/9bM/hinSOTXcbAYs+E6huduBB4FLuy3K/Jr2CdRjNlyDRPxBHKw54C5kmZJKgIuB+7pV+Ye4ANhD45TgSYzq8uW+CRNlKTw+SkE/8YNGYovGVFev6REfQ3Dc/8SeNnMvpegWKTXMZkYo7yOkmokVYXPRwHnAqv7FYv6Gg4aY9R/i4MpiDqAbGJm3ZI+CfyFoMfTjWb2kqSPhvuvA+4j6L2xHmgHrsyy+N4BfExSN9ABXG5hd45MkPQ7gp4j1ZJqgS8TNA5Gfv2GEGOk1xA4A3g/sCKsHwf4PDA9Jsaor2MyMUZ5HScBN0nKJ/jQ/b2Z3Zst/5eHEGPUf4sD8qlMnHPODYtXYTnnnBsWTyDOOeeGxROIc865YfEE4pxzblg8gTjnnBsWTyDODYOkcTEzpO6QtC183irpp2k6579I+sAA+y+JN6Orc+ni3XidO0ySvgK0mtl/p/EcBQTTWpxoZt0Jyigsc4aZtacrFuf6+B2IcymkYP2Ge8PnX5F0k6QHJW2SdJmk70haIemBcCoQJJ0k6TFJz0v6i+LPCPtG4IW+5CHpnyWtUrCOxW0QzO5KMB3GJRn5ZV3O8wTiXHrNAS4mmDr8N8AjZnYCwajii8Mk8iPgHWZ2EnAj8I04xzkDeD7m9TXAa8xsAfDRmO1LgDNT/ls4F4dPZeJcet1vZl2SVhBMP/NAuH0FMBOYBxwPPBROeZQPxJuPaRLBmht9lgO/lXQXB8/QuguYnLrwnUvME4hz6bUfwMx6JXXFzGPUS/D/T8BLZnbaIMfpAEpiXl9MsLLiW4AvSTourN4qCcs6l3ZeheVctNYANZJOg2CKdMVfNOhl4KiwTB4wzcweAT4LVAHlYbmjgbhrvTuXap5AnItQuDTxO4BvS1oGLAVOj1P0foI7DgiquX4TVou9CHw/XE8C4Gzgz+mM2bk+3o3XuSOEpDuBz5rZugT7JwC3mtk5mY3M5SpPIM4dISTNAyaY2eMJ9p8MdJnZ0owG5nKWJxDnnHPD4m0gzjnnhsUTiHPOuWHxBOKcc25YPIE455wbFk8gzjnnhuX/A3xT+EcQFaLeAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plot(Z, U)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Press ENTER to continue\n" + ] + } + ], "source": [ "if RENDER:\n", " # Wait for user interaction before visualizing. \n", @@ -300,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -334,7 +634,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.8.8" } }, "nbformat": 4, diff --git a/notebooks/known_dynamics/pendulum.ipynb b/notebooks/known_dynamics/pendulum.ipynb index 0e0e540..0f6693d 100644 --- a/notebooks/known_dynamics/pendulum.ipynb +++ b/notebooks/known_dynamics/pendulum.ipynb @@ -198,18 +198,18 @@ "cell_type": "code", "execution_count": 12, "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6064959243504e3fa5cedb670b9be183", + "model_id": "715fe4af8e45402a8f99c095fedc334e", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='iLQR', max=1), HTML(value='')))" + "HBox(children=(IntProgress(value=0, description=u'iLQR'), HTML(value=u'')))" ] }, "metadata": {}, @@ -219,15 +219,110 @@ "name": "stdout", "output_type": "stream", "text": [ - "iteration 1 iLQRState.ACCEPTED 451.5284 [ 2.6678524 -0.8067384]\n", + "iteration 1 iLQRState.ACCEPTED 415.4318 [-1.0811254 -0.2799151]\n", + "iteration 2 iLQRState.ACCEPTED 360.34058 [-1.8326926 -0.5318383]\n", + "iteration 3 iLQRState.ACCEPTED 270.29694 [-2.0545924 -0.08704364]\n", + "iteration 4 iLQRState.ACCEPTED 253.7136 [-2.4257915 -0.12315941]\n", + "iteration 5 iLQRState.ACCEPTED 243.43855 [-2.4897609 -0.03896725]\n", + "iteration 6 iLQRState.ACCEPTED 237.1784 [-2.5664217 -0.03631532]\n", + "iteration 7 iLQRState.ACCEPTED 232.18889 [-2.6252468 -0.03275716]\n", + "iteration 8 iLQRState.ACCEPTED 228.47534 [-2.668068 -0.03025997]\n", + "iteration 9 iLQRState.ACCEPTED 225.90405 [-2.5950212 -0.02962035]\n", + "iteration 10 iLQRState.ACCEPTED 223.0609 [-2.734172 -0.033885]\n", + "iteration 11 iLQRState.ACCEPTED 220.70525 [-2.7559433 -0.02629876]\n", + "iteration 12 iLQRState.ACCEPTED 218.74861 [-2.780279 -0.02546024]\n", + "iteration 13 iLQRState.ACCEPTED 217.83554 [-2.6819398 -0.0272004]\n", + "iteration 14 iLQRState.ACCEPTED 215.6786 [-2.8146496 -0.02926362]\n", + "iteration 15 iLQRState.ACCEPTED 214.20284 [-2.827887 -0.02353907]\n", + "iteration 16 iLQRState.ACCEPTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.REJECTED 212.95978 [-2.8267486 -0.02302325]\n", + "iteration 17 iLQRState.ACCEPTED 212.43529 [-2.8012931 -0.01609743]\n", + "iteration 18 iLQRState.ACCEPTED 211.6231 [-2.8365664 -0.02598715]\n", + "iteration 19 iLQRState.ACCEPTED 210.71942 [-2.805762 -0.02234983]\n", + "iteration 20 iLQRState.ACCEPTED 209.97871 [-2.8632052 -0.0228889]\n", + "iteration 21 iLQRState.ACCEPTED 208.99329 [-2.876506 -0.02008855]\n", + "iteration 22 iLQRState.ACCEPTED 208.18918 [-2.8852444 -0.01950157]\n", + "iteration 23 iLQRState.ACCEPTED 207.45815 [-2.894299 -0.01894665]\n", + "iteration 24 iLQRState.ACCEPTED 207.45023 [-2.8399916 -0.02164662]\n", + "iteration 25 iLQRState.ACCEPTED 206.05621 [-2.8967845 -0.03855193]\n", + "iteration 26 iLQRState.ACCEPTED 205.47217 [-2.9346292 -0.01366723]\n", + "iteration 27 iLQRState.ACCEPTED 204.68922 [-2.9249942 -0.01706105]\n", + "iteration 28 iLQRState.ACCEPTED 204.15004 [-2.929728 -0.01675326]\n", + "iteration 29 iLQRState.ACCEPTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.REJECTED 203.6669 [-2.9351792 -0.01642025]\n", + "iteration 30 iLQRState.ACCEPTED 203.62364 [-2.9156108 -0.01377064]\n", + "iteration 31 iLQRState.ACCEPTED 203.5155 [-2.9012702 -0.01583683]\n", + "iteration 32 iLQRState.ACCEPTED 203.05911 [-2.9400098 -0.01718408]\n", + "iteration 33 iLQRState.ACCEPTED 202.52838 [-2.8900626 -0.01961738]\n", + "iteration 34 iLQRState.ACCEPTED 201.72493 [-2.9530957 -0.01622713]\n", + "iteration 35 iLQRState.ACCEPTED 201.25687 [-2.9610198 -0.01486528]\n", + "iteration 36 iLQRState.ACCEPTED 200.86247 [-2.956069 -0.01505595]\n", + "iteration 37 iLQRState.ACCEPTED 200.54561 [-2.959468 -0.01480055]\n", + "iteration 38 iLQRState.ACCEPTED 200.25192 [-2.9631732 -0.01452601]\n", + "iteration 39 iLQRState.ACCEPTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.REJECTED 199.96483 [-2.9658265 -0.01432413]\n", + "iteration 40 iLQRState.ACCEPTED 199.93874 [-2.953781 -0.0134542]\n", + "iteration 41 iLQRState.REJECTED 199.93874 [-2.953781 -0.0134542]\n", + "iteration 41 iLQRState.REJECTED 199.93874 [-2.953781 -0.0134542]\n", + "iteration 41 iLQRState.ACCEPTED 199.84062 [-2.9594526 -0.01820505]\n", + "iteration 42 iLQRState.ACCEPTED 199.75778 [-2.9450252 -0.01165736]\n", + "iteration 43 iLQRState.ACCEPTED 199.09468 [-2.956267 -0.01586896]\n", + "iteration 44 iLQRState.ACCEPTED 198.71298 [-2.9731529 -0.01415712]\n", + "iteration 45 iLQRState.ACCEPTED 198.34499 [-2.985478 -0.01289737]\n", + "iteration 46 iLQRState.ACCEPTED 198.06516 [-2.9872713 -0.01273972]\n", + "iteration 47 iLQRState.ACCEPTED 197.82922 [-2.9891274 -0.01259947]\n", + "iteration 48 iLQRState.ACCEPTED 197.61868 [-2.9911826 -0.01244617]\n", + "iteration 49 iLQRState.ACCEPTED 197.42091 [-2.993415 -0.01228058]\n", + "iteration 50 iLQRState.ACCEPTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.REJECTED 197.22708 [-2.995779 -0.01210636]\n", + "iteration 51 iLQRState.ACCEPTED 197.19742 [-2.9785056 -0.01085562]\n", + "iteration 52 iLQRState.ACCEPTED 197.19388 [-2.9698396 -0.01139152]\n", + "iteration 53 iLQRState.ACCEPTED 196.90393 [-2.9834664 -0.01339114]\n", + "iteration 54 iLQRState.ACCEPTED 196.35522 [-2.998429 -0.01196045]\n", + "iteration 55 iLQRState.ACCEPTED 196.0605 [-3.0101004 -0.01107681]\n", + "iteration 56 iLQRState.ACCEPTED 195.81192 [-3.006766 -0.01125646]\n", + "iteration 57 iLQRState.ACCEPTED 195.62294 [-3.0081465 -0.0111444]\n", + "iteration 58 iLQRState.ACCEPTED 195.46204 [-3.0096316 -0.01102465]\n", + "iteration 59 iLQRState.ACCEPTED 195.3179 [-3.011155 -0.01090252]\n", + "iteration 60 iLQRState.ACCEPTED 195.1829 [-3.0127232 -0.01077682]\n", + "iteration 61 iLQRState.ACCEPTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.REJECTED 195.0517 [-3.0143442 -0.01064712]\n", + "iteration 62 iLQRState.CONVERGED 195.05109 [-3.0134723 -0.00819248]\n", "\n" ] } ], "source": [ "J_hist = []\n", + "env.reset()\n", "controller.eval()\n", - "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=1,\n", + "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=100,\n", " on_iteration=on_iteration, u_min=U_MIN, u_max=U_MAX)" ] }, @@ -238,7 +333,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -302,6 +397,14 @@ "text": [ "Press ENTER to continue\n" ] + }, + { + "ename": "SyntaxError", + "evalue": "unexpected EOF while parsing (, line 0)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32munknown\u001b[0m\n\u001b[0;31m \u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected EOF while parsing\n" + ] } ], "source": [ @@ -313,150 +416,176 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "iteration 1 iLQRState.ACCEPTED 332.046 [ 2.8472664 -0.10962133]\n", - "iteration 2 iLQRState.ACCEPTED 290.42886 [ 2.8209863 -0.21247117]\n", - "iteration 3 iLQRState.ACCEPTED 228.95325 [2.5555449 0.06827271]\n", - "iteration 4 iLQRState.ACCEPTED 188.5222 [2.8326287 0.0149188]\n", - "iteration 5 iLQRState.ACCEPTED 298.00885 [ 2.5937672 -1.0544652]\n", - "iteration 6 iLQRState.ACCEPTED 179.711 [2.831763 0.10353419]\n", - "iteration 7 iLQRState.ACCEPTED 190.19087 [2.730406 0.39487487]\n", - "iteration 8 iLQRState.ACCEPTED 165.22856 [2.984711 0.01281035]\n", - "iteration 9 iLQRState.ACCEPTED 238.57907 [ 2.8289788 -0.85209644]\n", - "iteration 10 iLQRState.ACCEPTED 175.85922 [2.9608517 0.3618868]\n", - "iteration 11 iLQRState.ACCEPTED 223.76968 [2.822966 0.77409124]\n", - "iteration 12 iLQRState.ACCEPTED 157.88422 [3.0287273 0.01008964]\n", - "iteration 13 iLQRState.ACCEPTED 154.75775 [3.0628595e+00 2.2211969e-03]\n", - "iteration 14 iLQRState.ACCEPTED 153.19131 [3.0748034e+00 1.8597543e-03]\n", - "iteration 15 iLQRState.ACCEPTED 158.49367 [ 3.0515134 -0.24409953]\n", - "iteration 16 iLQRState.ACCEPTED 150.75706 [3.0906060e+00 1.4217198e-03]\n", - "iteration 17 iLQRState.ACCEPTED 149.45973 [3.0984869e+00 1.1892915e-03]\n", - "iteration 18 iLQRState.ACCEPTED 148.25372 [3.1044664e+00 