{ "cells": [ { "cell_type": "markdown", "id": "969ec726", "metadata": {}, "source": [ "# iLQR inference: reconstructing a zebrafish tail bout\n", "\n", "A larval zebrafish swims in short bouts of tail undulation. Here a recurrent generative model of tail kinematics, trained as an **iLQR-VAE**, explains one recorded bout as the response of a latent dynamical system to a sparse sequence of inputs. Given the trained model, finding the most likely inputs for a new bout is a non-linear optimal control problem, which `diffilqrax.ilqr.ilqr_solver` solves.\n", "\n", "**Generative model.** Latents $x_t \\in \\mathbb{R}^{120}$ evolve under minimal gated unit (MGU2) dynamics driven by inputs $u_t \\in \\mathbb{R}^{10}$, and are read out linearly into 7 tail-shape channels,\n", "\n", "$$\n", "x_{t+1} = F(x_t, u_t), \\qquad o_t \\sim \\mathcal{N}(c\\,x_t + b,\\ \\mathrm{diag}(\\sigma_o^2)), \\qquad u_t \\sim \\text{Student-}t_\\nu(0, \\sigma_u).\n", "$$\n", "\n", "The heavy-tailed Student-$t$ prior favours inputs that are mostly small with occasional large kicks. The inferred inputs are the maximiser of $\\log p(u) + \\log p(o \\mid u)$, so the iLQR cost is the negative log joint: the prior on $u_t$ plus the likelihood of the observation read out from $x_t$.\n", "\n", "The trained parameters and six bouts, with the inputs found by the original OCaml implementation, are stored in `tests/fixtures/ocaml_mgu.npz`, where the parity tests also use them." ] }, { "cell_type": "code", "execution_count": 1, "id": "4d78cef3", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:00:53.954158Z", "iopub.status.busy": "2026-10-20T01:00:53.953106Z", "iopub.status.idle": "2026-10-20T01:00:54.927134Z", "shell.execute_reply": "2026-10-20T01:00:54.927708Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "from typing import NamedTuple\n", "\n", "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "import numpy as onp\n", "from jax.scipy.special import gammaln\n", "\n", "from diffilqrax.ilqr import ilqr_solver, ilqr_simulate\n", "from diffilqrax.typs import ModelDims, System, iLQRParams\n", "\n", "jax.config.update(\"jax_enable_x64\", True)" ] }, { "cell_type": "markdown", "id": "a6366fac", "metadata": {}, "source": [ "## Data\n", "\n", "Each bout has $T = 171$ steps. The first $n_\\text{beg} = 12$ steps only set the initial condition of the latents; the tail is observed for the remaining 160 steps. We take the last bout of the fixture." ] }, { "cell_type": "code", "execution_count": 2, "id": "b2883fc3", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:00:54.935290Z", "iopub.status.busy": "2026-10-20T01:00:54.934455Z", "iopub.status.idle": "2026-10-20T01:00:55.274915Z", "shell.execute_reply": "2026-10-20T01:00:55.275612Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T=171, latents n=120, inputs m=10, tail channels=7\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = dict(onp.load(Path(\"../../../tests/fixtures/ocaml_mgu.npz\")))\n", "p = {k[len(\"param_\"):]: data[k] for k in data if k.startswith(\"param_\")}\n", "TRIAL, N_BEG = 5, 12\n", "obs = data[\"saved_tail\"][TRIAL] # (160, 7) observed tail\n", "T, m = data[\"ilqr_u\"].shape[1:]\n", "n, n_out = p[\"uh\"].shape[0], p[\"c\"].shape[0]\n", "print(f\"T={T}, latents