{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "64880b76",
   "metadata": {},
   "source": [
    "# Readout learning, regression and multi-start search\n",
    "\n",
    "Besides gradient-based optimizers, `braintools.optim` has tools for problems with more structure:\n",
    "\n",
    "1. **FORCE learning** (`FORCE`): train the linear readout of a chaotic recurrent rate network online, so that the network produces a target signal on its own.\n",
    "2. **Online least squares** (`RLS`, `LMS`) against the closed-form `ridge_regression` on the same linear problem.\n",
    "3. **Sparse regression** (`lasso_regression`, `elastic_net_regression`): how the number of selected features shrinks as the penalty `alpha` grows.\n",
    "4. **Multi-start minimization** (`multistart_minimize`): a local optimizer run from hundreds of starting points at once on a multimodal function.\n",
    "\n",
    "Every repeated model step below runs inside `brainstate.transform.for_loop`, which compiles the whole time loop into one XLA program."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3046524d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:49.309361Z",
     "iopub.status.busy": "2026-10-19T16:32:49.309198Z",
     "iopub.status.idle": "2026-10-19T16:32:53.373016Z",
     "shell.execute_reply": "2026-10-19T16:32:53.371782Z"
    }
   },
   "outputs": [],
   "source": [
    "import brainstate\n",
    "import jax\n",
    "import jax.numpy as jnp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import braintools\n",
    "from braintools.optim import (\n",
    "    FORCE, LMS, RLS,\n",
    "    elastic_net_regression, lasso_regression, ridge_regression,\n",
    "    multistart_init, multistart_minimize,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47337b99",
   "metadata": {},
   "source": [
    "## 1. FORCE learning on a chaotic rate network\n",
    "\n",
    "The network has $N$ rate units with state $x$, rates $r = \\tanh(x)$ and a linear readout $z = w^\\top r$ that is fed back into every unit:\n",
    "\n",
    "$$\\tau \\dot x = -x + J r + w_{fb}\\, z .$$\n",
    "\n",
    "The recurrent weights $J_{ij} \\sim \\mathcal N(0, g^2/N)$ with gain $g = 1.5 > 1$ make the network chaotic when the readout is silent. FORCE learning (Sussillo and Abbott, 2009) trains only $w$, by recursive least squares at every time step, so that $z$ follows a target $f(t)$. Because the RLS update is strong from the first step, the error stays small throughout, the fed-back signal is close to the target, and the network's chaos is tamed into the periodic activity that generates $f$.\n",
    "\n",
    "The target here is a sum of three sines with periods of 240, 120 and 60 ms. The state lives in `brainstate` states: `x` is a `HiddenState`, the readout `w` a `ParamState` registered with the optimizer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6437edf3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:53.376740Z",
     "iopub.status.busy": "2026-10-19T16:32:53.376335Z",
     "iopub.status.idle": "2026-10-19T16:32:54.297492Z",
     "shell.execute_reply": "2026-10-19T16:32:54.296507Z"
    }
   },
   "outputs": [],
   "source": [
    "N, g, dt, tau = 400, 1.5, 1.0, 10.0          # time in ms\n",
    "k_J, k_fb, k_x = jax.random.split(jax.random.PRNGKey(0), 3)\n",
    "J = g * jax.random.normal(k_J, (N, N)) / jnp.sqrt(N)\n",
    "w_fb = jax.random.uniform(k_fb, (N,), minval=-1.0, maxval=1.0)\n",
    "\n",
    "x = brainstate.HiddenState(0.5 * jax.random.normal(k_x, (N,)))\n",