1.0230988e-03]\n", - "iteration 19 iLQRState.ACCEPTED 147.06314 [3.1097274e+00 8.7668002e-04]\n", - "iteration 20 iLQRState.ACCEPTED 145.86942 [3.1142797e+00 7.5063109e-04]\n", - "iteration 21 iLQRState.ACCEPTED 145.09723 [ 3.1128194 -0.05286916]\n", - "iteration 22 iLQRState.ACCEPTED 143.56311 [3.1210217e+00 5.6394190e-04]\n", - "iteration 23 iLQRState.ACCEPTED 142.3432 [3.1238923e+00 4.8557669e-04]\n", - "iteration 24 iLQRState.ACCEPTED 141.09398 [3.1263199e+00 4.1885674e-04]\n", - "iteration 25 iLQRState.ACCEPTED 139.78174 [3.1283965e+00 3.6181509e-04]\n", - "iteration 26 iLQRState.ACCEPTED 138.38202 [3.1301854e+00 3.1268597e-04]\n", - "iteration 27 iLQRState.ACCEPTED 136.88153 [3.1317296e+00 2.7034804e-04]\n", - "iteration 28 iLQRState.ACCEPTED 135.30754 [3.1330614e+00 2.3381040e-04]\n", - "iteration 29 iLQRState.ACCEPTED 133.77783 [3.1342173e+00 2.0211190e-04]\n", - "iteration 30 iLQRState.ACCEPTED 132.54926 [3.1352863e+00 1.7281435e-04]\n", - "iteration 31 iLQRState.ACCEPTED 131.3816 [3.1361094e+00 1.5025027e-04]\n", - "iteration 32 iLQRState.ACCEPTED 128.98499 [3.1368241e+00 1.3066642e-04]\n", - "iteration 33 iLQRState.ACCEPTED 122.35437 [3.1374450e+00 1.1363812e-04]\n", - "iteration 34 iLQRState.ACCEPTED 108.85673 [3.1379845e+00 9.8854303e-05]\n", - "iteration 35 iLQRState.ACCEPTED 88.60162 [3.1384547e+00 8.5990876e-05]\n", - "iteration 36 iLQRState.ACCEPTED 65.282845 [3.1388624e+00 7.4805692e-05]\n", - "iteration 37 iLQRState.ACCEPTED 44.316216 [3.139218e+00 6.506685e-05]\n", - "iteration 38 iLQRState.ACCEPTED 29.150352 [3.1395268e+00 5.6609511e-05]\n", - "iteration 39 iLQRState.ACCEPTED 19.78886 [3.1397953e+00 4.9240887e-05]\n", - "iteration 40 iLQRState.ACCEPTED 14.437954 [3.140029e+00 4.283851e-05]\n", - "iteration 41 iLQRState.ACCEPTED 11.346921 [3.1402328e+00 3.7262682e-05]\n", - "iteration 42 iLQRState.ACCEPTED 9.40103 [3.1404095e+00 3.2416079e-05]\n", - "iteration 43 iLQRState.ACCEPTED 8.008425 [3.1405632e+00 2.8197188e-05]\n", - "iteration 44 iLQRState.ACCEPTED 6.876267 [3.1406972e+00 2.4533831e-05]\n", - "iteration 45 iLQRState.ACCEPTED 5.858212 [3.1408138e+00 2.1343585e-05]\n", - "iteration 46 iLQRState.ACCEPTED 4.8727646 [3.1409149e+00 1.8566847e-05]\n", - "iteration 47 iLQRState.ACCEPTED 3.8625295 [3.1410034e+00 1.6152626e-05]\n", - "iteration 48 iLQRState.ACCEPTED 2.994493 [3.1410797e+00 1.4050864e-05]\n", - "iteration 49 iLQRState.ACCEPTED 2.2940083 [3.1411467e+00 1.2226868e-05]\n", - "iteration 50 iLQRState.ACCEPTED 1.7478104 [3.1412046e+00 1.0629534e-05]\n", - "iteration 51 iLQRState.ACCEPTED 1.3282148 [3.1412554e+00 9.2531554e-06]\n", - "iteration 52 iLQRState.ACCEPTED 1.007977 [3.1412988e+00 8.0507016e-06]\n", - "iteration 53 iLQRState.ACCEPTED 0.7643337 [3.1413374e+00 7.0001697e-06]\n", - "iteration 54 iLQRState.ACCEPTED 0.5792784 [3.1413705e+00 6.0917810e-06]\n", - "iteration 55 iLQRState.ACCEPTED 0.438864 [3.1413991e+00 5.3031836e-06]\n", - "iteration 56 iLQRState.ACCEPTED 0.33239624 [3.1414247e+00 4.6096975e-06]\n", - "iteration 57 iLQRState.ACCEPTED 0.25170767 [3.1414464e+00 4.0092855e-06]\n", - "iteration 58 iLQRState.ACCEPTED 0.1905768 [3.1414654e+00 3.4861150e-06]\n", - "iteration 59 iLQRState.ACCEPTED 0.1442776 [3.1414819e+00 3.0385563e-06]\n", - "iteration 60 iLQRState.ACCEPTED 0.109215796 [3.1414967e+00 2.6427151e-06]\n", - "iteration 61 iLQRState.ACCEPTED 0.08266976 [3.1415088e+00 2.2942841e-06]\n", - "iteration 62 iLQRState.ACCEPTED 0.062572755 [3.1415198e+00 2.0037405e-06]\n", - "iteration 63 iLQRState.ACCEPTED 0.047359042 [3.1415291e+00 1.7413695e-06]\n", - "iteration 64 iLQRState.ACCEPTED 0.035844017 [3.1415377e+00 1.5086262e-06]\n", - "iteration 65 iLQRState.ACCEPTED 0.027128113 [3.1415446e+00 1.3230165e-06]\n", - "iteration 66 iLQRState.ACCEPTED 0.02053109 [3.1415510e+00 1.1475204e-06]\n", - "iteration 67 iLQRState.ACCEPTED 0.015538062 [3.1415563e+00 9.9791214e-07]\n", - "iteration 68 iLQRState.ACCEPTED 0.011759529 [3.1415615e+00 8.7138324e-07]\n", - "iteration 69 iLQRState.ACCEPTED 0.008899806 [3.141565e+00 7.526978e-07]\n", - "iteration 70 iLQRState.ACCEPTED 0.006735426 [3.1415689e+00 6.6229404e-07]\n", - "iteration 71 iLQRState.ACCEPTED 0.005097285 [3.141572e+00 5.746042e-07]\n", - "iteration 72 iLQRState.ACCEPTED 0.0038576282 [3.1415749e+00 5.0012750e-07]\n", - "iteration 73 iLQRState.ACCEPTED 0.002919419 [3.141577e+00 4.301910e-07]\n", - "iteration 74 iLQRState.ACCEPTED 0.0022093607 [3.1415792e+00 3.7781865e-07]\n", - "iteration 75 iLQRState.ACCEPTED 0.0016720502 [ 3.1415799e+00 -2.6523652e-05]\n", - "iteration 76 iLQRState.ACCEPTED 0.0012653616 [3.1415823e+00 2.8396244e-07]\n", - "iteration 77 iLQRState.ACCEPTED 0.000957618 [3.1415839e+00 2.4832116e-07]\n", - "iteration 78 iLQRState.ACCEPTED 0.0007247457 [3.1415851e+00 2.1847518e-07]\n", - "iteration 79 iLQRState.ACCEPTED 0.0005484748 [3.1415854e+00 1.9408981e-07]\n", - "iteration 80 iLQRState.ACCEPTED 0.00041506876 [3.1415870e+00 1.6378544e-07]\n", - "iteration 81 iLQRState.ACCEPTED 0.00031412402 [3.1415875e+00 1.4102989e-07]\n", - "iteration 82 iLQRState.ACCEPTED 0.00023774488 [3.1415882e+00 1.2537203e-07]\n", - "iteration 83 iLQRState.ACCEPTED 0.00017990565 [3.14158893e+00 1.10596375e-07]\n", - "iteration 84 iLQRState.ACCEPTED 0.00013614312 [3.1415894e+00 9.2204573e-08]\n", - "iteration 85 iLQRState.ACCEPTED 0.00010303449 [3.1415896e+00 8.1491635e-08]\n", - "iteration 86 iLQRState.ACCEPTED 7.796876e-05 [3.1415901e+00 7.1952854e-08]\n", - "iteration 87 iLQRState.ACCEPTED 5.900708e-05 [3.1415906e+00 6.3598236e-08]\n", - "iteration 88 iLQRState.ACCEPTED 4.466074e-05 [ 3.1415906e+00 -6.4939950e-06]\n", - "iteration 89 iLQRState.ACCEPTED 3.3800432e-05 [3.1415911e+00 5.0604285e-08]\n", - "iteration 90 iLQRState.ACCEPTED 2.5582924e-05 [ 3.1415913e+00 -3.3845172e-06]\n", - "iteration 91 iLQRState.ACCEPTED 1.936358e-05 [3.1415913e+00 4.1593012e-08]\n", - "iteration 92 iLQRState.ACCEPTED 1.4646378e-05 [3.1415915e+00 3.1513537e-08]\n", - "iteration 93 iLQRState.CONVERGED 1.1084638e-05 [ 3.1415915e+00 -4.4129802e-06]\n", - "iteration 94 iLQRState.ACCEPTED 8.387719e-06 [3.1415920e+00 2.3268967e-08]\n", - "iteration 95 iLQRState.ACCEPTED 6.3452635e-06 [3.1415918e+00 1.9747631e-08]\n", - "iteration 96 iLQRState.ACCEPTED 4.801521e-06 [ 3.1415920e+00 -1.4978712e-06]\n", - "iteration 97 iLQRState.ACCEPTED 3.6335225e-06 [ 3.1415920e+00 -2.2818379e-06]\n", - "iteration 98 iLQRState.ACCEPTED 2.7499962e-06 [ 3.1415918e+00 -3.6489168e-06]\n", - "iteration 99 iLQRState.ACCEPTED 2.081775e-06 [3.1415925e+00 1.6900003e-08]\n", - "iteration 100 iLQRState.ACCEPTED 1.5736188e-06 [3.1415923e+00 1.2242708e-08]\n", - "iteration 101 iLQRState.ACCEPTED 1.1905069e-06 [ 3.1415923e+00 -1.4521946e-06]\n", - "iteration 102 iLQRState.ACCEPTED 9.009971e-07 [ 3.1415920e+00 -2.8658342e-06]\n", - "iteration 103 iLQRState.ACCEPTED 6.828877e-07 [ 3.1415918e+00 -4.7216554e-06]\n", - "iteration 104 iLQRState.ACCEPTED 5.1650875e-07 [-3.1415925e+00 5.9579293e-09]\n", - "iteration 105 iLQRState.ACCEPTED 3.9044733e-07 [3.1415925e+00 1.2192913e-08]\n", - "iteration 106 iLQRState.ACCEPTED 2.952484e-07 [3.1415925e+00 1.5303669e-09]\n", - "iteration 107 iLQRState.ACCEPTED 2.232205e-07 [ 3.1415925e+00 -1.7657453e-07]\n", - "iteration 108 iLQRState.ACCEPTED 1.6883502e-07 [ 3.1415925e+00 -5.7587204e-07]\n", - "iteration 109 iLQRState.ACCEPTED 1.2779955e-07 [ 3.1415925e+00 -1.0516349e-06]\n", - "iteration 110 iLQRState.ACCEPTED 9.65375e-08 [3.1415923e+00 9.0443564e-10]\n", - "iteration 111 iLQRState.ACCEPTED 7.294785e-08 [ 3.1415923e+00 -4.8746551e-07]\n", - "iteration 112 iLQRState.ACCEPTED 5.5150732e-08 [3.1415925e+00 2.9506850e-09]\n", - "iteration 113 iLQRState.ACCEPTED 4.1682384e-08 [ 3.1415925e+00 -2.3945097e-07]\n" + "iteration 1 iLQRState.ACCEPTED 195.0493 [-3.011323 -0.00838166]\n", + "iteration 2 iLQRState.ACCEPTED 225.7992 [-2.9031663 0.5429641]\n", + "iteration 3 iLQRState.ACCEPTED 195.02138 [-2.9824858 -0.03831127]\n", + "iteration 4 iLQRState.ACCEPTED 221.46999 [-2.9249885 -0.5346787]\n", + "iteration 5 iLQRState.ACCEPTED 189.15327 [-3.0593662 -0.00888619]\n", + "iteration 6 iLQRState.ACCEPTED 187.07722 [-3.0809128 -0.00518867]\n", + "iteration 7 iLQRState.ACCEPTED 192.88475 [-3.039746 0.24155939]\n", + "iteration 8 iLQRState.ACCEPTED 184.91432 [-3.0925958 -0.00458205]\n", + "iteration 9 iLQRState.ACCEPTED 183.38602 [-3.1027565 -0.00329593]\n", + "iteration 10 iLQRState.ACCEPTED 182.14209 [-3.1076825e+00 -2.8740317e-03]\n", + "iteration 11 iLQRState.ACCEPTED 180.93047 [-3.1133282e+00 -2.3954660e-03]\n", + "iteration 12 iLQRState.ACCEPTED 179.65788 [-3.1173394e+00 -2.0551085e-03]\n", + "iteration 13 iLQRState.ACCEPTED 178.2481 [-3.1208000e+00 -1.7615184e-03]\n", + "iteration 14 iLQRState.ACCEPTED 176.58488 [-3.1226275e+00 -1.6065612e-03]\n", + "iteration 15 iLQRState.ACCEPTED 174.4081 [-3.1254237e+00 -1.3696551e-03]\n", + "iteration 16 iLQRState.ACCEPTED 171.55446 [-3.1275787e+00 -1.1871606e-03]\n", + "iteration 17 iLQRState.ACCEPTED 168.13023 [-3.1294255e+00 -1.0305345e-03]\n", + "iteration 18 iLQRState.ACCEPTED 164.50542 [-3.1310272e+00 -8.9494511e-04]\n", + "iteration 19 iLQRState.ACCEPTED 161.12405 [-3.1324189e+00 -7.7696517e-04]\n", + "iteration 20 iLQRState.ACCEPTED 158.30699 [-3.1336265e+00 -6.7469850e-04]\n", + "iteration 21 iLQRState.ACCEPTED 