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August 28, 2025 07:19
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "49b65cc2-ef99-4768-a8dc-48cc3bec2e9b", | |
| "metadata": {}, | |
| "source": [ | |
| "### Trajectory shaping" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "a2ea25c0-39eb-405f-8c8a-339b838d0321", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[32mJupyter Notebook GUI initialized: Retina, inline, qt\u001b[0m\n", | |
| "\u001b[32mFollowing packages are imported:\u001b[0m\n", | |
| "\u001b[32m [mujoco_parser, transforms, ik, torch_chain, utils, bvh_parser, gp, objaverse_tool, leapmotion_tool, smpl_model, gpt_helper, detection]\u001b[0m\n", | |
| "MuJoCo version: (3, 3, 0)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%run ../../package/init_jupyter.py" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "86a507b2-06c2-48b5-8bad-abbda7a071f4", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "ac5039c2-dde8-433f-ba53-53102eeceb6d", | |
| "metadata": {}, | |
| "source": [ | |
| "#### Trajectory shaping with equality, bounds, velocity/acceleration limits, and jerk smoothing\n", | |
| "\n", | |
| "Given $N$ samples, we solve for $z \\in \\mathbb{R}^{N}$ and equality slack $s_{\\mathrm{eq}} \\in \\mathbb{R}^{|\\mathcal{I}_{\\mathrm{eq}}|}$:\n", | |
| "\\[\n", | |
| "\\begin{aligned}\n", | |
| "\\min_{z,\\, s_{\\mathrm{eq}}}\\quad \n", | |
| "& \\underbrace{\\|z - x_{\\mathrm{ref}}\\|_2^2}_{\\text{tracking}} \n", | |
| " + \\underbrace{\\lambda_j \\,\\|A_{\\mathrm{jerk}} z\\|_2^2}_{\\text{jerk smoothing}}\n", | |
| " + \\underbrace{\\rho_{\\mathrm{eq}} \\,\\|s_{\\mathrm{eq}}\\|_2^2}_{\\text{soft equality}} \\\\\n", | |
| "\\text{s.t.}\\quad\n", | |
| "& z_{\\mathcal{I}_{\\mathrm{lb}}} \\;\\;\\ge\\;\\; \\ell \\\\\n", | |
| "& z_{\\mathcal{I}_{\\mathrm{ub}}} \\;\\;\\le\\;\\; u \\\\\n", | |
| "& z_{\\mathcal{I}_{\\mathrm{eq}}} + s_{\\mathrm{eq}} \\;=\\; c \\\\\n", | |
| "& \\big|\\,(A_{\\mathrm{vel}} z)_i\\,\\big| \\;\\le\\; v_{\\max}\\quad \\forall i=1,\\dots,N \\\\\n", | |
| "& \\big|\\,(A_{\\mathrm{acc}} z)_i\\,\\big| \\;\\le\\; a_{\\max}\\quad \\forall i=1,\\dots,N .\n", | |
| "\\end{aligned}\n", | |
| "\\]\n", | |
| "\n", | |
| "#### Definitions\n", | |
| "- $x_{\\mathrm{ref}} \\in \\mathbb{R}^N$: given reference trajectory \n", | |
| "- $\\ell, u$: lower/upper bound vectors on indices $\\mathcal{I}_{\\mathrm{lb}}, \\mathcal{I}_{\\mathrm{ub}}$ (here constants $x_{\\min}, x_{\\max}$) \n", | |
| "- $c \\in \\mathbb{R}^{|\\mathcal{I}_{\\mathrm{eq}}|}$: equality targets on indices $\\mathcal{I}_{\\mathrm{eq}}$ \n", | |
| "- $A_{\\mathrm{vel}}, A_{\\mathrm{acc}}, A_{\\mathrm{jerk}} \\in \\mathbb{R}^{N\\times N}$: same-length finite-difference operators for velocity, acceleration, and jerk \n", | |
| "- $v_{\\max}, a_{\\max}$: velocity and acceleration limits \n", | |
| "- $\\lambda_j \\ge 0$: jerk smoothing weight \n", | |
| "- $\\rho_{\\mathrm{eq}} \\gg 0$: equality slack penalty (large values enforce hard equality) \n", | |