    "w = brainstate.ParamState(jnp.zeros((N, 1)))\n",
    "force = FORCE(alpha=1.0)\n",
    "force.register_trainable_weights({'readout': w})\n",
    "\n",
    "\n",
    "def target_fn(t):\n",
    "    return (jnp.sin(2 * jnp.pi * t / 240.) + 0.5 * jnp.sin(2 * jnp.pi * t / 120.)\n",
    "            + 0.25 * jnp.sin(2 * jnp.pi * t / 60.)) / 1.5\n",
    "\n",
    "\n",
    "def step(target, train):\n",
    "    # One Euler step of the network; with train=True, one FORCE update of the readout.\n",
    "    r = jnp.tanh(x.value)\n",
    "    z = r @ w.value                                  # readout, shape (1,)\n",
    "    x.value = x.value + dt / tau * (-x.value + J @ r + w_fb * z[0])\n",
    "    if train:\n",
    "        w_old = w.value\n",
    "        force.step(r[None], z[None], target[None])   # inputs, current output, target\n",
    "        dw = jnp.linalg.norm(w.value - w_old)\n",
    "    else:\n",
    "        dw = jnp.zeros(())\n",
    "    return z[0], r[:5], dw"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8078a8a",
   "metadata": {},
   "source": [
    "The run has three phases, each a single `for_loop` over the target samples: 1 s of spontaneous activity (the readout is still zero, so there is no feedback), 6 s of training, and 2 s of testing with learning switched off, where the network runs on its own feedback."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "deb74870",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:54.300879Z",
     "iopub.status.busy": "2026-10-19T16:32:54.300599Z",
     "iopub.status.idle": "2026-10-19T16:32:54.528912Z",
     "shell.execute_reply": "2026-10-19T16:32:54.527998Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "target variance:            0.2916\n",
      "training MSE, first 500 ms: 1.43e-03\n",
      "training MSE, last 500 ms:  7.02e-06\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test MSE (no learning):     1.19e-04\n"
     ]
    }
   ],
   "source": [
    "T_pre, T_train, T_test = 1000, 6000, 2000\n",
    "t = jnp.arange(T_pre + T_train + T_test) * dt\n",
    "f = target_fn(t)[:, None]\n",
    "f_pre, f_train, f_test = f[:T_pre], f[T_pre:T_pre + T_train], f[T_pre + T_train:]\n",
    "\n",
    "z_pre, r_pre, _ = brainstate.transform.for_loop(lambda y: step(y, False), f_pre)\n",
    "z_train, r_train, dw_train = brainstate.transform.for_loop(lambda y: step(y, True), f_train)\n",
    "z_test, r_test, _ = brainstate.transform.for_loop(lambda y: step(y, False), f_test)\n",
    "\n",
    "def mse(z, y):\n",
    "    return float(jnp.mean((z - y[:, 0]) ** 2))\n",
    "\n",
    "print('target variance:            %.4f' % float(jnp.var(f)))\n",
    "print('training MSE, first 500 ms: %.2e' % mse(z_train[:500], f_train[:500]))\n",
    "print('training MSE, last 500 ms:  %.2e' % mse(z_train[-500:], f_train[-500:]))\n",
    "print('test MSE (no learning):     %.2e' % mse(z_test, f_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c4bd082a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:54.531729Z",
     "iopub.status.busy": "2026-10-19T16:32:54.531436Z",
     "iopub.status.idle": "2026-10-19T16:32:55.134874Z",
     "shell.execute_reply": "2026-10-19T16:32:55.132717Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "segments = [('before: spontaneous', t[:T_pre], r_pre, z_pre, f_pre),\n",
    "            ('during: first 1 s of training', t[T_pre:T_pre + 1000], r_train[:1000], z_train[:1000], f_train[:1000]),\n",
