{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intro03",
   "metadata": {},
   "source": [
    "# Noise and Stochastic Runs\n",
    "\n",
    "Real neural activity fluctuates. Spontaneous noise keeps a system off its fixed points and is\n",
    "what makes resting-state dynamics interesting. In this tutorial you will:\n",
    "\n",
    "1. attach a noise process to a model in **one line**,\n",
    "2. compare a **deterministic** run with a **noisy** one,\n",
    "3. run an **ensemble** of independent trials with `batch_size`, and\n",
    "4. control reproducibility with **seeding** via {mod}`brainstate.random`.\n",
    "\n",
    "brainmass ships several noise processes (see {doc}`/reference/noise`); we focus on the\n",
    "{class}`~brainmass.OUProcess` (Ornstein–Uhlenbeck), a *colored* noise with a tunable\n",
    "correlation time, and contrast it briefly with white noise.\n",
    "\n",
    ":::{note}\n",
    "Noise is part of the *model*: you pass a noise process when you build the `*Step` object\n",
    "(e.g. `noise_x=`), and it is added automatically inside `update()`. The `Simulator` call is\n",
    "unchanged — stochastic and deterministic runs look identical from the outside.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "imports03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:46:20.808617Z",
     "iopub.status.busy": "2026-06-19T06:46:20.808416Z",
     "iopub.status.idle": "2026-06-19T06:46:25.408441Z",
     "shell.execute_reply": "2026-06-19T06:46:25.407388Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    }
   ],
   "source": [
    "import brainmass\n",
    "import brainstate\n",
    "import brainunit as u\n",
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-what03",
   "metadata": {},
   "source": [
    "## What colored noise looks like\n",
    "\n",
    "Before plugging it into a model, let us look at the noise itself. An\n",
    "{class}`~brainmass.OUProcess` has a `sigma` (amplitude) and a `tau` (correlation time): the\n",
    "larger `tau`, the **smoother** and more slowly-varying the signal. White noise\n",
    "({class}`~brainmass.GaussianNoise`) has no memory at all. We sample each process step by step\n",
    "with a tiny `Simulator` driving an identity-like update."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "noise-look03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:46:25.410798Z",
     "iopub.status.busy": "2026-06-19T06:46:25.410345Z",
     "iopub.status.idle": "2026-06-19T06:46:26.123014Z",
     "shell.execute_reply": "2026-06-19T06:46:26.122292Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 900x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sample_noise(proc, duration=100.0 * u.ms):\n",
    "    \"\"\"Run a stand-alone noise process and stack its per-step output.\n",
    "\n",
    "    With ``monitors=None`` the Simulator records the return value of each\n",
    "    ``proc.update()`` call (the freshly drawn sample), under the key 'output'.\n",
    "    \"\"\"\n",
    "    sim = brainmass.Simulator(proc, dt=0.1 * u.ms)\n",
    "    return sim.run(duration, monitors=None)\n",
    "\n",
    "brainstate.random.seed(0)\n",
    "ou_fast = sample_noise(brainmass.OUProcess(in_size=1, sigma=1.0, tau=5.0 * u.ms))\n",
    "ou_slow = sample_noise(brainmass.OUProcess(in_size=1, sigma=1.0, tau=40.0 * u.ms))\n",
    "white = sample_noise(brainmass.GaussianNoise(in_size=1, sigma=1.0))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 3.2))\n",
    "brainmass.viz.plot_timeseries(white[\"output\"], ts=white[\"ts\"], labels=[\"white\"], ax=ax, alpha=0.5)\n",
    "brainmass.viz.plot_timeseries(ou_fast[\"output\"], ts=ou_fast[\"ts\"], labels=[\"OU tau=5 ms\"], ax=ax)\n",
    "brainmass.viz.plot_timeseries(ou_slow[\"output\"], ts=ou_slow[\"ts\"], labels=[\"OU tau=40 ms\"], ax=ax)\n",
    "ax.set_title(\"White vs Ornstein–Uhlenbeck noise (larger tau = smoother)\")\n",
    "ax.set_ylabel(\"noise\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-detvsnoise03",
   "metadata": {},
   "source": [
    "## Deterministic vs noisy dynamics\n",
    "\n",
    "Now we put the noise to work. We take a {class}`~brainmass.HopfStep` node *below* its\n",
    "bifurcation (`a < 0`), so on its own it decays to rest — a silent, deterministic fixed point.\n",
    "Attaching an OU process to its `x` component (`noise_x=`) makes the same node fluctuate\n",
    "continuously around that rest state. This is the resting-state recipe in miniature: a stable\n",
    "system kept alive by noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "detvsnoise03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:46:26.125279Z",
     "iopub.status.busy": "2026-06-19T06:46:26.125121Z",
     "iopub.status.idle": "2026-06-19T06:46:26.533625Z",
     "shell.execute_reply": "2026-06-19T06:46:26.532574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Deterministic: a sub-critical Hopf node settles to rest.\n",
    "det = brainmass.HopfStep(in_size=1, a=-0.05, w=0.3)\n",
    "res_det = brainmass.Simulator(det, dt=0.1 * u.ms).run(200.0 * u.ms, monitors=[\"x\"])\n",
    "\n",
    "# Noisy: the SAME node, plus a one-line OU process on x.\n",
    "brainstate.random.seed(1)\n",
    "noisy = brainmass.HopfStep(\n",
    "    in_size=1, a=-0.05, w=0.3,\n",
    "    noise_x=brainmass.OUProcess(in_size=1, sigma=0.1, tau=20.0 * u.ms),\n",
    ")\n",