156.36847 [-3.1346798e+00 -5.8552995e-04]\n", + "iteration 22 iLQRState.ACCEPTED 154.88051 [-3.1355922e+00 -5.0821900e-04]\n", + "iteration 23 iLQRState.ACCEPTED 151.50516 [-3.1363847e+00 -4.4107437e-04]\n", + "iteration 24 iLQRState.ACCEPTED 140.51794 [-3.137072e+00 -3.827084e-04]\n", + "iteration 25 iLQRState.ACCEPTED 119.90605 [-3.1376684e+00 -3.3234432e-04]\n", + "iteration 26 iLQRState.ACCEPTED 93.03406 [-3.138186e+00 -2.884306e-04]\n", + "iteration 27 iLQRState.ACCEPTED 66.54372 [-3.1386349e+00 -2.5051646e-04]\n", + "iteration 28 iLQRState.ACCEPTED 45.491436 [-3.1390250e+00 -2.1745078e-04]\n", + "iteration 29 iLQRState.ACCEPTED 31.073658 [-3.1393635e+00 -1.8863380e-04]\n", + "iteration 30 iLQRState.ACCEPTED 22.002743 [-3.1396573e+00 -1.6376376e-04]\n", + "iteration 31 iLQRState.ACCEPTED 16.458353 [-3.1399124e+00 -1.4235731e-04]\n", + "iteration 32 iLQRState.ACCEPTED 13.003962 [-3.1401341e+00 -1.2348685e-04]\n", + "iteration 33 iLQRState.ACCEPTED 10.720796 [-3.14032626e+00 -1.07207336e-04]\n", + "iteration 34 iLQRState.ACCEPTED 9.076035 [-3.1404934e+00 -9.3251001e-05]\n", + "iteration 35 iLQRState.ACCEPTED 7.7730746 [-3.1406379e+00 -8.0879312e-05]\n", + "iteration 36 iLQRState.ACCEPTED 6.6463227 [-3.140764e+00 -7.017469e-05]\n", + "iteration 37 iLQRState.ACCEPTED 5.597465 [-3.1408732e+00 -6.0917344e-05]\n", + "iteration 38 iLQRState.ACCEPTED 4.5574055 [-3.1409678e+00 -5.2920077e-05]\n", + "iteration 39 iLQRState.ACCEPTED 3.582204 [-3.1410503e+00 -4.5887195e-05]\n", + "iteration 40 iLQRState.ACCEPTED 2.7630453 [-3.1411216e+00 -3.9804028e-05]\n", + "iteration 41 iLQRState.ACCEPTED 2.1088035 [-3.1411841e+00 -3.4810975e-05]\n", + "iteration 42 iLQRState.ACCEPTED 1.6010292 [-3.1412377e+00 -3.0067051e-05]\n", + "iteration 43 iLQRState.ACCEPTED 1.2122471 [-3.1412845e+00 -2.6122434e-05]\n", + "iteration 44 iLQRState.ACCEPTED 0.9165124 [-3.1413248e+00 -2.2778753e-05]\n", + "iteration 45 iLQRState.ACCEPTED 0.69230396 [-3.1413603e+00 -1.9536586e-05]\n", + "iteration 46 iLQRState.ACCEPTED 0.5226356 [-3.1413910e+00 -1.7036335e-05]\n", + "iteration 47 iLQRState.ACCEPTED 0.39438847 [-3.1414173e+00 -1.4744699e-05]\n", + "iteration 48 iLQRState.ACCEPTED 0.29752645 [-3.1414406e+00 -1.2818258e-05]\n", + "iteration 49 iLQRState.ACCEPTED 0.2244043 [-3.1414607e+00 -1.0978023e-05]\n", + "iteration 50 iLQRState.ACCEPTED 0.16922607 [-3.141478e+00 -9.824173e-06]\n", + "iteration 51 iLQRState.ACCEPTED 0.12760109 [-3.141493e+00 -8.448231e-06]\n", + "iteration 52 iLQRState.ACCEPTED 0.09620599 [-3.1415062e+00 -7.3213596e-06]\n", + "iteration 53 iLQRState.ACCEPTED 0.07252991 [-3.1415176e+00 -6.3889893e-06]\n", + "iteration 54 iLQRState.ACCEPTED 0.05467812 [-3.1415274e+00 -5.4430275e-06]\n", + "iteration 55 iLQRState.ACCEPTED 0.041218705 [-3.1415362e+00 -4.8012298e-06]\n", + "iteration 56 iLQRState.ACCEPTED 0.031071331 [-3.1415436e+00 -4.2005850e-06]\n", + "iteration 57 iLQRState.ACCEPTED 0.02342147 [-3.1415498e+00 -3.5632111e-06]\n", + "iteration 58 iLQRState.ACCEPTED 0.017654963 [-3.1415555e+00 -3.0278024e-06]\n", + "iteration 59 iLQRState.ACCEPTED 0.013308075 [-3.1415606e+00 -2.6420748e-06]\n", + "iteration 60 iLQRState.ACCEPTED 0.0100311935 [-3.1415646e+00 -2.3517350e-06]\n", + "iteration 61 iLQRState.ACCEPTED 0.0075613437 [-3.1415684e+00 -2.1053129e-06]\n", + "iteration 62 iLQRState.ACCEPTED 0.005699427 [-3.1415718e+00 -1.7970160e-06]\n", + "iteration 63 iLQRState.ACCEPTED 0.0042961417 [-3.1415744e+00 -1.6140330e-06]\n", + "iteration 64 iLQRState.ACCEPTED 0.0032381099 [-3.1415765e+00 -1.3936151e-06]\n", + "iteration 65 iLQRState.ACCEPTED 0.002440706 [-3.1415789e+00 -1.1772936e-06]\n", + "iteration 66 iLQRState.ACCEPTED 0.001839684 [-3.1415806e+00 -9.8780947e-07]\n", + "iteration 67 iLQRState.ACCEPTED 0.0013866522 [-3.1415823e+00 -9.4222196e-07]\n", + "iteration 68 iLQRState.ACCEPTED 0.0010451918 [-3.1415834e+00 -7.5553908e-07]\n", + "iteration 69 iLQRState.ACCEPTED 0.0007877864 [-3.141585e+00 -6.208611e-07]\n", + "iteration 70 iLQRState.ACCEPTED 0.00059377233 [-3.1415858e+00 -5.5176861e-07]\n", + "iteration 71 iLQRState.ACCEPTED 0.00044760594 [-3.1415865e+00 -4.3158980e-07]\n", + "iteration 72 iLQRState.ACCEPTED 0.00033739107 [-3.1415875e+00 -5.1835741e-07]\n", + "iteration 73 iLQRState.ACCEPTED 0.00025431326 [-3.1415884e+00 -3.9428414e-07]\n", + "iteration 74 iLQRState.ACCEPTED 0.00019168662 [-3.1415884e+00 -3.3426477e-07]\n", + "iteration 75 iLQRState.ACCEPTED 0.00014449708 [-3.1415892e+00 -3.4419099e-07]\n", + "iteration 76 iLQRState.ACCEPTED 0.0001089157 [-3.1415896e+00 -2.2463155e-07]\n", + "iteration 77 iLQRState.ACCEPTED 8.208452e-05 [-3.1415904e+00 -2.2964196e-07]\n", + "iteration 78 iLQRState.ACCEPTED 6.187716e-05 [-3.1415899e+00 5.5050914e-06]\n", + "iteration 79 iLQRState.ACCEPTED 4.6644105e-05 [-3.1415908e+00 -1.4995931e-07]\n", + "iteration 80 iLQRState.ACCEPTED 3.5162764e-05 [-3.1415906e+00 6.1540059e-06]\n", + "iteration 81 iLQRState.ACCEPTED 2.6508633e-05 [-3.1415913e+00 -1.6563035e-07]\n", + "iteration 82 iLQRState.ACCEPTED 1.9981393e-05 [-3.1415911e+00 -1.3050158e-07]\n", + "iteration 83 iLQRState.ACCEPTED 1.5063953e-05 [-3.1415908e+00 4.8093434e-06]\n", + "iteration 84 iLQRState.ACCEPTED 1.13550805e-05 [-3.1415915e+00 -5.7317266e-08]\n", + "iteration 85 iLQRState.ACCEPTED 8.556384e-06 [-3.1415915e+00 2.1364849e-06]\n", + "iteration 86 iLQRState.ACCEPTED 6.452026e-06 [-3.1415911e+00 6.0249595e-06]\n", + "iteration 87 iLQRState.ACCEPTED 4.866117e-06 [-3.1415923e+00 -1.1378074e-07]\n", + "iteration 88 iLQRState.ACCEPTED 3.6632919e-06 [-3.141592e+00 1.188248e-06]\n", + "iteration 89 iLQRState.ACCEPTED 2.7602407e-06 [-3.1415920e+00 1.8116942e-06]\n", + "iteration 90 iLQRState.ACCEPTED 2.0812695e-06 [-3.1415918e+00 4.1640351e-06]\n", + "iteration 91 iLQRState.ACCEPTED 1.5687739e-06 [-3.1415920e+00 7.4332206e-08]\n", + "iteration 92 iLQRState.ACCEPTED 1.1808461e-06 [-3.1415923e+00 9.5478299e-08]\n", + "iteration 93 iLQRState.ACCEPTED 8.899545e-07 [-3.1415923e+00 1.1868182e-06]\n", + "iteration 94 iLQRState.ACCEPTED 6.710638e-07 [-3.1415923e+00 1.2650130e-06]\n", + "iteration 95 iLQRState.ACCEPTED 5.053132e-07 [-3.1415923e+00 1.1858463e-06]\n", + "iteration 96 iLQRState.ACCEPTED 3.8102925e-07 [-3.141592e+00 1.840441e-06]\n", + "iteration 97 iLQRState.ACCEPTED 2.8738947e-07 [-3.1415923e+00 1.9183915e-08]\n", + "iteration 98 iLQRState.ACCEPTED 2.1639411e-07 [-3.1415923e+00 4.7435265e-08]\n", + "iteration 99 iLQRState.ACCEPTED 1.6307041e-07 [-3.1415925e+00 6.2739610e-07]\n", + "iteration 100 iLQRState.ACCEPTED 1.2262313e-07 [-3.1415923e+00 4.5706716e-07]\n", + "iteration 101 iLQRState.ACCEPTED 9.228958e-08 [-3.1415923e+00 7.9452320e-07]\n", + "iteration 102 iLQRState.ACCEPTED 6.956185e-08 [-3.1415923e+00 1.1904649e-06]\n", + "iteration 103 iLQRState.ACCEPTED 5.256619e-08 [-3.1415923e+00 1.2903829e-06]\n", + "iteration 104 iLQRState.ACCEPTED 3.9413262e-08 [-3.1415923e+00 9.4088603e-07]\n", + "iteration 105 iLQRState.ACCEPTED 2.983925e-08 [-3.1415920e+00 1.5353414e-06]\n", + "iteration 106 iLQRState.ACCEPTED 2.2570374e-08 [-3.1415925e+00 9.1493007e-08]\n", + "iteration 107 iLQRState.ACCEPTED 1.6873365e-08 [-3.1415923e+00 4.1356827e-08]\n", + "iteration 108 iLQRState.ACCEPTED 1.2692836e-08 [-3.1415923e+00 5.7962626e-07]\n", + "iteration 109 iLQRState.ACCEPTED 9.645836e-09 [-3.1415923e+00 1.2551036e-06]\n", + "iteration 110 iLQRState.ACCEPTED 7.3331434e-09 [3.1415925e+00 3.1897116e-08]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "iteration 114 iLQRState.ACCEPTED 3.1557967e-08 [ 3.1415925e+00 -5.9866022e-07]\n", - "iteration 115 iLQRState.ACCEPTED 2.3885125e-08 [-3.1415925e+00 -2.1022117e-10]\n", - "iteration 116 iLQRState.ACCEPTED 1.8027212e-08 [-3.1415925e+00 7.3985035e-08]\n", - "iteration 117 iLQRState.ACCEPTED 1.3633237e-08 [3.1415925e+00 1.2568029e-07]\n", - "iteration 118 iLQRState.ACCEPTED 1.03213065e-08 [ 3.1415925e+00 -3.1092560e-07]\n", - "iteration 119 iLQRState.ACCEPTED 7.860837e-09 [ 3.1415925e+00 -7.4681009e-07]\n", - "iteration 120 iLQRState.ACCEPTED 5.968527e-09 [-3.1415925e+00 -1.2884982e-09]\n" + "iteration 111 iLQRState.ACCEPTED 5.3148907e-09 [-3.1415923e+00 -2.0288013e-07]\n", + "iteration 112 iLQRState.ACCEPTED 3.954286e-09 [-3.1415925e+00 3.2511593e-07]\n", + "iteration 113 iLQRState.ACCEPTED 2.9622749e-09 [-3.1415925e+00 4.5423803e-07]\n", + "iteration 114 iLQRState.ACCEPTED 2.1760214e-09 [-3.1415925e+00 3.2796891e-08]\n", + "iteration 115 iLQRState.ACCEPTED 1.62455e-09 [-3.1415925e+00 -3.7182282e-08]\n", + "iteration 116 iLQRState.ACCEPTED 1.2180196e-09 [-3.1415925e+00 -8.5518579e-08]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.REJECTED 9.144351e-10 [-3.1415925e+00 -1.3229663e-07]\n", + "iteration 117 iLQRState.ACCEPTED 9.1442676e-10 [-3.1415925e+00 -1.3201969e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.REJECTED 6.874092e-10 [-3.1415925e+00 -1.7729965e-07]\n", + "iteration 118 iLQRState.ACCEPTED 6.874018e-10 [-3.1415925e+00 -1.7710748e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.REJECTED 5.195933e-10 [-3.1415925e+00 -2.2097532e-07]\n", + "iteration 119 iLQRState.ACCEPTED 5.195877e-10 [-3.1415925e+00 -2.2085302e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.REJECTED 3.918212e-10 [-3.1415925e+00 -2.6337960e-07]\n", + "iteration 120 iLQRState.ACCEPTED 3.918131e-10 [-3.1415925e+00 -2.6323204e-07]\n" ] } ], "source": [ - "env.reset()\n", "Z = torch.empty(H + 1, Z.shape[-1])\n", "U = torch.empty(H, model.action_size)\n", "Z[0] = env.get_state().encode(ENCODING)\n", "for i in range(H):\n", " U[i] = controller(Z[i], i, ENCODING, mpc=True, u_min=U_MIN, u_max=U_MAX, on_iteration=on_iteration)\n", " env.apply(U[i])\n", - " Z[i + 1] = env.get_state().encode(ENCODING)" + " Z[i + 1] = env.get_state().encode(ENCODING)\n", + "env.reset()" ] }, { @@ -466,7 +595,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -521,19 +650,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Press ENTER to continue\n" - ] - } - ], + "outputs": [], "source": [ "if RENDER:\n", " # Wait for user interaction before visualizing. \n", @@ -542,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -562,21 +683,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.0" + "pygments_lexer": "ipython2", + "version": "2.7.15" } }, "nbformat": 4, diff --git a/notebooks/known_dynamics/rendezvous.ipynb b/notebooks/known_dynamics/rendezvous.ipynb index 09fb4ea..b786056 100644 --- a/notebooks/known_dynamics/rendezvous.ipynb +++ b/notebooks/known_dynamics/rendezvous.ipynb @@ -83,11 +83,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "N = 200 # Horizon length.