n={n}, inputs m={m}, tail channels={n_out}\")\n", "\n", "t_obs = onp.arange(obs.shape[0]) + N_BEG\n", "fig, ax = plt.subplots(figsize=(8, 2.6), layout=\"constrained\")\n", "# ax.plot(t_obs, obs + 2.0 * onp.arange(n_out), c=\"k\", lw=1)\n", "\n", "_ = ax.plot(t_obs, obs, c=\"k\", lw=1)\n", "_ = ax.set(xlabel=\"time step\", ylabel=\"tail angle (rad)\", title=\"observed tail bout\", xlim=[0,None])" ] }, { "cell_type": "markdown", "id": "e107e537", "metadata": {}, "source": [ "## Defining the model\n", "\n", "All parameters go into `theta`, a `NamedTuple` pytree. For $t < n_\\text{beg}$ the dynamics load the inputs into disjoint blocks of the latent state, $x_{t+1} = x_t + B^{(t)\\top} u_t$. Afterwards the MGU2 update is\n", "\n", "$$\n", "f = \\sigma(b_f + U_f^\\top x), \\qquad \n", "h = \\tanh\\!\\big(b_h + U_h^\\top (x \\odot f)\\big) + B^\\top u, \\qquad\n", "x' = (1 - f) \\odot x + f \\odot h .\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "id": "092e79cf", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:00:55.289169Z", "iopub.status.busy": "2026-10-20T01:00:55.288345Z", "iopub.status.idle": "2026-10-20T01:00:55.642316Z", "shell.execute_reply": "2026-10-20T01:00:55.642898Z" } }, "outputs": [], "source": [ "class Theta(NamedTuple):\n", " B: jnp.ndarray # (m, n) normalised input weights\n", " uh: jnp.ndarray # (n, n)\n", " uf: jnp.ndarray # (n, n)\n", " bh: jnp.ndarray # (n,)\n", " bf: jnp.ndarray # (n,)\n", " beg_bs: jnp.ndarray # (n_beg, m, n) initial-condition loadings\n", " c: jnp.ndarray # (n_out, n)\n", " bias: jnp.ndarray # (n_out,)\n", " variances: jnp.ndarray # (n_out,)\n", " sigma: jnp.ndarray # (m,) Student-t scale\n", " sigma0: jnp.ndarray # (m,) Gaussian scale of the first n_beg inputs\n", " nu: jnp.ndarray # () degrees of freedom\n", " obs: jnp.ndarray # (T - n_beg + 1, n_out)\n", "\n", "\n", "k, i, j = onp.meshgrid(onp.arange(N_BEG), onp.arange(m), onp.arange(n), indexing=\"ij\")\n", "theta = Theta(\n", " B=jnp.sqrt(n / m) * p[\"wh\"] / jnp.linalg.norm(p[\"wh\"], axis=1, keepdims=True),\n", " uh=jnp.asarray(p[\"uh\"]),\n", " uf=jnp.asarray(p[\"uf\"]),\n", " bh=jnp.asarray(p[\"bh\"]),\n", " bf=jnp.asarray(p[\"bf\"]),\n", " beg_bs=jnp.asarray(((j // N_BEG == k) & (j % m == i)).astype(float)),\n", " c=jnp.asarray(p[\"c\"]),\n", " bias=jnp.asarray(p[\"bias\"]),\n", " variances=jnp.asarray(p[\"variances\"]),\n", " sigma=jnp.sqrt((p[\"nu\"] - 2.0) / p[\"nu\"]) * p[\"spatial_stds\"],\n", " sigma0=jnp.asarray(p[\"first_step\"]),\n", " nu=jnp.asarray(p[\"nu\"]),\n", " obs=jnp.asarray(obs),\n", ")\n", "\n", "\n", "def dynamics(t, x, u, theta):\n", " def load(_):\n", " return x + theta.beg_bs[jnp.minimum(t, N_BEG - 1)].T @ u\n", "\n", " def mgu(_):\n", " f = jax.nn.sigmoid(theta.bf + theta.uf.T @ x)\n", " h = jnp.tanh(theta.bh + theta.uh.T @ (x * f)) + theta.B.T @ u\n", " return (1.0 - f) * x + f * h\n", "\n", " return jax.lax.cond(t < N_BEG, load, mgu, None)\n", "\n", "\n", "def readout(xs, theta):\n", " return theta.bias + xs @ theta.c.T" ] }, { "cell_type": "markdown", "id": "dc37eb78", "metadata": {}, "source": [ "## The cost: a sparse prior plus the likelihood\n", "\n", "The running cost is the negative log prior of $u_t$, Gaussian for the initial-condition steps and