    "            ('after: learning off', t[T_pre + T_train:], r_test, z_test, f_test)]\n",
    "fig, axes = plt.subplots(2, 3, figsize=(12, 5), sharey='row')\n",
    "for col, (title, ts, rates, z, y) in enumerate(segments):\n",
    "    axes[0, col].plot(ts, rates, lw=0.8)\n",
    "    axes[0, col].set_title(title)\n",
    "    axes[1, col].plot(ts, y[:, 0], 'k--', lw=1.2, label='target')\n",
    "    axes[1, col].plot(ts, z, color='tab:red', lw=1, label='readout z')\n",
    "    axes[1, col].set_xlabel('time (ms)')\n",
    "axes[0, 0].set_ylabel('rates of 5 units')\n",
    "axes[1, 0].set_ylabel('output')\n",
    "axes[1, 0].legend(loc='lower left', fontsize=8)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7aa0aa1",
   "metadata": {},
   "source": [
    "Before training the readout is zero and the units fluctuate irregularly: this is the chaotic regime of $g = 1.5$. Within a few steps of training the readout follows the target closely (a training MSE of 1.4e-3 over the first 500 ms, against a target variance of 0.29), and the unit activity becomes periodic, locked to the 240 ms period of the target. By the end of training the error has fallen to 7.0e-6. With learning switched off, the network keeps generating the target from its own feedback, with a test MSE of 1.2e-4.\n",
    "\n",
    "The size of each readout update, $\\|\\Delta w\\|$, shows the learning settling down, while the error stays small throughout, so FORCE never has to correct large deviations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "129cc258",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:55.139125Z",
     "iopub.status.busy": "2026-10-19T16:32:55.138831Z",
     "iopub.status.idle": "2026-10-19T16:32:55.917695Z",
     "shell.execute_reply": "2026-10-19T16:32:55.916742Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean |dw| over the first / last 100 steps: 3.6e-03 / 6.3e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "err_train = np.abs(np.asarray(z_train) - np.asarray(f_train[:, 0]))\n",
    "dw = np.asarray(dw_train)\n",
    "window = np.ones(100) / 100                       # 100-ms moving average\n",
    "t_ms = np.asarray(t[T_pre:T_pre + T_train])\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
    "axes[0].semilogy(t_ms, dw, color='0.8', lw=0.4, label='per step')\n",
    "axes[0].semilogy(t_ms, np.convolve(dw, window, mode='same'), lw=1.5, label='100-ms average')\n",
    "axes[0].set_xlabel('time (ms)'); axes[0].set_ylabel(r'$\\|\\Delta w\\|$'); axes[0].legend(fontsize=8)\n",
    "axes[1].semilogy(t_ms, err_train, color='0.8', lw=0.4, label='per step')\n",
    "axes[1].semilogy(t_ms, np.convolve(err_train, window, mode='same'), lw=1.5, label='100-ms average')\n",
    "axes[1].set_xlabel('time (ms)'); axes[1].set_ylabel('|z - f| during training'); axes[1].legend(fontsize=8)\n",
    "plt.tight_layout()\n",
    "print('mean |dw| over the first / last 100 steps: %.1e / %.1e'\n",
    "      % (float(dw_train[:100].mean()), float(dw_train[-100:].mean())))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "800b234c",
   "metadata": {},
   "source": [
    "## 2. Online least squares: `RLS`, `LMS` and `ridge_regression`\n",
    "\n",
    "FORCE is RLS applied inside a recurrent network. On a plain linear problem $y = X w + \\varepsilon$, RLS with forgetting factor 1 does something exact: after any number of samples its weights equal the ridge solution\n",
    "\n",
    "$$\\arg\\min_W \\|Y - X W\\|^2 + \\alpha \\|W\\|^2$$\n",
    "\n",
    "over the samples seen so far (with zero initial weights and $P_0 = I/\\alpha$). Here 400 noisy samples with 20 features are fed to `RLS` one at a time inside a `for_loop`, recording the weights after every sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "56b5f853",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:55.920447Z",
     "iopub.status.busy": "2026-10-19T16:32:55.920190Z",
     "iopub.status.idle": "2026-10-19T16:32:57.337834Z",
     "shell.execute_reply": "2026-10-19T16:32:57.336648Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max |RLS - ridge|, all 400 samples:   1.8e-06\n",
      "max |RLS - ridge|, first 50 samples:  8.9e-07\n"
     ]
    }
   ],
   "source": [
    "rng = np.random.default_rng(0)\n",
    "n, d, alpha = 400, 20, 5.0\n",
    "X = rng.normal(size=(n, d)).astype(np.float32)\n",
    "w_true = rng.normal(size=(d, 1)).astype(np.float32)\n",
    "Y = X @ w_true + 0.5 * rng.normal(size=(n, 1)).astype(np.float32)\n",
    "\n",
    "w_rls = brainstate.ParamState(jnp.zeros((d, 1)))\n",
    "rls = RLS(alpha=alpha)\n",
    "rls.register_trainable_weights({'w': w_rls})\n",
    "\n",
    "def rls_step(x_i, y_i):\n",
    "    rls.step(x_i[None], None, y_i[None])     # outputs=None: computed as x @ w\n",
    "    return w_rls.value[:, 0]\n",
    "\n",
    "w_history = brainstate.transform.for_loop(rls_step, jnp.asarray(X), jnp.asarray(Y))\n",
    "\n",
    "ridge_all = ridge_regression(X, Y, alpha=alpha, fit_intercept=False)\n",
    "ridge_50 = ridge_regression(X[:50], Y[:50], alpha=alpha, fit_intercept=False)\n",
    "print('max |RLS - ridge|, all 400 samples:   %.1e' % float(jnp.max(jnp.abs(w_rls.value - ridge_all.coef))))\n",
    "print('max |RLS - ridge|, first 50 samples:  %.1e' % float(jnp.max(jnp.abs(w_history[49] - ridge_50.coef[:, 0]))))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b178ef5e",
   "metadata": {},
   "source": [
    "The two agree to float32 rounding (about 1e-6), after all 400 samples and after the first 50 alike: RLS needs no learning rate, and after every sample it holds the best regularised fit to the data seen so far. The price is the $d \\times d$ matrix $P$ that it updates at every step.\n",
    "\n",
    "`LMS` (Widrow-Hoff) is the first-order counterpart: $w \\leftarrow w - \\eta\\, x\\, e$ per sample, with no $P$ matrix. It is cheaper per step but needs a learning rate, and it is stable only for $\\eta < 2/\\|x\\|^2$, about $2/d = 0.1$ here. Each run below is one `for_loop` over the same samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c6f8fa9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:57.341026Z",
     "iopub.status.busy": "2026-10-19T16:32:57.340766Z",
     "iopub.status.idle": "2026-10-19T16:32:57.932825Z",
     "shell.execute_reply": "2026-10-19T16:32:57.931956Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|w - w_true| after 400 samples:\n",
      "  ridge (closed form): 0.094\n",
      "  RLS:                 0.094\n",
      "  LMS lr=0.002          1.89\n",
      "  LMS lr=0.01           0.238\n",
      "  LMS lr=0.05           0.66\n",
      "  LMS lr=0.12           1.54e+05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 650x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def run_lms(lr):\n",
    "    w_lms = brainstate.ParamState(jnp.zeros((d, 1)))\n",
    "    lms = LMS(lr=lr)\n",
    "    lms.register_trainable_weights({'w': w_lms})\n",
    "\n",
    "    def lms_step(x_i, y_i):\n",
    "        lms.step(x_i[None], None, y_i[None])\n",
    "        return jnp.linalg.norm(w_lms.value[:, 0] - w_true[:, 0])\n",
    "\n",
    "    return np.asarray(brainstate.transform.for_loop(lms_step, jnp.asarray(X), jnp.asarray(Y)))\n",
    "\n",
    "\n",
    "lms_rates = [0.002, 0.01, 0.05, 0.12]\n",
    "lms_errors = {lr: run_lms(lr) for lr in lms_rates}\n",
    "rls_error = np.asarray(jnp.linalg.norm(w_history - w_true[:, 0], axis=1))\n",
    "ridge_error = float(jnp.linalg.norm(ridge_all.coef - w_true))\n",
    "\n",
    "print('|w - w_true| after 400 samples:')\n",
    "print('  ridge (closed form): %.3f' % ridge_error)\n",
    "print('  RLS:                 %.3f' % rls_error[-1])\n",
    "for lr in lms_rates:\n",
    "    print('  LMS lr=%-5g          %.3g' % (lr, lms_errors[lr][-1]))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(6.5, 3.5))\n",
    "samples = np.arange(1, n + 1)\n",
    "ax.semilogy(samples, rls_error, 'k', lw=2, label='RLS')\n",
    "for lr in lms_rates:\n",
    "    ax.semilogy(samples, lms_errors[lr], lw=1, label=f'LMS lr={lr}')\n",
    "ax.axhline(ridge_error, color='k', ls=':', label='ridge (all samples)')\n",
    "ax.set_ylim(0.05, 50); ax.set_xlabel('samples seen'); ax.set_ylabel(r'$\\|w - w_{true}\\|$')\n",
    "ax.legend(fontsize=8, ncol=2); plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9975c7ff",
   "metadata": {},
   "source": [
    "RLS ends at the ridge solution, 0.094 away from the true weights; that remaining error comes from the measurement noise and cannot be removed. The LMS runs show the learning-rate trade-off. With `lr=0.002` LMS is still far off after 400 samples (1.89). `lr=0.05` descends fastest at first but then stalls at a noise floor (0.66 at the end), because with a constant learning rate every noisy sample keeps pushing the weights around. `lr=0.01` is the best of these rates (0.238). `lr=0.12` is above the stability limit and diverges (1.5e5).\n",
    "\n",
    "## 3. Sparse regression: lasso and elastic net\n",
    "\n",
    "When only a few of many features matter, an $L_1$ penalty sets the other coefficients exactly to zero. `lasso_regression` minimises the objective of scikit-learn's `Lasso`,\n",
    "\n",
    "$$\\frac{1}{2n}\\|y - X w - b\\|^2 + \\alpha \\|w\\|_1 ,$$\n",
    "\n",
    "and `elastic_net_regression` adds an $L_2$ term, $\\alpha\\left(\\rho \\|w\\|_1 + \\tfrac{1-\\rho}{2}\\|w\\|^2\\right)$ with $\\rho$ = `l1_ratio`. Both are solved by FISTA inside a `lax.while_loop`, so they can be `jax.vmap`-ped over `alpha` to compute a whole regularisation path in one call.\n",
    "\n",
    "The problem has 80 samples and 40 features, of which only the first 5 have non-zero true coefficients:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a0fa447d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:32:57.934701Z",
     "iopub.status.busy": "2026-10-19T16:32:57.934534Z",
     "iopub.status.idle": "2026-10-19T16:33:00.599754Z",
     "shell.execute_reply": "2026-10-19T16:33:00.598959Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha =  0.0010   non-zero coefficients: lasso 40, elastic net 40\n",
      "alpha =  0.0161   non-zero coefficients: lasso 22, elastic net 32\n",
      "alpha =  0.0646   non-zero coefficients: lasso  8, elastic net 17\n",
      "alpha =  0.2593   non-zero coefficients: lasso  5, elastic net  7\n",
      "alpha =  1.0405   non-zero coefficients: lasso  3, elastic net  6\n",
      "alpha =  3.1623   non-zero coefficients: lasso  0, elastic net  1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "lasso, alpha=0.1: first 8 coefficients [ 2.851 -1.887  1.347 -0.942  0.395  0.    -0.     0.   ]\n",