\n", + "H = N*2\n", "DT = 0.1 # Time step (s).\n", "RENDER = True # Whether to render the environment or not.\n", "\n", @@ -206,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -214,12 +215,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "93218a267f0a4b0ebd55f2a17d7b5a37", + "model_id": "e77bf699b821471dba3d978a8696db32", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(IntProgress(value=0, description='iLQR', max=10), HTML(value='')))" + "HBox(children=(IntProgress(value=0, description=u'iLQR', max=50), HTML(value=u'')))" ] }, "metadata": {}, @@ -229,28 +230,76 @@ "name": "stdout", "output_type": "stream", "text": [ - "iteration 1 iLQRState.ACCEPTED 1728629.8 [-157.16507 271.96262 -283.1417 125.94117]\n", - "iteration 2 iLQRState.ACCEPTED 48241.516 [ 2.6821651 -2.5482075 2.6794176 -2.5504022]\n", - "iteration 3 iLQRState.CONVERGED 48106.332 [ 2.6123717 -2.6290617 2.6085324 -2.6326635]\n", + "iteration 1 iLQRState.ACCEPTED 45735.953 [ 1.5893928 0.7154174 1.1600751 -0.26624095]\n", + "iteration 2 iLQRState.ACCEPTED 45626.56 [ 2.3374474 -2.315831 2.3229327 -2.3558984]\n", + "iteration 3 iLQRState.ACCEPTED 45624.71 [ 2.4055977 -2.41274 2.4079792 -2.4022806]\n", + "iteration 4 iLQRState.ACCEPTED 45624.555 [ 2.4078112 -2.4078982 2.4053986 -2.4046044]\n", + "iteration 5 iLQRState.ACCEPTED 45624.484 [ 2.4045966 -2.4005058 2.40312 -2.4008067]\n", + "iteration 6 iLQRState.ACCEPTED 45624.473 [ 2.4056861 -2.39874 2.4023283 -2.4009142]\n", + "iteration 7 iLQRState.ACCEPTED 45624.47 [ 2.4054608 -2.3976984 2.4024496 -2.4005852]\n", + "iteration 8 iLQRState.ACCEPTED 45624.465 [ 2.4058414 -2.3972418 2.4022048 -2.4007027]\n", + "iteration 9 iLQRState.ACCEPTED 45624.465 [ 2.405833 -2.3971257 2.4022574 -2.4006653]\n", + "iteration 10 iLQRState.ACCEPTED 45624.47 [ 2.405842 -2.397097 2.4022539 -2.4006617]\n", + "iteration 11 iLQRState.ACCEPTED 45624.473 [ 2.4058828 -2.3970015 2.4022465 -2.4006548]\n", + "iteration 12 iLQRState.ACCEPTED 45624.473 [ 2.405949 -2.396862 2.4022284 -2.400643 ]\n", + "iteration 13 iLQRState.ACCEPTED 45624.47 [ 2.4059935 -2.3967872 2.4022167 -2.4006333]\n", + "iteration 14 iLQRState.ACCEPTED 45624.47 [ 2.4060032 -2.396776 2.4022155 -2.4006324]\n", + "iteration 15 iLQRState.ACCEPTED 45624.473 [ 2.406013 -2.39676 2.402211 -2.400627]\n", + "iteration 16 iLQRState.ACCEPTED 45624.473 [ 2.406037 -2.396729 2.4022062 -2.4006166]\n", + "iteration 17 iLQRState.ACCEPTED 45624.473 [ 2.406049 -2.3967135 2.4022005 -2.4006097]\n", + "iteration 18 iLQRState.ACCEPTED 45624.473 [ 2.4060607 -2.3967013 2.4021976 -2.400601 ]\n", + "iteration 19 iLQRState.ACCEPTED 45624.473 [ 2.406068 -2.3966951 2.402196 -2.4005957]\n", + "iteration 20 iLQRState.ACCEPTED 45624.473 [ 2.4060688 -2.3966937 2.4021952 -2.400594 ]\n", + "iteration 21 iLQRState.ACCEPTED 45624.473 [ 2.4060729 -2.3966913 2.4021928 -2.4005914]\n", + "iteration 22 iLQRState.ACCEPTED 45624.473 [ 2.4060743 -2.3966892 2.402192 -2.4005868]\n", + "iteration 23 iLQRState.ACCEPTED 45624.473 [ 2.4060752 -2.3966877 2.4021916 -2.400586 ]\n", + "iteration 24 iLQRState.ACCEPTED 45624.473 [ 2.4060755 -2.3966885 2.4021916 -2.4005854]\n", + "iteration 25 iLQRState.ACCEPTED 45624.477 [ 2.4060776 -2.3966873 2.4021914 -2.4005833]\n", + "iteration 26 iLQRState.ACCEPTED 45624.477 [ 2.406078 -2.3966858 2.4021907 -2.4005828]\n", + "iteration 27 iLQRState.ACCEPTED 45624.477 [ 2.4060795 -2.396686 2.402191 -2.400581 ]\n", + "iteration 28 iLQRState.ACCEPTED 45624.477 [ 2.4060805 -2.3966858 2.4021914 -2.40058 ]\n", + "iteration 29 iLQRState.ACCEPTED 45624.477 [ 2.4060814 -2.3966854 2.402192 -2.4005792]\n", + "iteration 30 iLQRState.ACCEPTED 45624.477 [ 2.406082 -2.396684 2.402192 -2.4005775]\n", + "iteration 31 iLQRState.ACCEPTED 45624.477 [ 2.4060814 -2.3966835 2.4021912 -2.4005766]\n", + "iteration 32 iLQRState.ACCEPTED 45624.48 [ 2.406082 -2.3966832 2.4021916 -2.4005764]\n", + "iteration 33 iLQRState.ACCEPTED 45624.477 [ 2.4060817 -2.3966837 2.4021912 -2.400577 ]\n", + "iteration 34 iLQRState.ACCEPTED 45624.477 [ 2.4060814 -2.396684 2.4021912 -2.4005773]\n", + "iteration 35 iLQRState.ACCEPTED 45624.477 [ 2.4060833 -2.3966856 2.4021926 -2.4005785]\n", + "iteration 36 iLQRState.ACCEPTED 45624.48 [ 2.4060817 -2.3966856 2.4021912 -2.400578 ]\n", + "iteration 37 iLQRState.ACCEPTED 45624.477 [ 2.4060836 -2.3966842 2.4021928 -2.4005764]\n", + "iteration 38 iLQRState.ACCEPTED 45624.477 [ 2.4060805 -2.396685 2.4021897 -2.4005773]\n", + "iteration 39 iLQRState.ACCEPTED 45624.477 [ 2.4060845 -2.3966844 2.4021935 -2.400577 ]\n", + "iteration 40 iLQRState.ACCEPTED 45624.477 [ 2.406084 -2.3966844 2.402193 -2.4005768]\n", + "iteration 41 iLQRState.ACCEPTED 45624.477 [ 2.4060838 -2.396685 2.4021928 -2.4005773]\n", + "iteration 42 iLQRState.ACCEPTED 45624.477 [ 2.4060817 -2.3966844 2.4021907 -2.4005768]\n", + "iteration 43 iLQRState.ACCEPTED 45624.477 [ 2.4060824 -2.3966846 2.4021916 -2.4005768]\n", + "iteration 44 iLQRState.ACCEPTED 45624.477 [ 2.406082 -2.3966851 2.4021907 -2.4005773]\n", + "iteration 45 iLQRState.ACCEPTED 45624.477 [ 2.406082 -2.396685 2.402191 -2.4005773]\n", + "iteration 46 iLQRState.ACCEPTED 45624.48 [ 2.4060824 -2.3966846 2.4021914 -2.4005768]\n", + "iteration 47 iLQRState.ACCEPTED 45624.48 [ 2.4060814 -2.3966851 2.4021902 -2.4005773]\n", + "iteration 48 iLQRState.ACCEPTED 45624.48 [ 2.406082 -2.3966846 2.402191 -2.400577 ]\n", + "iteration 49 iLQRState.ACCEPTED 45624.477 [ 2.406082 -2.3966851 2.4021907 -2.4005768]\n", + "iteration 50 iLQRState.ACCEPTED 45624.477 [ 2.406082 -2.3966858 2.402191 -2.400578 ]\n", "\n" ] } ], "source": [ "J_hist = []\n", + "env.reset()\n", "controller.eval()\n", - "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=10, tol=1e-2,\n", + "Z, U, state = controller.fit(U, encoding=ENCODING, n_iterations=50, tol=1e-4,\n", " on_iteration=on_iteration)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n"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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -334,9 +383,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'U' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mu\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mU\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0menv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'U' is not defined" + ] + } + ], "source": [ "for u in U:\n", " env.apply(u)" @@ -354,21 +415,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.0" + "name": "python2" } }, "nbformat": 4, diff --git a/pddp/controllers/ilqr.py b/pddp/controllers/ilqr.py index 089a7f0..3e5a1f3 100644 --- a/pddp/controllers/ilqr.py +++ b/pddp/controllers/ilqr.py @@ -28,12 +28,10 @@ from .base import Controller from ..utils.encoding import StateEncoding, decode_mean from ..utils.constraint import clamp, boxqp, BOXQP_RESULTS -from ..utils.evaluation import (batch_eval_cost, batch_eval_dynamics, eval_cost, - eval_dynamics) +from ..utils.evaluation import (batch_eval_cost, batch_eval_dynamics, eval_cost, eval_dynamics) class iLQRState(IntEnum): - """iLQR optimization step state.""" # Undefined state. @@ -56,8 +54,7 @@ class iLQRState(IntEnum): def should_retry(self): """Whether the state is expected to improve by retrying (bool).""" - return self in (iLQRState.UNDEFINED, iLQRState.NOT_PD, - iLQRState.REJECTED) + return self in (iLQRState.UNDEFINED, iLQRState.NOT_PD, iLQRState.REJECTED) def is_terminal(self): """Whether the state is considered terminal (bool).""" @@ -65,9 +62,7 @@ def is_terminal(self): class iLQRController(Controller): - """Iterative Linear Quadratic Regulator controller.""" - def __init__(self, env, model, cost, model_opts={}, cost_opts={}, **kwargs): """Constructs a iLQRController. @@ -122,21 +117,20 @@ def _step(self, **kwargs): # Backward pass. try: - k, K = backward( - Z, - F_z, - F_u, - L, - L_z, - L_u, - L_zz, - L_uz, - L_uu, - reg=self._mu, - u_min=u_min, - u_max=u_max, - U=U, - quiet=quiet) + k, K = backward(Z, + F_z, + F_u, + L, + L_z, + L_u, + L_zz, + L_uz, + L_uu, + reg=self._mu, + u_min=u_min, + u_max=u_max, + U=U, + quiet=quiet) except RuntimeError: if not quiet: traceback.print_exc() @@ -145,19 +139,17 @@ def _step(self, return iLQRState.NOT_PD, Z, U, J_opt # Batch-backtracking line search. - Z_new_b, U_new_b = _control_law( - self.model, - Z, - U, - k, - K, - alphas, - encoding, - self._model_opts, - u_min=u_min, - u_max=u_max) - J_new_b = _trajectory_cost(self.cost, Z_new_b, U_new_b, encoding, - self._cost_opts) + Z_new_b, U_new_b = _control_law(self.model, + Z, + U, + k, + K, + alphas, + encoding, + self._model_opts, + u_min=u_min, + u_max=u_max) + J_new_b = _trajectory_cost(self.cost, Z_new_b, U_new_b, encoding, self._cost_opts) amin = J_new_b.argmin() J_new = J_new_b[amin].detach() Z_new = Z_new_b[:, amin].detach() @@ -195,40 +187,38 @@ def step(self, if U is None: U = self._U_nominal - Z, F_z, F_u, L, L_z, L_u, L_zz, L_uz, L_uu = forward( - z0, - U, - self.model, - self.cost, - encoding, - batch_rollout, - self._model_opts, - self._cost_opts, - u_min=u_min, - u_max=u_max) + Z, F_z, F_u, L, L_z, L_u, L_zz, L_uz, L_uu = forward(z0, + U, + self.model, + self.cost, + encoding, + batch_rollout, + self._model_opts, + self._cost_opts, + u_min=u_min, + u_max=u_max) J_opt = L.sum() alphas = alphas.to(dtype=Z.dtype, device=Z.device) state = iLQRState.UNDEFINED while state.should_retry(): - state, Z, U, J_opt = self._step( - Z, - U, - F_z, - F_u, - L, - L_z, - L_u, - L_zz, - L_uz, - L_uu, - J_opt, - encoding=encoding, - batch_rollout=batch_rollout, - alphas=alphas, - u_min=u_min, - u_max=u_max, - **kwargs) + state, Z, U, J_opt = self._step(Z, + U, + F_z, + F_u, + L, + L_z, + L_u, + L_zz, + L_uz, + L_uu, + J_opt, + encoding=encoding, + batch_rollout=batch_rollout, + alphas=alphas, + u_min=u_min, + u_max=u_max, + **kwargs) if on_iteration: on_iteration(i, state, Z.detach(), U.detach(), J_opt.detach()) @@ -237,7 +227,7 @@ def step(self, def fit(self, U, encoding=StateEncoding.DEFAULT, - n_iterations=50, + n_iterations=10, tol=5e-6, max_reg=1e10, batch_rollout=True, @@ -296,19 +286,18 @@ def _on_iteration(iteration, state, Z, U, J_opt): on_iteration(iteration, state, Z, U, J_opt) for i in pbar: - state = self.step( - z0, - U=None, - i=i, - encoding=encoding, - batch_rollout=batch_rollout, - alphas=alphas, - u_min=u_min, - u_max=u_max, - on_iteration=_on_iteration, - tol=tol, - max_reg=max_reg, - **kwargs) + state = self.step(z0, + U=None, + i=i, + encoding=encoding, + batch_rollout=batch_rollout, + alphas=alphas, + u_min=u_min, + u_max=u_max, + on_iteration=_on_iteration, + tol=tol, + max_reg=max_reg, + **kwargs) if state.is_terminal(): break @@ -338,8 +327,7 @@ def forward(self, """ if not mpc: if self._U_nominal is None: - raise RuntimeError( - "You need to either call fit or initialize _U_nominal") + raise RuntimeError("You need to either call fit or initialize _U_nominal") if self._Z_nominal is not None: if ignore_uncertainty: x = decode_mean(z, encoding) @@ -354,11 +342,9 @@ def forward(self, return self._U_nominal[i] else: self._reset_reg() - self.step( - z, i=i, encoding=encoding, u_min=u_min, u_max=u_max, **kwargs) + self.step(z, i=i, encoding=encoding, u_min=u_min, u_max=u_max, **kwargs) u = self._U_nominal[0] - self._U_nominal = torch.cat( - [self._U_nominal[1:], self._U_nominal[-1:]], 0) + self._U_nominal = torch.cat([self._U_nominal[1:], self._U_nominal[-1:]], 0) return u def _reset_reg(self): @@ -449,8 +435,7 @@ def forward(z0, L = torch.empty(N + 1, **tensor_opts) L_z = torch.empty(N + 1, encoded_state_size, **tensor_opts) L_u = torch.empty(N, action_size, **tensor_opts) - L_zz = torch.empty(N + 1, encoded_state_size, encoded_state_size, - **tensor_opts) + L_zz = torch.empty(N + 1, encoded_state_size, encoded_state_size, **tensor_opts) L_uz = torch.empty(N, action_size, encoded_state_size, **tensor_opts) L_uu = torch.empty(N, action_size, action_size, **tensor_opts) @@ -461,16 +446,13 @@ def forward(z0, if u_min is not None and u_max is not None: u = clamp(u, u_min, u_max) - L[i], L_z[i], L_u[i], L_zz[i], L_uz[i], L_uu[i] = eval_cost_fn( - cost, z, u, i, encoding=encoding, **cost_opts) + L[i], L_z[i], L_u[i], L_zz[i], L_uz[i], L_uu[i] = eval_cost_fn(cost, z, u, i, encoding=encoding, **cost_opts) - Z[i + 1], F_z[i], F_u[i] = eval_dynamics_fn( - model, z, u, i, encoding=encoding, **model_opts) + Z[i + 1], F_z[i], F_u[i] = eval_dynamics_fn(model, z, u, i, encoding=encoding, **model_opts) # Terminal cost. z = Z[-1].detach().requires_grad_() - L[-1], L_z[-1], _, L_zz[-1], _, _ = eval_cost_fn( - cost, z, None, i, terminal=True, encoding=encoding, **cost_opts) + L[-1], L_z[-1], _, L_zz[-1], _, _ = eval_cost_fn(cost, z, None, i, terminal=True, encoding=encoding, **cost_opts) Z.detach_() F_z.detach_() @@ -585,16 +567,14 @@ def backward(Z, reg = reg * torch.eye(encoded_state_size, **tensor_opts) for i in range(N - 1, -1, -1): - Q_z, Q_u, Q_zz, Q_uz, Q_uu = Q(F_z[i], F_u[i], L_z[i], L_u[i], - L_zz[i], L_uz[i], L_uu[i], V_z, V_zz) - _, Q_u_reg, _, Q_uz_reg, Q_uu_reg = Q(F_z[i], F_u[i], L_z[i], - L_u[i], L_zz[i], L_uz[i], - L_uu[i], V_z, V_zz + reg) + Q_z, Q_u, Q_zz, Q_uz, Q_uu = Q(F_z[i], F_u[i], L_z[i], L_u[i], L_zz[i], L_uz[i], L_uu[i], V_z, V_zz) + _, Q_u_reg, _, Q_uz_reg, Q_uu_reg = Q(F_z[i], F_u[i], L_z[i], L_u[i], L_zz[i], L_uz[i], L_uu[i], V_z, + V_zz + reg) if u_min is None or u_max is None: - Q_uu_chol = Q_uu_reg.potrf() + Q_uu_chol = Q_uu_reg.cholesky() Q_uz_u = torch.cat([Q_u_reg.unsqueeze(1), Q_uz_reg], dim=-1) - kK = -Q_uz_u.potrs(Q_uu_chol) + kK = -Q_uz_u.cholesky_solve(Q_uu_chol) k[i] = kK[:, 0] K[i] = kK[:, 1:] else: @@ -602,18 +582,16 @@ def backward(Z, lower = u_min - U[i] upper = u_max - U[i] k_ip1 = k[i + 1] if i < N - 1 else k[-1] - k[i], result, Q_uu_chol_free, free = boxqp( - k_ip1, Q_uu_reg, Q_u_reg, lower, upper, quiet=True) + k[i], result, Q_uu_chol_free, free = boxqp(k_ip1, Q_uu_reg, Q_u_reg, lower, upper, quiet=True) if result < 1: - raise RuntimeError("BoxQP failed: {}".format( - BOXQP_RESULTS[result])) + raise RuntimeError("BoxQP failed: {}".format(BOXQP_RESULTS[result])) # compute feedback matrix if any(free): idxs = free.nonzero().flatten() Q_uz_free = Q_uz_reg[idxs, :] - K_free = -torch.potrs(Q_uz_free, Q_uu_chol_free) + K_free = -torch.cholesky_solve(Q_uz_free, Q_uu_chol_free) K[i, idxs, :] = K_free V_z = Q_z + K[i].t().matmul(Q_u) @@ -625,8 +603,7 @@ def backward(Z, V_zz = 0.5 * (V_zz + V_zz.t()) # To maintain symmetry. else: for i in range(N - 1, -1, -1): - Q_z, Q_u, Q_zz, Q_uz, Q_uu = Q(F_z[i], F_u[i], L_z[i], L_u[i], - L_zz[i], L_uz[i], L_uu[i], V_z, V_zz) + Q_z, Q_u, Q_zz, Q_uz, Q_uu = Q(F_z[i], F_u[i], L_z[i], L_u[i], L_zz[i], L_uz[i], L_uu[i], V_z, V_zz) e_uu, E_uu = Q_uu.clone().eig(True) e_uu = e_uu[:, 0] @@ -647,18 +624,16 @@ def backward(Z, lower = u_min - U[i] upper = u_max - U[i] k_ip1 = k[i + 1] if i < N - 1 else k[-1] - k[i], result, Q_uu_chol_free, free = boxqp( - k_ip1, Q_uu_reg, Q_u, lower, upper, quiet=True) + k[i], result, Q_uu_chol_free, free = boxqp(k_ip1, Q_uu_reg, Q_u, lower, upper, quiet=True) if result < 1: - raise RuntimeError("BoxQP failed: {}".format( - BOXQP_RESULTS[result])) + raise RuntimeError("BoxQP failed: {}".format(BOXQP_RESULTS[result])) # compute feedback matrix if any(free): - idxs = free.nonzero().flatten() + idxs = torch.nonzero(free, as_tuple=False).flatten() Q_uz_free = Q_uz[idxs, :] - K_free = -torch.potrs(Q_uz_free, Q_uu_chol_free) + K_free = -torch.cholesky_solve(Q_uz_free, Q_uu_chol_free) K[i, idxs, :] = K_free V_z = Q_z + K[i].t().matmul(Q_u) @@ -675,16 +650,7 @@ def backward(Z, @torch.no_grad() -def _control_law(model, - Z, - U, - k, - K, - alpha, - encoding=StateEncoding.DEFAULT, - model_opts={}, - u_min=None, - u_max=None): +def _control_law(model, Z, U, k, K, alpha, encoding=StateEncoding.DEFAULT, model_opts={}, u_min=None, u_max=None): Z_new = torch.empty_like(Z) U_new = torch.empty_like(U) Z_new[0] = Z[0] diff --git a/pddp/costs/quadratic.py b/pddp/costs/quadratic.py index 03fe0f1..7cc3b25 100644 --- a/pddp/costs/quadratic.py +++ b/pddp/costs/quadratic.py @@ -22,7 +22,6 @@ class QRCost(Cost): - r"""Quadratic cost function. Instantaneous cost: @@ -33,7 +32,6 @@ class QRCost(Cost): Terminal cost: E[L(x)] = tr(Q \Sigma) + (\mu - x_goal)^T Q (\mu - x_goal) """ - def __init__(self, Q, R, Q_term=None, x_goal=0.0, u_goal=0.0): """Constructs a QRCost. @@ -52,18 +50,15 @@ def __init__(self, Q, R, Q_term=None, x_goal=0.0, u_goal=0.0): self.R = torch.nn.Parameter(R, requires_grad=False) self.Q_term = torch.nn.Parameter(Q_term, requires_grad=False) - self.x_goal = torch.nn.Parameter( - torch.tensor(x_goal), requires_grad=False) - self.u_goal = torch.nn.Parameter( - torch.tensor(u_goal), requires_grad=False) - - def forward(self, - z, - u, - i, - terminal=False, - encoding=StateEncoding.DEFAULT, - **kwargs): + if not isinstance(x_goal, torch.Tensor): + x_goal = torch.tensor(x_goal) + self.x_goal = torch.nn.Parameter(x_goal, requires_grad=False) + + if not isinstance(u_goal, torch.Tensor): + u_goal = torch.tensor(u_goal) + self.u_goal = torch.nn.Parameter(u_goal, requires_grad=False) + + def forward(self, z, u, i, terminal=False, encoding=StateEncoding.DEFAULT, **kwargs): """Cost function. Args: @@ -100,10 +95,8 @@ def forward(self, class SaturatingQRCost(Cost): - r"""Saturating quadratic cost function. """ - def __init__(self, Q, R, Q_term=None, x_goal=0.0, u_goal=0.0): """Constructs a QRCost. @@ -122,18 +115,10 @@ def __init__(self, Q, R, Q_term=None, x_goal=0.0, u_goal=0.0): self.R = torch.nn.Parameter(R, requires_grad=False) self.Q_term = torch.nn.Parameter(Q_term, requires_grad=False) - self.x_goal = torch.nn.Parameter( - torch.tensor(x_goal), requires_grad=False) - self.u_goal = torch.nn.Parameter( - torch.tensor(u_goal), requires_grad=False) - - def forward(self, - z, - u, - i, - terminal=False, - encoding=StateEncoding.DEFAULT, - **kwargs): + self.x_goal = torch.nn.Parameter(torch.tensor(x_goal), requires_grad=False) + self.u_goal = torch.nn.Parameter(torch.tensor(u_goal), requires_grad=False) + + def forward(self, z, u, i, terminal=False, encoding=StateEncoding.DEFAULT, **kwargs): """Cost function. Args: @@ -159,8 +144,7 @@ def forward(self, I_ = torch.eye(dx.shape[-1]) IpCQ = I_ + CQ if dims > 1: - S1 = torch.gesv(Q.t().expand(C.shape[0], -1, -1), - IpCQ.transpose(-1, -2))[0].transpose(-1, -2) + S1 = torch.solve(Q.t().expand(C.shape[0], -1, -1), IpCQ.transpose(-1, -2))[0].transpose(-1, -2) detIpCQ = torch.stack([m.det().sqrt() for m in IpCQ]) S1dx = S1.bmm(dx.unsqueeze(-1)).squeeze() cost = 1.0 - (-0.5 * (dx * S1dx).sum(-1)).exp() / detIpCQ diff --git a/pddp/envs/gym_env.py b/pddp/envs/gym_env.py index e3b3060..90ec5d6 100644 --- a/pddp/envs/gym_env.py +++ b/pddp/envs/gym_env.py @@ -22,9 +22,7 @@ class GymEnv(Env): - """OpenAI Gym environment.""" - def __init__(self, gym_env, render=False): """Constructs a GymEnv. @@ -64,8 +62,7 @@ def apply(self, u): Args: u (Tensor): Action vector. """ - action = _action_from_u(u, self._action_shape, self._action_dtype, - self._action_bounds) + action = _action_from_u(u, self._action_shape, self._action_dtype, self._action_bounds) obs, _, _, _ = self._env.step(action) self._state = _state_from_observation(obs) @@ -81,8 +78,7 @@ def get_state(self, var=1e-2): Returns: State distribution (GaussianVariable). """ - return GaussianVariable( - self._state, var=var * torch.ones_like(self._state)) + return GaussianVariable(self._state, var=var * torch.ones_like(self._state)) def reset(self): """Resets the environment.""" @@ -114,9 +110,9 @@ def _action_from_u(u, space_shape, space_type, space_bounds): min_bounds, max_bounds = space_bounds if action.dim(): for a, min_a, max_a in zip(action, min_bounds, max_bounds): - a.clamp_(min_a, max_a) + a = a.clamp(min_a, max_a) else: - action.clamp_(min_bounds[0], max_bounds[0]) + action = action.clamp(min_bounds[0], max_bounds[0]) action = action.detach().cpu().numpy() return action.astype(space_type) @@ -136,8 +132,7 @@ def _state_from_observation(obs): elif isinstance(obs, (int, float, bool)): state = np.array([obs]) else: - raise NotImplementedError("Unsupported observation type: {}".format( - type(obs))) + raise NotImplementedError("Unsupported observation type: {}".format(type(obs))) state = torch.tensor(state) state = state.to(torch.get_default_dtype()) diff --git a/pddp/examples/cartpole/model.py b/pddp/examples/cartpole/model.py index a7c2a94..17815c7 100644 --- a/pddp/examples/cartpole/model.py +++ b/pddp/examples/cartpole/model.py @@ -20,8 +20,6 @@ from ...models.base import DynamicsModel from ...utils.classproperty import classproperty -from ...utils.angular import augment_state, reduce_state -from ...utils.encoding import StateEncoding, decode_var, decode_mean, encode class CartpoleDynamicsModel(DynamicsModel): @@ -85,32 +83,26 @@ def fit(self, X, U, dX, quiet=False, **kwargs): # No need: this is an exact dynamics model. pass - def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): + def dynamics(self, z, u, i, **kwargs): """Dynamics model function. Args: z (Tensor<..., encoded_state_size>): Encoded state distribution. u (Tensor<..., action_size>): Action vector(s). - i (int): Time index. - encoding (int): StateEncoding enum. + i (Tensor<...>): Time index. Returns: - Next encoded state distribution (Tensor<..., encoded_state_size>). + derivatives of current state wrt to time (Tensor<..., encoded_state_size>). """ - dt = self.dt mc = self.mc mp = self.mp l = self.l mu = self.mu g = self.g - mean = decode_mean(z, encoding) - var = decode_var(z, encoding) - - x = mean[..., 0] - x_dot = mean[..., 1] - theta = mean[..., 2] - theta_dot = mean[..., 3] + x_dot = z[..., 1] + theta = z[..., 2] + theta_dot = z[..., 3] F = u[..., 0] sin_theta = theta.sin() @@ -125,17 +117,4 @@ def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): (mc + mp) * a1 + a2 * cos_theta)) / (l * a3) x_dot_dot = (2 * a0 + 3 * mp * a1 * cos_theta + 4 * a2) / a3 - # For symplectic integration. - new_x_dot = x_dot + x_dot_dot * dt - new_theta_dot = theta_dot + theta_dot_dot * dt - - mean = torch.stack( - [ - x + new_x_dot * dt, - new_x_dot, - theta + new_theta_dot * dt, - new_theta_dot, - ], - dim=-1) - - return encode(mean, V=var, encoding=encoding) \ No newline at end of file + return torch.stack([x_dot, x_dot_dot, theta_dot, theta_dot_dot], dim=-1) diff --git a/pddp/examples/double_cartpole/model.py b/pddp/examples/double_cartpole/model.py index 11a0cef..3dbbf56 100644 --- a/pddp/examples/double_cartpole/model.py +++ b/pddp/examples/double_cartpole/model.py @@ -25,7 +25,6 @@ class DoubleCartpoleDynamicsModel(DynamicsModel): - """Double cartpole dynamics model. Note: @@ -33,16 +32,7 @@ class DoubleCartpoleDynamicsModel(DynamicsModel): action: [F] theta: 0 is pointing up and increasing clockwise. """ - - def __init__(self, - dt, - mc=0.5, - mp1=0.5, - mp2=0.5, - l1=0.6, - l2=0.6, - mu=0.1, - g=9.80665): + def __init__(self, dt, mc=0.5, mp1=0.5, mp2=0.5, l1=0.6, l2=0.6, mu=0.1, g=9.80665): """Constructs a DoubleCartpoleDynamicsModel. Args: @@ -97,19 +87,17 @@ def fit(self, X, U, dX, quiet=False, **kwargs): # No need: this is an exact dynamics model. pass - def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): + def dynamics(self, z, u, i): """Dynamics model function. Args: z (Tensor<..., encoded_state_size>): Encoded state distribution. u (Tensor<..., action_size>): Action vector(s). - i (int): Time index. - encoding (int): StateEncoding enum. + i (Tensor<...>): Time index. Returns: - Next encoded state distribution (Tensor<..., encoded_state_size>). + derivatives of current state wrt to time (Tensor<..., encoded_state_size>). """ - dt = self.dt mc = self.mc if z.dim() == 1 else self.mc.repeat(z.shape[0]) mp1 = self.mp1 if z.dim() == 1 else self.mp1.repeat(z.shape[0]) mp2 = self.mp2 if z.dim() == 1 else self.mp2.repeat(z.shape[0]) @@ -118,15 +106,11 @@ def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): mu = self.mu if z.dim() == 1 else self.mu.repeat(z.shape[0]) g = self.g if z.dim() == 1 else self.g.repeat(z.shape[0]) - mean = decode_mean(z, encoding) - var = decode_var(z, encoding) - - x = mean[..., 0] - x_dot = mean[..., 1] - theta1 = mean[..., 2] - theta1_dot = mean[..., 3] - theta2 = mean[..., 4] - theta2_dot = mean[..., 5] + x_dot = z[..., 1] + theta1 = z[..., 2] + theta1_dot = z[..., 3] + theta2 = z[..., 4] + theta2_dot = z[..., 5] F = u[..., 0] sin_theta1 = theta1.sin() @@ -174,22 +158,18 @@ def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): ], dim=-1).transpose(-2, -1) # yapf: enable - sol = torch.gesv(b, A)[0].transpose(-2, -1) + sol = torch.solve(b, A)[0].transpose(-2, -1) # For symplectic integration. - new_x_dot = x_dot + sol[..., 0].view(x_dot.shape) * dt - new_theta1_dot = theta1_dot + sol[..., 1].view(theta1_dot.shape) * dt - new_theta2_dot = theta2_dot + sol[..., 2].view(theta2_dot.shape) * dt - - mean = torch.stack( - [ - x + new_x_dot * dt, - new_x_dot, - theta1 + new_theta1_dot * dt, - new_theta1_dot, - theta2 + new_theta2_dot * dt, - new_theta2_dot, - ], - dim=-1) - - return encode(mean, V=var, encoding=encoding) \ No newline at end of file + x_dot_dot = sol[..., 0].view(x_dot.shape) + theta1_dot_dot = sol[..., 1].view(theta1_dot.shape) + theta2_dot_dot = sol[..., 2].view(theta2_dot.shape) + + return torch.stack([ + x_dot, + x_dot_dot, + theta1_dot, + theta1_dot_dot, + theta2_dot, + theta2_dot_dot, + ], dim=-1) diff --git a/pddp/examples/pendulum/model.py b/pddp/examples/pendulum/model.py index da6c469..d9df8a4 100644 --- a/pddp/examples/pendulum/model.py +++ b/pddp/examples/pendulum/model.py @@ -81,29 +81,24 @@ def fit(self, X, U, dX, quiet=False, **kwargs): # No need: this is an exact dynamics model. pass - def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): + def dynamics(self, z, u, i): """Dynamics model function. Args: z (Tensor<..., encoded_state_size>): Encoded state distribution. u (Tensor<..., action_size>): Action vector(s). - i (int): Time index. - encoding (int): StateEncoding enum. + i (Tensor<...