multivariate Student-$t$ afterwards, plus the Gaussian negative log likelihood of observation $t - n_\\text{beg}$ given $x_t$. There is no terminal cost. The Student-$t$ term is not convex in $u$, so the problem has local optima; iLQR uses its exact Hessian with Levenberg–Marquardt regularisation." ] }, { "cell_type": "code", "execution_count": 4, "id": "5e99add5", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:00:55.660207Z", "iopub.status.busy": "2026-10-20T01:00:55.659406Z", "iopub.status.idle": "2026-10-20T01:00:55.738827Z", "shell.execute_reply": "2026-10-20T01:00:55.739408Z" } }, "outputs": [], "source": [ "def prior(t, u, theta):\n", " gauss = 0.5 * (m * jnp.log(2 * jnp.pi) + 2 * jnp.sum(jnp.log(theta.sigma0)) + jnp.sum((u / theta.sigma0) ** 2))\n", " nu = theta.nu\n", " cst = gammaln(0.5 * nu) - gammaln(0.5 * (nu + m)) + 0.5 * m * jnp.log(jnp.pi * nu) + jnp.sum(jnp.log(theta.sigma))\n", " student = cst + 0.5 * (nu + m) * jnp.log1p(jnp.sum((u / theta.sigma) ** 2) / nu)\n", " return jnp.where(t < N_BEG, gauss, student)\n", "\n", "\n", "def likelihood(t, x, theta):\n", " r = theta.obs[jnp.clip(t - N_BEG, 0, theta.obs.shape[0] - 1)] - (theta.bias + theta.c @ x)\n", " nll = 0.5 * (n_out * jnp.log(2 * jnp.pi) + jnp.sum(jnp.log(theta.variances)) + jnp.sum(r**2 / theta.variances))\n", " return jnp.where(t < N_BEG, 0.0, nll)\n", "\n", "\n", "def cost(t, x, u, theta):\n", " return prior(t, u, theta) + likelihood(t, x, theta)\n", "\n", "\n", "def costf(x, theta):\n", " return jnp.zeros(())\n", "\n", "\n", "model = System(cost, costf, dynamics, ModelDims(n=n, m=m, horizon=T, dt=1.0))\n", "params = iLQRParams(x0=jnp.zeros(n), theta=theta)" ] }, { "cell_type": "markdown", "id": "81d6ae56", "metadata": {}, "source": [ "## Solving\n", "\n", "Starting from zero inputs, the solver runs until the KKT residual falls below `kkt_tol`. A first trial step of $\\alpha = 1$ (`alpha_init=2.0`) suits this problem better than the cautious default." ] }, { "cell_type": "code", "execution_count": 5, "id": "14fcac10", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:00:55.754300Z", "iopub.status.busy": "2026-10-20T01:00:55.753502Z", "iopub.status.idle": "2026-10-20T01:01:18.017292Z", "shell.execute_reply": "2026-10-20T01:01:18.017870Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cost: 23917.4 (zero input) -> -10403.917 (diffilqrax), OCaml -10403.917\n", "max |u* - u*_OCaml| = 3.1e-07\n" ] } ], "source": [ "Us_zero = jnp.zeros((T, m))\n", "solve = jax.jit(lambda u0: ilqr_solver(model, params, u0, max_iter=1000, alpha_init=2.0, kkt_tol=1e-6))\n", "(Xs, Us, _), J_opt, cost_log = solve(Us_zero)\n", "(X_zero, _), J_zero = ilqr_simulate(model, Us_zero, params)\n", "\n", "J_ocaml = data[\"ilqr_cost\"][TRIAL]\n", "print(f\"cost: {float(J_zero):.1f} (zero input) -> {float(J_opt):.3f} (diffilqrax), OCaml {J_ocaml:.3f}\")\n", "print(f\"max |u* - u*_OCaml| = {float(jnp.abs(Us - data['ilqr_u'][TRIAL]).max()):.1e}\")" ] }, { "cell_type": "markdown", "id": "ea4a2ba0", "metadata": {}, "source": [ "For this bout both implementations reach the same optimum. On other bouts they can stop in different local optima of the non-convex objective, with costs that agree to about $10^{-3}$.