      "                  non-zero: 5  true: [ 3.  -2.   1.5 -1.   0.5  0.   0.   0. ]\n",
      "\n",
      "alphas where the lasso support is exactly the true one: 0.113 to 0.452 (6 of 30 grid values)\n",
      "elastic net, fewest non-zero coefficients below alpha = 1: 6\n"
     ]
    }
   ],
   "source": [
    "rng = np.random.default_rng(1)\n",
    "n2, d2 = 80, 40\n",
    "X2 = rng.normal(size=(n2, d2)).astype(np.float32)\n",
    "coef_true = np.zeros(d2, np.float32)\n",
    "coef_true[:5] = [3.0, -2.0, 1.5, -1.0, 0.5]\n",
    "y2 = X2 @ coef_true + 0.3 * rng.normal(size=n2).astype(np.float32)\n",
    "\n",
    "alphas = jnp.logspace(-3, 0.5, 30)\n",
    "lasso_path = jax.vmap(lambda a: lasso_regression(X2, y2, alpha=a).coef)(alphas)\n",
    "enet_path = jax.vmap(lambda a: elastic_net_regression(X2, y2, alpha=a, l1_ratio=0.5).coef)(alphas)\n",
    "\n",
    "nnz_lasso = np.asarray((jnp.abs(lasso_path) > 0).sum(axis=1))\n",
    "nnz_enet = np.asarray((jnp.abs(enet_path) > 0).sum(axis=1))\n",
    "for i in [0, 10, 15, 20, 25, 29]:\n",
    "    print('alpha = %7.4f   non-zero coefficients: lasso %2d, elastic net %2d'\n",
    "          % (float(alphas[i]), nnz_lasso[i], nnz_enet[i]))\n",
    "\n",
    "fit = lasso_regression(X2, y2, alpha=0.1)\n",
    "print('\\nlasso, alpha=0.1: first 8 coefficients', np.round(np.asarray(fit.coef[:8]), 3))\n",
    "print('                  non-zero:', int((fit.coef != 0).sum()), ' true:', coef_true[:8])\n",
    "\n",
    "true_support = coef_true != 0\n",
    "exact = np.all((np.asarray(lasso_path) != 0) == true_support, axis=1)\n",
    "print('\\nalphas where the lasso support is exactly the true one: %.3f to %.3f (%d of 30 grid values)'\n",
    "      % (float(alphas[exact].min()), float(alphas[exact].max()), exact.sum()))\n",
    "print('elastic net, fewest non-zero coefficients below alpha = 1:', nnz_enet[np.asarray(alphas) < 1].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9ebb5b26",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:33:00.601970Z",
     "iopub.status.busy": "2026-10-19T16:33:00.601787Z",
     "iopub.status.idle": "2026-10-19T16:33:01.404704Z",
     "shell.execute_reply": "2026-10-19T16:33:01.403952Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1300x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(13, 3.6))\n",
    "a = np.asarray(alphas)\n",
    "for ax, path, title in [(axes[0], lasso_path, 'lasso'), (axes[1], enet_path, 'elastic net (l1_ratio=0.5)')]:\n",
    "    path = np.asarray(path)\n",
    "    ax.semilogx(a, path[:, 5:], color='0.75', lw=0.8)\n",
    "    for j in range(5):\n",
    "        ax.semilogx(a, path[:, j], lw=2, label=f'w{j} (true {coef_true[j]:g})')\n",
    "    ax.axhline(0, color='k', lw=0.5)\n",
    "    ax.set_xlabel('alpha'); ax.set_ylabel('coefficient'); ax.set_title(title)\n",
    "axes[0].legend(fontsize=7)\n",
    "axes[2].semilogx(a, nnz_lasso, 'o-', ms=3, label='lasso')\n",
    "axes[2].semilogx(a, nnz_enet, 's-', ms=3, label='elastic net')\n",
    "axes[2].axhline(5, color='k', ls=':', label='true support (5)')\n",
    "axes[2].set_xlabel('alpha'); axes[2].set_ylabel('non-zero coefficients'); axes[2].legend(fontsize=8)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b66d993a",
   "metadata": {},
   "source": [