>): Time index. Returns: - Next encoded state distribution (Tensor<..., encoded_state_size>). + derivatives of current state wrt to time (Tensor<..., encoded_state_size>). """ - dt = self.dt m = self.m l = self.l mu = self.mu g = self.g - mean = decode_mean(z, encoding) - var = decode_var(z, encoding) - - theta = mean[..., 0] - theta_dot = mean[..., 1] + theta = z[..., 0] + theta_dot = z[..., 1] torque = u[..., 0] # Define acceleration. @@ -111,9 +106,8 @@ def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): theta_dot_dot = torque - mu * theta_dot - 0.5 * temp * g * theta.sin() theta_dot_dot = 3 * theta_dot_dot / (temp * l) - mean = torch.stack( + return torch.stack( [ - theta + theta_dot * dt, - theta_dot + theta_dot_dot * dt, + theta_dot, + theta_dot_dot, ], dim=-1) - return encode(mean, V=var, encoding=encoding) diff --git a/pddp/examples/rendezvous/model.py b/pddp/examples/rendezvous/model.py index f2af7c8..b44ae6f 100644 --- a/pddp/examples/rendezvous/model.py +++ b/pddp/examples/rendezvous/model.py @@ -76,39 +76,31 @@ def fit(self, X, U, dX, quiet=False, **kwargs): # No need: this is an exact dynamics model. pass - def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): + def dynamics(self, z, u, i): """Dynamics model function. Args: z (Tensor<..., encoded_state_size>): Encoded state distribution. u (Tensor<..., action_size>): Action vector(s). - i (int): Time index. - encoding (int): StateEncoding enum. + i (Tensor<...>): Time index. Returns: - Next encoded state distribution (Tensor<..., encoded_state_size>). + derivatives of current state wrt to time (Tensor<..., encoded_state_size>). """ - dt = self.dt - x = decode_mean(z, encoding) - covar = decode_covar(z, encoding) - - # Define acceleration. - mean = torch.stack( + return torch.stack( [ - x[..., 0] + x[..., 4] * dt, - x[..., 1] + x[..., 5] * dt, - x[..., 2] + x[..., 6] * dt, - x[..., 3] + x[..., 7] * dt, - x[..., 4] + self._acceleration(x[..., 4], u[..., 0]) * dt, - x[..., 5] + self._acceleration(x[..., 5], u[..., 1]) * dt, - x[..., 6] + self._acceleration(x[..., 6], u[..., 2]) * dt, - x[..., 7] + self._acceleration(x[..., 7], u[..., 3]) * dt, + z[..., 4], + z[..., 5], + z[..., 6], + z[..., 7], + self._acceleration(z[..., 4], u[..., 0]), + self._acceleration(z[..., 5], u[..., 1]), + self._acceleration(z[..., 6], u[..., 2]), + self._acceleration(z[..., 7], u[..., 3]), ], dim=-1) - return encode(mean, C=covar, encoding=encoding) - def _acceleration(self, x_dot, u): x_dot_dot = x_dot * (1 - self.alpha * self.dt / self.m) x_dot_dot += u * self.dt / self.m diff --git a/pddp/models/base.py b/pddp/models/base.py index 91437f5..4d28437 100644 --- a/pddp/models/base.py +++ b/pddp/models/base.py @@ -16,14 +16,20 @@ import torch -from ..utils.encoding import StateEncoding +from enum import IntEnum + +from ..utils.encoding import (StateEncoding, decode_covar, decode_var, decode_mean, encode) from ..utils.classproperty import classproperty -class DynamicsModel(torch.nn.Module): +class Integrator(IntEnum): + FW_EULER = 0 + MIDPOINT = 1 + RUNGE_KUTTA = 2 - """Base dynamics model.""" +class DynamicsModel(torch.nn.Module): + """Base dynamics model.""" def reset_parameters(self, initializer=torch.nn.init.normal_): """Resets all parameters that require gradients with random values. @@ -60,24 +66,51 @@ def fit(self, X, U, dX, quiet=False, **kwargs): """ raise NotImplementedError - def forward(self, - z, - u, - i, - encoding=StateEncoding.DEFAULT, - identical_inputs=False, - **kwargs): + def dynamics(self, z, u, i, **kwargs): """Dynamics model function. Args: z (Tensor<..., encoded_state_size>): Encoded state distribution. u (Tensor<..., action_size>): Action vector(s). i (Tensor<...>): Time index. + + Returns: + derivatives of current state wrt to time (Tensor<..., encoded_state_size>). + """ + raise NotImplementedError + + def forward(self, z, u, i, encoding=StateEncoding.DEFAULT, int_method=Integrator.MIDPOINT, **kwargs): + """Dynamics model function. + + Args: + z (Tensor<..., encoded_state_size>): Encoded state distribution. + u (Tensor<..., action_size>): Action vector(s). + i (int): Time index. encoding (int): StateEncoding enum. - identical_inputs (bool): Whether the batched inputs can be - assumed identical or not. Returns: Next encoded state distribution (Tensor<..., encoded_state_size>). """ - raise NotImplementedError + mean = decode_mean(z, encoding) + var = decode_var(z, encoding) + C = decode_covar(z, encoding) + + if int_method == Integrator.FW_EULER: + dmean = self.dynamics(mean, u, i) + mean = mean + dmean * self.dt + elif int_method == Integrator.MIDPOINT: + dmean = self.dynamics(mean, u, i) + mid = mean + dmean * self.dt / 2 + dmid = self.dynamics(mid, u, i) + mean = mean + dmid * self.dt + elif int_method == Integrator.RUNGE_KUTTA: + d1 = self.dynamics(mean, u, i) + d2 = self.dynamics(mean + d1 * self.dt / 2, u, i) + d3 = self.dynamics(mean + d2 * self.dt / 2, u, i) + d4 = self.dynamics(mean + d3 * self.dt, u, i) + mean = mean + (d1 + 2 * d2 + 2 * d3 + d4) * (self.dt / 6) + + try: + return encode(mean, C=C, encoding=encoding) + except RuntimeError: + return encode(mean, var=var, encoding=encoding) diff --git a/pddp/models/bnn/modules.py b/pddp/models/bnn/modules.py index e84c46d..1697a3d 100644 --- a/pddp/models/bnn/modules.py +++ b/pddp/models/bnn/modules.py @@ -36,8 +36,7 @@ from ...utils.constraint import constrain from ...utils.particles import particles_covar from ...utils.classproperty import classproperty -from ...utils.encoding import (StateEncoding, decode_mean, decode_std, - decode_covar_sqrt, encode) +from ...utils.encoding import (StateEncoding, decode_mean, decode_std, decode_covar_sqrt, encode) from ...utils.angular import augment_state, infer_augmented_state_size @@ -72,22 +71,17 @@ def bnn_dynamics_model_factory(state_size, angular = angular_indices is not None and non_angular_indices is not None augmented_state_size = state_size if angular: - augmented_state_size = infer_augmented_state_size( - angular_indices, non_angular_indices) + augmented_state_size = infer_augmented_state_size(angular_indices, non_angular_indices) should_constrain = constrain_min is not None and constrain_max is not None class ParticlesBNNDynamicsModel(DynamicsModel): - """Bayesian neural network dynamics model.""" - def __init__(self): """Constructs a ParticlesBNNDynamicsModel.""" super(ParticlesBNNDynamicsModel, self).__init__() - self.model = bayesian_model(augmented_state_size + action_size, - 2 * state_size, hidden_features, - **kwargs) + self.model = bayesian_model(augmented_state_size + action_size, 2 * state_size, hidden_features, **kwargs) # Normalization parameters. self.register_buffer("X_mean", torch.tensor(0.0)) @@ -175,8 +169,7 @@ def fit(self, optimizer = torch.optim.Adam(params, learning_rate, amsgrad=True) dataset = TensorDataset(X_, dX) - dataloader = DataLoader( - dataset, batch_size=batch_size, shuffle=True) + dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True) datagen = _cycle(dataloader, n_iter) with tqdm(datagen, total=n_iter, desc="BNN", disable=quiet) as pbar: for x_, dx in pbar: @@ -185,8 +178,7 @@ def fit(self, x_ = self._normalize_input(x_) output = self.model(x_, resample=resample) - mean, log_std = output.split( - [state_size, state_size], dim=-1) + mean, log_std = output.split([state_size, state_size], dim=-1) mean, log_std = self._scale_output(mean, log_std) loss = -likelihood(dx, mean, log_std.exp()).mean() @@ -197,14 +189,7 @@ def fit(self, loss.backward() optimizer.step() - def forward(self, - X, - u, - i, - resample=False, - use_predicted_std=False, - independent_noise=False, - **kwargs): + def forward(self, X, u, i, resample=False, use_predicted_std=False, independent_noise=False, **kwargs): """Dynamics model function. Args: @@ -264,9 +249,7 @@ def forward(self, return X + dx class BNNDynamicsModel(ParticlesBNNDynamicsModel): - """Bayesian neural network dynamics model.""" - def __init__(self, n_particles=100): """Constructs a BNNDynamicsModel. @@ -334,8 +317,7 @@ def forward(self, deltas = self.output[i - 1] - mean if not identical_inputs and X.dim() == 3: deltas = deltas.permute(1, 0, 2) - eps = deltas.transpose(-2, -1).gesv( - L.transpose(-2, -1))[0] + eps = deltas.transpose(-2, -1).solve(L.transpose(-2, -1))[0] eps = eps.permute(2, 0, 1).detach() else: if X.dim() == 3: @@ -343,8 +325,7 @@ def forward(self, L_ = L[0] else: L_ = L - eps = torch.trtrs( - deltas.t(), L_, transpose=True)[0].t().detach() + eps = torch.triangular_solve(deltas.t(), L_, transpose=True)[0].t().detach() should_expand = True else: eps = self.eps_in[i] @@ -360,8 +341,7 @@ def forward(self, if X.dim() == 3: X = X.permute(1, 0, 2) - output = super(BNNDynamicsModel, self).forward( - X, u, i, resample=resample, **kwargs) + output = super(BNNDynamicsModel, self).forward(X, u, i, resample=resample, **kwargs) if output.dim() == 3: output = output.permute(1, 0, 2) @@ -370,8 +350,7 @@ def forward(self, self.output[i] = output.detach() M = output.mean(dim=0) - if encoding in (StateEncoding.FULL_COVARIANCE_MATRIX, - StateEncoding.UPPER_TRIANGULAR_CHOLESKY): + if encoding in (StateEncoding.FULL_COVARIANCE_MATRIX, StateEncoding.UPPER_TRIANGULAR_CHOLESKY): try: # Compute full covariance matrix. C = particles_covar(output) @@ -411,13 +390,11 @@ def _cycle(iterable, total): class BDropout(torch.nn.Dropout): - """Binary dropout with regularization and resampling. See: Gal Y., Ghahramani Z., "Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning", 2016. """ - def __init__(self, rate=0.1, reg=1.0, **kwargs): """Constructs a BDropout. @@ -492,12 +469,10 @@ def extra_repr(self): class CDropout(BDropout): - """Concrete dropout with regularization and resampling. See: Gal Y., Hron, J., Kendall, A. "Concrete Dropout", 2017. """ - def __init__(self, temperature=0.1, rate=0.5, reg=1.0, **kwargs): """Constructs a CDropout. @@ -507,8 +482,7 @@ def __init__(self, temperature=0.1, rate=0.5, reg=1.0, **kwargs): reg (float): Regularization scale. """ super(CDropout, self).