    "res_noisy = brainmass.Simulator(noisy, dt=0.1 * u.ms).run(200.0 * u.ms, monitors=[\"x\"])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 3.2))\n",
    "brainmass.viz.plot_timeseries(res_det[\"x\"], ts=res_det[\"ts\"], labels=[\"deterministic\"], ax=ax)\n",
    "brainmass.viz.plot_timeseries(res_noisy[\"x\"], ts=res_noisy[\"ts\"], labels=[\"noisy (OU)\"], ax=ax)\n",
    "ax.set_title(\"Same node, with and without noise\")\n",
    "ax.set_ylabel(\"x\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-ensemble03",
   "metadata": {},
   "source": [
    "## An ensemble of trials with `batch_size`\n",
    "\n",
    "Because each noisy run is one *realisation*, a single trajectory tells you little. To\n",
    "characterise the dynamics you run many independent trials and look at the distribution. The\n",
    "`Simulator` does this for free: pass `batch_size=N` and it initialises `N` independent copies\n",
    "of the state and runs them in parallel (vectorised with `vmap` under the hood — no Python\n",
    "loop). The output gains a leading **batch axis**.\n",
    "\n",
    "Here we run 12 trials of the noise-driven node and plot them together with their mean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ensemble03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:46:26.535845Z",
     "iopub.status.busy": "2026-06-19T06:46:26.535581Z",
     "iopub.status.idle": "2026-06-19T06:46:26.995217Z",
     "shell.execute_reply": "2026-06-19T06:46:26.994424Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ensemble shape (steps, batch, region): (2000, 12, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brainstate.random.seed(2)\n",
    "ensemble_node = brainmass.HopfStep(\n",
    "    in_size=1, a=-0.05, w=0.3,\n",
    "    noise_x=brainmass.OUProcess(in_size=1, sigma=0.12, tau=20.0 * u.ms),\n",
    ")\n",
    "res_ens = brainmass.Simulator(ensemble_node, dt=0.1 * u.ms).run(\n",
    "    200.0 * u.ms, monitors=[\"x\"], batch_size=12\n",
    ")\n",
    "# shape is (steps, batch, region)\n",
    "trials = np.asarray(res_ens[\"x\"])[:, :, 0]        # (steps, batch); x is dimensionless\n",
    "ts = np.asarray(u.get_magnitude(res_ens[\"ts\"]))   # ts is unit-aware (ms) -> strip for plotting\n",
    "print(\"ensemble shape (steps, batch, region):\", res_ens[\"x\"].shape)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 3.2))\n",
    "ax.plot(ts, trials, color=\"steelblue\", alpha=0.3)\n",
    "ax.plot(ts, trials.mean(axis=1), color=\"black\", lw=2, label=\"ensemble mean\")\n",
    "ax.set_xlabel(\"time\")\n",
    "ax.set_ylabel(\"x\")\n",
    "ax.set_title(\"12 independent noisy trials (batch_size=12)\")\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-seed03",
   "metadata": {},
   "source": [
    "## Reproducibility: seeding\n",
    "\n",
    "Stochastic results must be reproducible. brainmass draws its random numbers from\n",
    "{mod}`brainstate.random`; calling `brainstate.random.seed(s)` before a run fixes the stream,\n",
    "so the **same seed gives the same trajectory** and different seeds give different ones. Always\n",
    "seed before a noisy run you intend to report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "seed03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:46:26.996858Z",
     "iopub.status.busy": "2026-06-19T06:46:26.996720Z",
     "iopub.status.idle": "2026-06-19T06:46:27.591414Z",
     "shell.execute_reply": "2026-06-19T06:46:27.590684Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "same seed -> identical trajectory:  True\n",
      "different seed -> different trajectory: True\n"
     ]
    }
   ],
   "source": [
    "def noisy_run(seed):\n",
    "    brainstate.random.seed(seed)\n",
    "    node = brainmass.HopfStep(\n",
    "        in_size=1, a=-0.05, w=0.3,\n",
    "        noise_x=brainmass.OUProcess(in_size=1, sigma=0.1, tau=20.0 * u.ms),\n",
    "    )\n",
    "    return brainmass.Simulator(node, dt=0.1 * u.ms).run(100.0 * u.ms, monitors=[\"x\"])[\"x\"]\n",
    "\n",
    "a1 = noisy_run(7)\n",
    "a2 = noisy_run(7)   # same seed\n",
    "b = noisy_run(8)    # different seed\n",
    "\n",
    "print(\"same seed -> identical trajectory: \", bool(jnp.allclose(a1, a2)))\n",
    "print(\"different seed -> different trajectory:\", not bool(jnp.allclose(a1, b)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-next03",
   "metadata": {},
   "source": [
    "## What you learned\n",
    "\n",
    "- Attach noise when you build a model (`noise_x=`, `noise_E=`, …); it is added inside\n",
    "  `update()` and the `Simulator` call is unchanged.\n",
    "- The {class}`~brainmass.OUProcess` is *colored* noise — `tau` sets its correlation time;\n",
    "  {class}`~brainmass.GaussianNoise` is white.\n",
    "- A sub-critical (silent) node becomes a fluctuating one when driven by noise — the\n",
    "  resting-state recipe.\n",
    "- `batch_size=N` runs an **ensemble** of independent trials in parallel; the output gains a\n",
    "  batch axis.\n",
    "- `brainstate.random.seed(s)` makes a stochastic run reproducible.\n",
    "\n",
    "## Next steps\n",
    "\n",
    "- {doc}`/tutorials/04_building_a_network` — couple many noisy regions into a whole-brain\n",
    "  network.\n",
    "- {doc}`/reference/noise` — the full set of noise processes (white, colored, Brownian, …)."
   ]
  }
 ],
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