    "At the smallest `alpha` every coefficient is non-zero (40 of 40): with 80 samples for 40 features, the fit also follows the noise. As `alpha` grows the irrelevant coefficients drop out first, and between `alpha` = 0.113 and 0.452 the lasso selects exactly the 5 true features. Their estimates are shrunk towards zero: at `alpha=0.1`, for example, 2.851 for a true 3. Larger penalties then remove true features too, the smallest one (`w4`, true value 0.5) first. The elastic net keeps at least as many coefficients at every `alpha` (its $L_1$ part is only half as strong, and its $L_2$ part shrinks coefficients without setting them to zero); below `alpha = 1` it never gets under 6 non-zero coefficients, so in that range it never isolates the true support.\n",
    "\n",
    "## 4. Multi-start minimization of a multimodal function\n",
    "\n",
    "The 2-D Rastrigin function\n",
    "\n",
    "$$f(p) = 20 + \\sum_{i=1}^{2} \\left(p_i^2 - 10 \\cos 2\\pi p_i\\right), \\qquad p \\in [-5.12, 5.12]^2,$$\n",
    "\n",
    "has a local minimum near every integer point of the grid and its global minimum $f = 0$ at the origin. A local optimizer finds the minimum of whichever basin it lands in, so it is run from many starts: `multistart_init` draws them uniformly in the box, and `multistart_minimize` runs L-BFGS from all of them at once (a `vmap` over a `lax.while_loop`, compiled into one program). With `bounds`, every start is optimised in an unconstrained space through a sigmoid, so the iterates never leave the box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b579e336",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:33:01.407365Z",
     "iopub.status.busy": "2026-10-19T16:33:01.407132Z",
     "iopub.status.idle": "2026-10-19T16:33:06.190596Z",
     "shell.execute_reply": "2026-10-19T16:33:06.189633Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starts: 512  converged: 512  iterations: median 7, max 16\n",
      "best start: #465, f = 0.00e+00 at p = [0. 0.]\n",
      "it started at [0.235 0.186]\n",
      "starts reaching f < 1e-3: 1\n",
      "lowest final values (number of starts): 0.000 (1), 0.995 (19), 1.990 (25), 3.980 (29), 4.975 (43)\n",
      "starts inside the central basin |p_i| < 0.5: 5  of which reached f < 1e-3: 1\n",
      "starts needed before the global minimum is found: 466\n"
     ]
    }
   ],
   "source": [
    "def rastrigin(p):\n",
    "    return 20.0 + jnp.sum(p ** 2 - 10.0 * jnp.cos(2 * jnp.pi * p))\n",
    "\n",
    "\n",
    "box = (jnp.full(2, -5.12), jnp.full(2, 5.12))\n",
    "x0 = multistart_init(jax.random.PRNGKey(0), box, n_starts=512)\n",
    "res = multistart_minimize(rastrigin, x0, method='lbfgs', bounds=(-5.12, 5.12), max_iter=100)\n",
    "\n",
    "fun = np.asarray(res.fun)\n",
    "print('starts:', x0.shape[0], ' converged:', int(res.converged.sum()),\n",
    "      ' iterations: median %d, max %d' % (np.median(res.n_iter), int(res.n_iter.max())))\n",
    "print('best start: #%d, f = %.2e at p = %s' % (int(res.best_index), float(res.best_fun), np.round(np.asarray(res.best_x), 4)))\n",
    "print('it started at', np.round(np.asarray(x0[res.best_index]), 3))\n",
    "print('starts reaching f < 1e-3:', int((fun < 1e-3).sum()))\n",
    "levels, counts = np.unique(np.round(fun, 3), return_counts=True)\n",
    "print('lowest final values (number of starts):', ', '.join(f'{l:.3f} ({c})' for l, c in zip(levels[:5], counts[:5])))\n",
    "in_central = np.all(np.abs(np.asarray(x0)) < 0.5, axis=1)\n",
    "print('starts inside the central basin |p_i| < 0.5:', int(in_central.sum()),\n",
    "      ' of which reached f < 1e-3:', int((fun[in_central] < 1e-3).sum()))\n",