__init__(rate, reg, **kwargs) - self.temperature = Parameter( - torch.tensor(temperature), requires_grad=False) + self.temperature = Parameter(torch.tensor(temperature), requires_grad=False) # We need to constrain p to [0, 1], so we train logit(p). self.logit_p = Parameter(-torch.log(self.p.reciprocal() - 1.0)) @@ -565,8 +539,7 @@ def forward(self, x, resample=False, mask_dims=2, **kwargs): if resample: noise = torch.rand_like(x) resampled = True - elif (self.concrete_noise is None or - sample_shape != self.concrete_noise.shape): + elif (self.concrete_noise is None or sample_shape != self.concrete_noise.shape): sample = x.view(-1, *sample_shape)[0] self._update_noise(sample) noise = self.noise @@ -588,8 +561,8 @@ def extra_repr(self): Returns: Module representation (str). """ - return 'rate={}, temperature={}, regularizer_scale={}'.format( - 1 - self.logit_p.sigmoid(), self.temperature, self.reg) + return 'rate={}, temperature={}, regularizer_scale={}'.format(1 - self.logit_p.sigmoid(), self.temperature, + self.reg) def phi(x): @@ -601,11 +574,9 @@ def inv_phi(y): class TLNDropout(BDropout): - """ Truncated Log-Normal Dropout http://papers.nips.cc/paper/7254-structured-bayesian-pruning-via-log-normal-multiplicative-noise.pdf """ - def __init__(self, interval=torch.tensor([-4.0, 0.0]), reg=1.0, **kwargs): """Constructs a TLNDropout layer. @@ -631,12 +602,10 @@ def init_params(self, input_shape): a, b = self.interval mu0 = max(a + 1e-2 * (b - a), 0) + min(b - 1e-2 * (b - a), 0) logit_mu0 = -torch.log((b - a) / (mu0 - a) - 1) - self.logit_posterior_mean.data = torch.tensor(logit_mu0).repeat( - *input_shape) + self.logit_posterior_mean.data = torch.tensor(logit_mu0).repeat(*input_shape) # set posterior_std close to the minimum - self.logit_posterior_std.data = torch.zeros(*input_shape).uniform_( - -3.0, -1.0) + self.logit_posterior_std.data = torch.zeros(*input_shape).uniform_(-3.0, -1.0) def regularization(self, *args, **kwargs): """Computes the regularization cost. @@ -656,9 +625,8 @@ def regularization(self, *args, **kwargs): beta = (b - mu) / sigma phi_alpha = phi(alpha) Z = phi(beta) - phi_alpha - reg = (torch.log(b - a) - torch.log(sigma * np.sqrt(2 * np.pi)) - - torch.log(Z) - ( - (alpha * phi(alpha) - beta * phi(beta)) / sigma) / (2 * Z)) + reg = (torch.log(b - a) - torch.log(sigma * np.sqrt(2 * np.pi)) - torch.log(Z) - + ((alpha * phi(alpha) - beta * phi(beta)) / sigma) / (2 * Z)) return self.reg * reg.sum() def _update_noise(self, x): @@ -737,14 +705,11 @@ def extra_repr(self): Returns: Module representation (str). """ - return "interval={}, s_interval={}, regularizer scale={}".format( - self.interval, self.s_interval, self.reg) + return "interval={}, s_interval={}, regularizer scale={}".format(self.interval, self.s_interval, self.reg) class BSequential(torch.nn.Sequential): - """Extension of Sequential module with regularization and resampling.""" - def resample(self): """Resample all child modules.""" for child in self.children(): @@ -764,10 +729,8 @@ def regularization(self): reg += child.regularization() elif isinstance(child, BDropout): for next_child in children[i:]: - if hasattr(next_child, "weight") and hasattr( - next_child, "bias"): - reg += child.regularization(next_child.weight, - next_child.bias) + if hasattr(next_child, "weight") and hasattr(next_child, "bias"): + reg += child.regularization(next_child.weight, next_child.bias) break return reg @@ -794,11 +757,8 @@ def bayesian_model(in_features, hidden_features, nonlin=torch.nn.ReLU, output_nonlin=None, - weight_initializer=partial( - torch.nn.init.xavier_normal_, - gain=torch.nn.init.calculate_gain("relu")), - bias_initializer=partial( - torch.nn.init.uniform_, a=-0.1, b=0.1), + weight_initializer=partial(torch.nn.init.xavier_normal_, gain=torch.nn.init.calculate_gain("relu")), + bias_initializer=partial(torch.nn.init.uniform_, a=-0.1, b=0.1), initial_p=0.5, dropout_layers=CDropout, input_dropout=None): diff --git a/pddp/utils/constraint.py b/pddp/utils/constraint.py index 7343eb6..3ec6079 100644 --- a/pddp/utils/constraint.py +++ b/pddp/utils/constraint.py @@ -59,9 +59,7 @@ def constrain_env(min_bounds, max_bounds): Returns: Decorator that constrains an Env. """ - def decorator(cls): - def apply_fn(self, u): """Applies an action to the environment. @@ -91,18 +89,12 @@ def constrain_model(min_bounds, max_bounds): Returns: Decorator that constrains a DynamicsModel. """ - def decorator(cls): - def init_fn(self, *args, **kwargs): """Constructs a DynamicsModel.""" _init_fn(self, *args, **kwargs) - self.max_bounds = torch.nn.Parameter( - torch.tensor(max_bounds).expand(cls.action_size), - requires_grad=False) - self.min_bounds = torch.nn.Parameter( - torch.tensor(max_bounds).expand(cls.action_size), - requires_grad=False) + self.max_bounds = torch.nn.Parameter(torch.tensor(max_bounds).expand(cls.action_size), requires_grad=False) + self.min_bounds = torch.nn.Parameter(torch.tensor(max_bounds).expand(cls.action_size), requires_grad=False) def forward_fn(self, z, u, i, encoding=StateEncoding.DEFAULT, **kwargs): """Dynamics model function. @@ -201,7 +193,7 @@ def boxqp(x0, clamped[:] = 0 clamped[(x == lower) * (g > 0)] = 1 clamped[(x == upper) * (g < 0)] = 1 - free = 1 - clamped + free = (1 - clamped).bool() # check if all clamped if all(clamped): @@ -219,7 +211,7 @@ def boxqp(x0, Qfree = Q[free][:, free] # factorize try: - Ufree = Qfree.potrf() + Ufree = Qfree.cholesky() except RuntimeError: if not quiet: print('Qfree not positive definite:\n', Qfree) @@ -236,7 +228,7 @@ def boxqp(x0, # get search direction g_clamped = Q.matmul(x * clamped.to(x.dtype)) + c search = torch.zeros_like(x) - search[free] = -torch.potrs(g_clamped[free], Ufree).flatten() - x[free] + search[free] = -torch.cholesky_solve(g_clamped[free].unsqueeze(-1), Ufree).flatten() - x[free] # check if descent direction sdotg = (search * g).sum() diff --git a/pddp/utils/encoding.py b/pddp/utils/encoding.py index 930a0d3..db661f2 100644 --- a/pddp/utils/encoding.py +++ b/pddp/utils/encoding.py @@ -23,7 +23,6 @@ class StateEncoding(IntEnum): - """State encoding types.""" # Encode full covariance matrix. @@ -179,8 +178,7 @@ def decode_covar(Z, encoding=StateEncoding.DEFAULT, state_size=None): raise NotImplementedError("Expected a 1D or 2D tensor") elif encoding == StateEncoding.UPPER_TRIANGULAR_CHOLESKY: L = _L_from_flat_triu(other, state_size) - return (L.transpose(dim0=-2, dim1=-1).bmm(L) - if L.dim() > 2 else L.t().mm(L)) + return (L.transpose(dim0=-2, dim1=-1).bmm(L) if L.dim() > 2 else L.t().mm(L)) elif encoding == StateEncoding.VARIANCE_ONLY: if other.dim() == 1: return other.diag() @@ -386,8 +384,7 @@ def _split(Z, encoding=StateEncoding.DEFAULT, state_size=None): mean, other = torch.split(Z, [state_size, n_other], dim=-1) else: mean = Z - other = torch.empty( - 0, dtype=Z.dtype, device=Z.device, requires_grad=Z.requires_grad) + other = torch.empty(0, dtype=Z.dtype, device=Z.device, requires_grad=Z.requires_grad) return mean, other, state_size @@ -557,7 +554,7 @@ def _cholesky(C, jitter=1e-12, max_jitter=10): while True: try: C_ = C + jitter * I - return C_.potrf() + return C_.cholesky() except RuntimeError: jitter *= 10 if jitter > max_jitter: diff --git a/pddp/utils/particles.py b/pddp/utils/particles.py index 7d893df..59b7c5c 100644 --- a/pddp/utils/particles.py +++ b/pddp/utils/particles.py @@ -30,11 +30,8 @@ def particulate_model(cls, n_particles=100): Returns: ParticlesDynamicsModel class. """ - class ParticleDynamicsModel(cls): - """Particle dynamics model.""" - def __init__(self, *args, **kwargs): """Constructs a ParticleDynamicsModel.""" super(ParticleDynamicsModel, self).__init__(*args, **kwargs) @@ -90,7 +87,7 @@ def forward(self, deltas = self.output[i - 1] - mean if not identical_inputs and X.dim() == 3: deltas = deltas.permute(1, 0, 2) - eps = deltas.transpose(-2, -1).gesv(L.transpose(-2, -1))[0] + eps = deltas.transpose(-2, -1).solve(L.transpose(-2, -1))[0] eps = eps.permute(2, 0, 1).detach() else: if X.dim() == 3: @@ -98,8 +95,7 @@ def forward(self, L_ = L[0] else: L_ = L - eps = torch.trtrs( - deltas.t(), L_, transpose=True)[0].t().detach() + eps = torch.triangular_solve(deltas.t(), L_, transpose=True)[0].t().detach() should_expand = True else: eps = self.eps[i] @@ -112,14 +108,13 @@ def forward(self, else: X = X + eps.mm(L) - output = super(ParticleDynamicsModel, self).forward( - X, - U, - i, - encoding=StateEncoding.IGNORE_UNCERTAINTY, - identical_inputs=identical_inputs, - resample=resample, - **kwargs) + output = super(ParticleDynamicsModel, self).forward(X, + U, + i, + encoding=StateEncoding.IGNORE_UNCERTAINTY, + identical_inputs=identical_inputs, + resample=resample, + **kwargs) self.output[i] = output M = output.mean(dim=0) diff --git a/setup.py b/setup.py index fb1fb42..f7e798d 100644 --- a/setup.py +++ b/setup.py @@ -18,11 +18,11 @@ def read(fname): BASE_URL = "https://github.com/anassinator/pddp" INSTALL_REQUIRES = [ - "gym==0.10.*", + "gym>=0.10.*", "numpy>=1.14.0", "six>=1.11.0", - "torch==0.4.1", - "tqdm==4.25.*", + "torch>=0.4.1", + "tqdm>=4.25.*", "enum34", ]