| "\n", | |
| "#### Remarks\n", | |
| "- The slack variable $s_{\\mathrm{eq}}$ prevents infeasibility; with sufficiently large $\\rho_{\\mathrm{eq}}$, the equality constraints are effectively hard. \n", | |
| "- The jerk term acts as a regularizer to improve smoothness of the optimized trajectory.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "93eb571a-7327-4f46-865d-7804a850ce3f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "48c39821-8339-4680-9985-5419ae8a84e7", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Status: optimal\n", | |
| "Optimal objective: 2.2119236576327648\n", | |
| "max LB viol: 0.000e+00, max UB viol: 0.000e+00, max |v| viol: 0.000e+00, max |a| viol: 0.000e+00\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
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| |
| "text/plain": [ | |
| "<Figure size 600x300 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 289, | |
| "width": 589 | |
| } | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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| |
| "text/plain": [ | |
| "<Figure size 600x300 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 289, | |
| "width": 590 | |
| } | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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| |
| "text/plain": [ | |
| "<Figure size 600x300 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 289, | |
| "width": 590 | |
| } | |
| }, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 600x300 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 289, | |
| "width": 589 | |
| } | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Generate signal\n", | |
| "Hz = 50.0\n", | |
| "dt = 1/Hz\n", | |
| "T = 5.0 # total time [s]\n", | |
| "t = np.arange(0, T, dt) # time (250)\n", | |
| "n = len(t) # number of samples\n", | |
| "x_ref = np.exp(-0.1*t**2)*np.sin(2*np.pi*0.5*t) # reference signal (250)\n", | |
| "\n", | |
| "# Constraints\n", | |
| "v_max = 5\n", | |
| "a_max = 10 # np.max(np.abs(a_ref))\n", | |
| "x_min = -0.5\n", | |
| "x_max = 1.0 # 0.75\n", | |
| "\n", | |
| "# Optimization hyper parameters\n", | |
| "lambda_j = 1e-6 # jerk penalty weight ()\n", | |
| "rho_eq = 1e4 # equality slack\n", | |
| "\n", | |
| "# Set lower-bound constraints\n", | |
| "idxs_lb = np.where((0.0<=t) & (t<=T))[0] # indices of the time interval [0.0, T]\n", | |
| "vals_lb = x_min*np.ones(len(idxs_lb)) # lower-bound values\n", | |
| "\n", | |
| "# Set upper-bound constraints\n", | |
| "idxs_ub = np.where((0.0<=t) & (t<=T))[0] # indices of the time interval [0.0, T]\n", | |
| "vals_ub = x_max*np.ones(len(idxs_ub)) # upper-bound values\n", | |
| "\n", | |
| "# Set equality constraints\n", | |
| "t_fr = 3.0\n", | |
| "t_to = 4.0\n", | |
| "idxs_eq = np.where((t_fr<=t) & (t<=t_to))[0] # indices of the time interval [3.0, 4.0]\n", | |
| "vals_eq = x_ref[idxs_eq] + 0.1\n", | |
| "\n", | |
| "# Compute velocity, acceleration, and jerk matrices\n", | |
| "A_vel, A_acc, A_jerk = get_A_vel_acc_jerk_same_length(n=n,dt=dt) # (250 x 250)\n", | |
| "\n", | |
| "# Compute reference velocity, acceleration, and jerk\n", | |
| "v_ref = A_vel @ x_ref\n", | |
| "a_ref = A_acc @ x_ref\n", | |
| "j_ref = A_jerk @ x_ref\n", | |
| "\n", | |
| "# =============================\n", | |
| "# Optimization \n", | |
| "# =============================\n", | |
| "\n", | |
| "# Decision variables\n", | |
| "z = cp.Variable(n)\n", | |
| "s_eq = cp.Variable(len(idxs_eq)) # equality softening slack\n", | |
| "\n", | |
| "# Objective: tracking + jerk smoothing + (soft) equality penalty\n", | |
| "obj_terms = [\n", | |
| " cp.sum_squares(z - x_ref),\n", | |
| " lambda_j * cp.sum_squares(A_jerk @ z),\n", | |
| " rho_eq * cp.sum_squares(s_eq),\n", | |
| "]\n", | |
| "# objective = cp.Minimize(cp.add(*obj_terms))\n", | |
| "objective = cp.Minimize(\n", | |
| " obj_terms[0] + obj_terms[1] + obj_terms[2]\n", | |
| ")\n", | |
| "\n", | |
| "# Constraints\n", | |
| "constraints = []\n", | |
| "# Bounds on position\n", | |
| "constraints += [ z[idxs_lb] >= vals_lb ]\n", | |
| "constraints += [ z[idxs_ub] <= vals_ub ]\n", | |
| "# Equality (softened with slack)\n", | |
| "constraints += [ z[idxs_eq] + s_eq == vals_eq ]\n", | |
| "# Velocity / Acceleration limits\n", | |
| "constraints += [ cp.abs(A_vel @ z) <= v_max ]\n", | |
| "constraints += [ cp.abs(A_acc @ z) <= a_max ]\n", | |
| "\n", | |
| "# Solve\n", | |
| "prob = cp.Problem(objective, constraints)\n", | |
| "try:\n", | |
| " prob.solve(solver=cp.CLARABEL, verbose=False)\n", | |
| "except Exception:\n", | |
| " prob.solve(solver=cp.OSQP, verbose=False)\n", | |
| "\n", | |
| "print(\"Status:\", prob.status)\n", | |
| "print(\"Optimal objective:\", prob.value)\n", | |
| "\n", | |
| "if prob.status not in (\"optimal\", \"optimal_inaccurate\"):\n", | |
| " raise RuntimeError(\"Problem not solved to optimality. Consider relaxing limits or bounds.\")\n", | |
| "\n", | |
| "# Retrieve solution\n", | |
| "z_opt = z.value\n", | |
| "v_opt = A_vel @ z_opt\n", | |
| "a_opt = A_acc @ z_opt\n", | |
| "j_opt = A_jerk @ z_opt\n", | |
| "\n", | |
| "# Feasibility diagnostics\n", | |
| "viol_lb = float(np.maximum(0, vals_lb - z_opt[idxs_lb]).max()) if len(idxs_lb) else 0.0\n", | |
| "viol_ub = float(np.maximum(0, z_opt[idxs_ub] - vals_ub).max()) if len(idxs_ub) else 0.0\n", | |
| "viol_v = float((np.abs(v_opt) - v_max).clip(min=0).max())\n", | |
| "viol_a = float((np.abs(a_opt) - a_max).clip(min=0).max())\n", | |
| "print(f\"max LB viol: {viol_lb:.3e}, max UB viol: {viol_ub:.3e}, \"\n", | |
| " f\"max |v| viol: {viol_v:.3e}, max |a| viol: {viol_a:.3e}\")\n", | |
| "\n", | |
| "# =============================\n", | |
| "# Visualization\n", | |
| "# =============================\n", | |
| "colors = get_colors(n_color=4, cmap_name='Set1')\n", | |
| "\n", | |
| "# 1) Plot signal\n", | |
| "fig, ax = plt.subplots(figsize=(6,3))\n", | |
| "ax.plot(t, x_ref, '-', color='k', lw=0.5, label='reference')\n", | |
| "ax.plot(t, z_opt, '-', color='b', lw=1.5, label='optimized')\n", | |