    "print('starts needed before the global minimum is found:', int(np.argmax(np.minimum.accumulate(fun) < 1e-3)) + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "524f28a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T16:33:06.194880Z",
     "iopub.status.busy": "2026-10-19T16:33:06.194252Z",
     "iopub.status.idle": "2026-10-19T16:33:07.502761Z",
     "shell.execute_reply": "2026-10-19T16:33:07.501857Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "\n",
    "grid = jnp.linspace(-5.12, 5.12, 300)\n",
    "P = jnp.stack(jnp.meshgrid(grid, grid), axis=-1)\n",
    "F = jax.vmap(jax.vmap(rastrigin))(P)\n",
    "axes[0].contourf(grid, grid, F, levels=30, cmap='Greys')\n",
    "x_end = np.asarray(res.x)\n",
    "axes[0].scatter(*np.asarray(x0).T, s=4, color='tab:blue', alpha=0.5, label='starts')\n",
    "axes[0].scatter(*x_end.T, s=10, c=fun, cmap='autumn', label='end points')\n",
    "axes[0].plot(*np.asarray(res.best_x), 'g*', ms=16, label='best')\n",
    "axes[0].set_aspect('equal'); axes[0].set_title('starts and end points'); axes[0].legend(fontsize=7, loc='upper right')\n",
    "\n",
    "history = np.asarray(res.history)\n",
    "axes[1].plot(history.T, color='0.6', lw=0.4)\n",
    "axes[1].plot(history[int(res.best_index)], 'g', lw=2, label=f'best start (#{int(res.best_index)})')\n",
    "axes[1].set_xlim(0, int(res.n_iter.max()) + 2); axes[1].set_xlabel('iteration'); axes[1].set_ylabel('f')\n",
    "axes[1].set_title('per-start convergence'); axes[1].legend(fontsize=8)\n",
    "\n",
    "best_so_far = np.minimum.accumulate(fun)\n",
    "axes[2].semilogx(np.arange(1, len(fun) + 1), best_so_far, 'k')\n",
    "axes[2].set_xlabel('number of starts used'); axes[2].set_ylabel('best f found')\n",
    "axes[2].set_title('best value vs. number of starts')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ca36053",
   "metadata": {},
   "source": [
    "All 512 starts converged within 16 iterations (median 7), but each one only to a nearby local minimum: the end points sit on the integer grid (left panel), and the final values form discrete levels (0.995, 1.990, 3.980, ...). Only one start, #465, reached the global minimum $f = 0$ at the origin. It started at (0.235, 0.186), inside the central basin. Of the 5 starts drawn in that basin, the other 4 ended in neighbouring minima: an early L-BFGS line-search step can carry a start over a basin boundary. Because the starts are independent, the best value among the first $S$ starts (right panel) shows what a smaller run would have found: it falls in steps as $S$ grows, and this draw needs 466 starts before the global minimum is found.\n",
    "\n",
    "## Summary\n",
    "\n",
    "- `FORCE` (and `RLS`) update registered readout weights from `(inputs, outputs, targets)`; the update is a `brainstate` state change, so the whole training run is one `for_loop`.\n",
    "- With forgetting factor 1, RLS reproduces `ridge_regression` on the samples seen so far; `LMS` is cheaper but slower, has a learning-rate stability limit, and keeps a noise floor at a constant learning rate.\n",
    "- `lasso_regression` and `elastic_net_regression` are jit- and vmap-compatible, so a regularisation path over `alpha` is a single `jax.vmap`.\n",
    "- `multistart_minimize` runs a local optimizer from many starts in one compiled program and reports every start's result, iteration count and loss history, with the best start picked out."
   ]
  }
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