\n", "\n", "## Reconstruction\n", "\n", "With zero input the latents relax to a fixed point and the readout is flat; the inferred inputs reproduce the bout. The latents saved by the solver are $x_0 \\dots x_T$, so observation $j$ is read out from `Xs[j + N_BEG]`." ] }, { "cell_type": "code", "execution_count": 6, "id": "3490c998", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:01:18.035115Z", "iopub.status.busy": "2026-10-20T01:01:18.034309Z", "iopub.status.idle": "2026-10-20T01:01:21.311294Z", "shell.execute_reply": "2026-10-20T01:01:21.311874Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2 of the reconstruction: 0.993\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "o_zero = readout(X_zero[N_BEG:N_BEG + obs.shape[0]], theta)\n", "o_opt = readout(Xs[N_BEG:N_BEG + obs.shape[0]], theta)\n", "r2 = 1 - jnp.sum((o_opt - obs) ** 2) / jnp.sum((obs - obs.mean(0)) ** 2)\n", "print(f\"R^2 of the reconstruction: {float(r2):.3f}\")\n", "\n", "fig, axes = plt.subplots(2, 4, figsize=(12, 4.4), layout=\"constrained\")\n", "for ch, ax in enumerate(axes.flat[:n_out]):\n", " ax.plot(t_obs, obs[:, ch], c=\"k\", lw=1, label=\"observed\")\n", " ax.plot(t_obs, o_zero[:, ch], c=\"0.6\", ls=\"--\", lw=1, label=\"zero input\")\n", " ax.plot(t_obs, o_opt[:, ch], c=\"C0\", lw=1.2, label=\"iLQR\")\n", " ax.set_title(f\"channel {ch}\", fontsize=9)\n", " ax.set_xlabel(\"time step\")\n", "axes.flat[0].legend(fontsize=7)\n", "ax = axes.flat[-1]\n", "ax.semilogy(cost_log - cost_log.min() + 1e-9, c=\"C0\")\n", "ax.set(xlabel=\"iteration\", ylabel=r\"$J - J^\\star$\", title=\"convergence\")\n", "ax.title.set_fontsize(9);" ] }, { "cell_type": "code", "execution_count": 7, "id": "273fa64e", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:01:21.329650Z", "iopub.status.busy": "2026-10-20T01:01:21.328844Z", "iopub.status.idle": "2026-10-20T01:01:23.129892Z", "shell.execute_reply": "2026-10-20T01:01:23.130463Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# o_opt = onp.asarray(readout(theta, Xs))[N_BEG - 1 :]\n", "# o_zero = onp.asarray(readout(theta, X_zero))[N_BEG - 1 :]\n", "r2 = 1 - ((o_opt - obs) ** 2).sum(0) / ((obs - obs.mean(0)) ** 2).sum(0)\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(13, 4.6), layout=\"constrained\")\n", "axes[0].plot(obs[:, :], c=\"k\", lw=1, label=\"observed\")\n", "axes[0].set_title(f\"True\", fontsize=9)\n", "axes[1].plot(o_zero[:, :], c=\"0.6\", ls=\"--\", lw=1, label=\"zero input\")\n", "axes[1].plot(o_opt[:, :], c=\"C0\", lw=1.2, label=\"iLQR\")\n", "axes[1].set_title(f\"$$={r2.mean(0):.3f}\", fontsize=9)\n", "\n", "axes.flat[-1].bar(range(n_out), r2)\n", "axes.flat[-1].set(ylim=(0, 1), xlabel=\"channel\", title=\"$R^2$ per channel\");\n", "\n", "axes[0].sharey(axes[1])\n", "ax = axes.flat[2]\n", "ax.semilogy(cost_log - cost_log.min() + 1e-9, c=\"C0\")\n", "ax.set(xlabel=\"iteration\", ylabel=r\"$J - J^\\star$\", title=\"convergence\")\n", "ax.title.set_fontsize(9);" ] }, { "cell_type": "markdown", "id": "045e41a7", "metadata": {}, "source": [ "The inferred inputs are sparse, as the Student-$t$ prior intends: one large kick that launches the bout, a smaller one a few beats later, and near-zero inputs elsewhere. The latent dynamics generate the undulation on their own." ] }, { "cell_type": "code", "execution_count": 