| "\n", | |
| "# bounds/targets for reference\n", | |
| "ax.plot(t[idxs_lb], vals_lb, '--', color=colors[0], ms=3, mfc='none', mew=0.8, label='lower bounds')\n", | |
| "ax.plot(t[idxs_ub], vals_ub, '--', color=colors[1], ms=3, mfc='none', mew=0.8, label='upper bounds')\n", | |
| "ax.plot(t[idxs_eq], vals_eq, 'o', color=colors[2], ms=3, mfc='none', mew=0.8, label='equality targets')\n", | |
| "ax.plot(t[idxs_eq], x_ref[idxs_eq], 'o', color='k', ms=2.5, mfc='none', mew=0.6, label='points to be modified')\n", | |
| "\n", | |
| "ax.set_title('Trajectory', fontsize=9)\n", | |
| "ax.set_xlabel('Time [s]', fontsize=8)\n", | |
| "ax.legend(fontsize=8, loc='upper right')\n", | |
| "ax.grid(True, alpha=0.3)\n", | |
| "plt.tight_layout(); plt.show()\n", | |
| "\n", | |
| "# 2) Plot velocity\n", | |
| "fig, ax = plt.subplots(figsize=(6,3))\n", | |
| "ax.plot(t, v_ref, '-', color='k', lw=0.5, label='velocity (ref)')\n", | |
| "ax.plot(t, v_opt, '-', color='b', lw=1.5, label='velocity (opt)')\n", | |
| "ax.fill_between(t, -v_max, v_max, alpha=0.08, label='±v_max band')\n", | |
| "ax.hlines([v_max, -v_max], t[0], t[-1], colors=['r','r'], linestyles='dashed', lw=1)\n", | |
| "ax.set_title('Velocity constraint', fontsize=9)\n", | |
| "ax.set_xlabel('Time [s]', fontsize=8)\n", | |
| "ax.legend(fontsize=8, loc='upper right')\n", | |
| "ax.grid(True, alpha=0.3)\n", | |
| "plt.tight_layout(); plt.show()\n", | |
| "\n", | |
| "# 3) Plot acceleration\n", | |
| "fig, ax = plt.subplots(figsize=(6,3))\n", | |
| "ax.plot(t, a_ref, '-', color='k', lw=0.5, label='acceleration (ref)')\n", | |
| "ax.plot(t, a_opt, '-', color='b', lw=1.5, label='acceleration (opt)')\n", | |
| "ax.fill_between(t, -a_max, a_max, alpha=0.08, label='±a_max band')\n", | |
| "ax.hlines([a_max, -a_max], t[0], t[-1], colors=['r','r'], linestyles='dashed', lw=1)\n", | |
| "ax.set_title('Acceleration constraint', fontsize=9)\n", | |
| "ax.set_xlabel('Time [s]', fontsize=8)\n", | |
| "ax.legend(fontsize=8, loc='upper right')\n", | |
| "ax.grid(True, alpha=0.3)\n", | |
| "plt.tight_layout(); plt.show()\n", | |
| "\n", | |
| "# 4) Plot jerk\n", | |
| "fig, ax = plt.subplots(figsize=(6,3))\n", | |
| "ax.plot(t, j_ref, '-', color='k', lw=0.5, label='jerk (ref)')\n", | |
| "ax.plot(t, j_opt, '-', color='b', lw=1.5, label='jerk (opt)')\n", | |
| "ax.text(0.01, 0.95, f'jerk reg λ={lambda_j:g}', transform=ax.transAxes,\n", | |
| " ha='left', va='top', fontsize=8)\n", | |
| "ax.set_title('Jerk (for smoothness)', fontsize=9)\n", | |
| "ax.set_xlabel('Time [s]', fontsize=8)\n", | |
| "ax.legend(fontsize=8, loc='upper right')\n", | |
| "ax.grid(True, alpha=0.3)\n", | |
| "plt.tight_layout(); plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "3e1bfe15-c371-410d-861e-e8aa19c3dcee", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "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": "3.10.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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