8, "id": "3538a270", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:01:23.149508Z", "iopub.status.busy": "2026-10-20T01:01:23.148702Z", "iopub.status.idle": "2026-10-20T01:01:23.895110Z", "shell.execute_reply": "2026-10-20T01:01:23.895789Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 2.6), layout=\"constrained\")\n", "ax.plot(Us, lw=0.8)\n", "ax.axvspan(0, N_BEG, color=\"0.9\", label=\"initial condition\")\n", "ax.set(xlabel=\"time step\", ylabel=r\"$u^\\star_t$\", title=\"inferred inputs (10 channels)\")\n", "ax.legend(fontsize=7);" ] }, { "cell_type": "markdown", "id": "27bf610f", "metadata": {}, "source": [ "## How to adapt\n", "\n", "- **Another bout**: change `TRIAL`; only `theta.obs` depends on the bout, so `solve` is reused without recompiling.\n", "- **Many bouts at once**: solve them as one batch with `diffilqrax.batch`, as in the next section; see [batched iLQR](batched_ilqr.ipynb) for strategies and timings.\n", "- **Learning the model**: the solution is differentiable with respect to `theta` (see [gradients through iLQR](gradients_through_ilqr.ipynb)), which is how an iLQR-VAE is trained.\n", "- **A Gaussian prior** makes the cost convex in $u$ for fixed latents and typically converges in fewer iterations, at the price of less sparse inputs." ] }, { "cell_type": "markdown", "id": "03affe14", "metadata": {}, "source": [ "## Extension: many bouts at once\n", "\n", "Only `theta.obs` changes from bout to bout, so all six bouts in the fixture can be solved as one batch inside one compiled program. `batch.batched_ilqr_solver` takes the batch axes as in `jax.vmap`: 0 for the batched leaf `theta.obs`, None for the shared ones. Its default strategy is `jax.vmap`.\n", "\n", "The solver's iterations, regularisation retries and line search are `lax.while_loop`s, so under `vmap` the batch stops as soon as its slowest bout has converged. Bouts that finish early wait for it. On CPU, `strategy=\"map\"` solves the bouts one after another instead; with several devices, `strategy=\"shard\"` splits the batch across them. The [batched iLQR](batched_ilqr.ipynb) notebook compares the strategies." ] }, { "cell_type": "code", "execution_count": 9, "id": "4d23fb32", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:01:24.456301Z", "iopub.status.busy": "2026-10-20T01:01:24.363582Z", "iopub.status.idle": "2026-10-20T01:03:50.054327Z", "shell.execute_reply": "2026-10-20T01:03:50.054998Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " bout J OCaml J diffilqrax rel diff R^2 iters\n", " ref_test[0] -10215.129 -10188.690 2.6e-03 0.997 54\n", " ref_test[1] -10297.255 -10302.552 -5.1e-04 0.994 51\n", " ref_test[2] -10270.089 -10263.757 6.2e-04 0.993 77\n", " ref_train[3] -10545.906 -10544.964 8.9e-05 0.978 40\n", " ref_train[4] -10312.940 -10313.109 -1.6e-05 0.947 40\n", " ref_train[5] -10403.917 -10403.917 -9.0e-14 0.993 53\n" ] } ], "source": [ "from diffilqrax import batch\n", "\n", "all_obs = jnp.asarray(data[\"saved_tail\"]) # (6, 160, 7)\n", "obs_axes = iLQRParams(x0=None, theta=jax.tree.map(lambda _: None, theta)._replace(obs=0))\n", "solve_all = jax.jit(\n", " lambda obs_batch: batch.batched_ilqr_solver(\n", " model, params._replace(theta=theta._replace(obs=obs_batch)), Us_zero, (obs_axes, None),\n", " max_iter=1000, alpha_init=2.0, kkt_tol=1e-6,\n", " )\n", ")\n", "(Xs_all, Us_all, _), J_all, log_all = solve_all(all_obs)\n", "\n", "o_all = jax.vmap(lambda xs: readout(xs[N_BEG:N_BEG + all_obs.shape[1]], theta))(Xs_all)\n", "r2_all = 1 - jnp.sum((o_all - all_obs) ** 2, axis=(1, 2)) / jnp.sum((all_obs - all_obs.mean(1, keepdims=True)) ** 2, axis=(1, 2))\n", "log_all = onp.asarray(log_all)\n", "# once converged the cost history repeats the final cost\n", "iters = [int(onp.nonzero(h != h[-1])[0].max(initial=-1)) + 1 for h in log_all]\n", "\n", "print(f\"{'bout':>14s} {'J OCaml':>11s} {'J diffilqrax':>12s} {'rel diff':>9s} {'R^2':>6s} {'iters':>5s}\")\n", "for b in range(all_obs.shape[0]):\n", " J_oc = data[\"ilqr_cost\"][b]\n", " label = f\"{data['source'][b]}[{b}]\"\n", " print(f\"{label:>14s} {J_oc:11.3f} {float(J_all[b]):12.3f} {(float(J_all[b]) - J_oc) / abs(J_oc):9.1e} \"\n", " f\"{float(r2_all[b]):6.3f} {iters[b]:5d}\")" ] }, { "cell_type": "markdown", "id": "980ff0ea", "metadata": {}, "source": [ "Bouts where the relative cost difference is not zero stopped in a different local optimum from OCaml, as noted above. Each panel overlays the seven observed channels (black) with their reconstruction (colour)." ] }, { "cell_type": "code", "execution_count": 10, "id": "180f888f", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:03:50.239533Z", "iopub.status.busy": "2026-10-20T01:03:50.238711Z", "iopub.status.idle": "2026-10-20T01:03:52.137829Z", "shell.execute_reply": "2026-10-20T01:03:52.138396Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 5), sharex=True, sharey=True, layout=\"constrained\")\n", "for b, ax in enumerate(axes.flat):\n", " ax.plot(t_obs, all_obs[b], c=\"k\", lw=0.8)\n", " for ch in range(n_out):\n", " ax.plot(t_obs, o_all[b, :, ch], c=f\"C{ch}\", lw=1, ls=\"--\")\n", " ax.set_title(f\"{data['source'][b]}[{b}], $R^2$={float(r2_all[b]):.3f}\", fontsize=9)\n", "for ax in axes[-1]:\n", " ax.set_xlabel(\"time step\")\n", "for ax in axes[:, 0]:\n", " ax.set_ylabel(\"tail angle (rad)\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "56af721b", "metadata": { "execution": { "iopub.execute_input": "2026-10-20T01:03:52.218781Z", "iopub.status.busy": "2026-10-20T01:03:52.217965Z", "iopub.status.idle": "2026-10-20T01:03:54.073626Z", "shell.execute_reply": "2026-10-20T01:03:54.073070Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'inferred inputs (10 channels)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 5), sharex=True, sharey=True, layout=\"constrained\")\n", "for b, ax in enumerate(axes.flat):\n", " for ch in range(m):\n", " ax.plot(Us_all[b, :, ch], c=f\"C{ch}\", lw=1, ls=\"--\")\n", " ax.set_title(f\"{data['source'][b]}[{b}], $R^2$={float(r2_all[b]):.3f}\", fontsize=9)\n", " ax.set(\n", " ylabel=r\"$u^\\star_t$\", \n", " title=f\"{data['source'][b]}[{b}]\",\n", " )\n", " ax.axvspan(0, N_BEG, color=\"0.9\", label=\"initial condition\")\n", "for ax in axes[-1]:\n", " ax.set_xlabel(\"time step\")\n", "for ax in axes[:, 0]:\n", " ax.set_ylabel(\"tail angle (rad)\")\n", "fig.suptitle(\"inferred inputs (10 channels)\")" ] } ], "metadata": { "kernelspec": { "display_name": "venv (3.11.11)", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }