{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intro04",
   "metadata": {},
   "source": [
    "# Building a Network\n",
    "\n",
    "A whole-brain model is many neural-mass nodes wired together by a **connectome**: a\n",
    "structural-connectivity matrix of coupling weights, and (optionally) inter-region distances\n",
    "that become conduction **delays**. In this tutorial you will build one with the high-level\n",
    "{class}`~brainmass.Network` class and a bundled example connectome. You will:\n",
    "\n",
    "1. load a connectome from {mod}`brainmass.datasets` (no download required),\n",
    "2. wire its weights and distances into a delay-coupled {class}`~brainmass.Network`,\n",
    "3. drive the whole network with the {class}`~brainmass.Simulator`, and\n",
    "4. visualise the connectivity and the multi-region activity, and compute functional\n",
    "   connectivity.\n",
    "\n",
    ":::{important}\n",
    "A delay-coupled `Network` sizes its delay buffer from the global `dt` at **construction**\n",
    "time, so set `brainstate.environ.set(dt=...)` *before* you build it (we do this in the import\n",
    "cell below).\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "imports04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:51.232518Z",
     "iopub.status.busy": "2026-06-19T06:45:51.232310Z",
     "iopub.status.idle": "2026-06-19T06:45:55.463351Z",
     "shell.execute_reply": "2026-06-19T06:45:55.462500Z"
    }
   },
   "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 numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Set dt BEFORE building a delay-coupled Network (its delay buffer is sized now).\n",
    "brainstate.environ.set(dt=0.1 * u.ms)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-load04",
   "metadata": {},
   "source": [
    "## 1. Load a connectome\n",
    "\n",
    "{mod}`brainmass.datasets` ships small, license-clean example data so every notebook runs with\n",
    "**no external download**. `load_dataset('example_connectome')` returns a typed\n",
    "{class}`~brainmass.datasets.Connectome` with three fields:\n",
    "\n",
    "- `weights` — an `(N, N)` structural-connectivity matrix (symmetric, zero diagonal),\n",
    "- `distances` — an `(N, N)` matrix of inter-region distances, **unit-aware** (in `u.mm`),\n",
    "- `labels` — the region names.\n",
    "\n",
    "This bundled connectome has `N = 8` regions — small enough to simulate instantly and to read\n",
    "off the connectivity matrix by eye."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "load04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:55.465728Z",
     "iopub.status.busy": "2026-06-19T06:45:55.465196Z",
     "iopub.status.idle": "2026-06-19T06:45:55.485841Z",
     "shell.execute_reply": "2026-06-19T06:45:55.485002Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "regions: [np.str_('R0'), np.str_('R1'), np.str_('R2'), np.str_('R3'), np.str_('R4'), np.str_('R5'), np.str_('R6'), np.str_('R7')]\n",
      "weights shape: (8, 8)\n",
      "distances unit: mm | max distance: 80. mm\n",
      "zero diagonal: True | symmetric: True\n"
     ]
    }
   ],
   "source": [
    "conn = brainmass.datasets.load_dataset(\"example_connectome\")\n",
    "N = conn.weights.shape[0]\n",
    "\n",
    "print(\"regions:\", list(conn.labels))\n",
    "print(\"weights shape:\", conn.weights.shape)\n",
    "print(\"distances unit:\", u.get_unit(conn.distances), \"| max distance:\", conn.distances.max())\n",
    "print(\"zero diagonal:\", bool(np.allclose(np.diag(conn.weights), 0)),\n",
    "      \"| symmetric:\", bool(np.allclose(conn.weights, conn.weights.T)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-viz-conn04",
   "metadata": {},
   "source": [
    "Let us look at the connectivity matrix. {func}`brainmass.viz.plot_connectivity` draws any\n",
    "square matrix as a labelled heatmap — the weights on the left, the distances on the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "viz-conn04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:55.487583Z",
     "iopub.status.busy": "2026-06-19T06:45:55.487407Z",
     "iopub.status.idle": "2026-06-19T06:45:55.715250Z",
     "shell.execute_reply": "2026-06-19T06:45:55.714427Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1100x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 4))\n",
    "brainmass.viz.plot_connectivity(conn.weights, labels=list(conn.labels), ax=ax1)\n",
    "ax1.set_title(\"structural weights\")\n",
    "brainmass.viz.plot_connectivity(conn.distances, labels=list(conn.labels), ax=ax2)\n",
    "ax2.set_title(\"distances (mm)\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-build04",
   "metadata": {},
   "source": [
    "## 2. Wire it into a `Network`\n",
    "\n",
    "{class}`~brainmass.Network` encapsulates the whole-brain wiring that the examples used to\n",
    "copy-paste: it zeros the connectivity diagonal, turns `distance / speed` into conduction\n",
    "delays, prefetches each region's *delayed* state, and feeds a\n",
    "{class}`~brainmass.DiffusiveCoupling` current back into the node.\n",
    "\n",
    "We give it a bank of `N` {class}`~brainmass.HopfStep` oscillators (one per region), the\n",
    "structural `weights`, the `distances` together with a conduction `speed` (so\n",
    "`delay = distance / speed`), and tell it which node state variable to couple (`x`) and how\n",
    "strongly (`k`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "build04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:55.717749Z",
     "iopub.status.busy": "2026-06-19T06:45:55.717610Z",
     "iopub.status.idle": "2026-06-19T06:45:55.869671Z",
     "shell.execute_reply": "2026-06-19T06:45:55.868761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "network of 8 regions, coupling: DiffusiveCoupling\n"
     ]
    }
   ],
   "source": [
    "nodes = brainmass.HopfStep(in_size=N, a=0.2, w=0.3)\n",
    "\n",
    "net = brainmass.Network(\n",
    "    nodes,\n",
    "    conn=conn.weights,\n",
    "    distance=conn.distances,\n",
    "    speed=10.0 * u.mm / u.ms,      # conduction speed -> delays = distance / speed\n",
    "    coupling=\"diffusive\",          # k * sum_j W_ij (x_j(delayed) - x_i)\n",
    "    coupled_var=\"x\",\n",
    "    k=0.5,                          # global coupling strength\n",
    ")\n",
    "\n",
    "print(\"network of\", net.n_node, \"regions, coupling:\", type(net.coupling).__name__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-run04",
   "metadata": {},
   "source": [
    "## 3. Drive it with the `Simulator`\n",
    "\n",
    "The `Simulator` drives a `Network` exactly as it drove a single node — it does not care how\n",
    "many regions there are. We record the coupled state of every region each step with a callable\n",
    "monitor (`lambda m: m.node.x.value`), discarding a short transient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "run04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:55.871610Z",
     "iopub.status.busy": "2026-06-19T06:45:55.871395Z",
     "iopub.status.idle": "2026-06-19T06:45:56.635854Z",
     "shell.execute_reply": "2026-06-19T06:45:56.635137Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "activity shape (steps, regions): (2500, 8)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim = brainmass.Simulator(net, dt=0.1 * u.ms)\n",
    "res = sim.run(\n",
    "    300.0 * u.ms,\n",
    "    monitors=lambda m: m.node.x.value,   # (steps, regions)\n",
    "    transient=50.0 * u.ms,\n",
    ")\n",
    "activity = res[\"output\"]\n",
    "print(\"activity shape (steps, regions):\", activity.shape)\n",
    "\n",
    "ax = brainmass.viz.plot_timeseries(activity, ts=res[\"ts\"], labels=list(conn.labels))\n",
    "ax.set_title(\"Delay-coupled Hopf network: per-region activity\")\n",
    "ax.set_ylabel(\"x\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-fc04",
   "metadata": {},
   "source": [
    "## 4. Functional connectivity\n",
    "\n",
    "The *structural* connectivity is how the regions are wired; the **functional** connectivity\n",
    "(FC) is how correlated their activity turns out to be. {func}`brainmass.viz.plot_functional_connectivity`\n",
    "computes the FC matrix from a `(time, region)` trajectory (via\n",
    "{func}`braintools.metric.functional_connectivity`) and plots it. Coupling makes the regions\n",
    "co-vary, so the FC reflects the structure that produced it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fc04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:56.638019Z",
     "iopub.status.busy": "2026-06-19T06:45:56.637753Z",
     "iopub.status.idle": "2026-06-19T06:45:56.942689Z",
     "shell.execute_reply": "2026-06-19T06:45:56.942031Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = brainmass.viz.plot_functional_connectivity(\n",
    "    np.asarray(activity), labels=list(conn.labels)\n",
    ")\n",
    "ax.set_title(\"Functional connectivity (Pearson correlation)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-noise04",
   "metadata": {},
   "source": [
    "## Adding noise and other node models\n",
    "\n",
    "Everything you learned in the previous tutorials composes here. The node can be any model,\n",
    "and it can carry its own noise — a {class}`~brainmass.WilsonCowanStep` bank with an\n",
    "{class}`~brainmass.OUProcess` on its excitatory population gives a noisy resting-state network\n",
    "in a few lines. We couple the `rE` variable this time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "noise04",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-19T06:45:56.944438Z",
     "iopub.status.busy": "2026-06-19T06:45:56.944275Z",
     "iopub.status.idle": "2026-06-19T06:45:57.446040Z",
     "shell.execute_reply": "2026-06-19T06:45:57.444871Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "brainstate.random.seed(0)\n",
    "wc_nodes = brainmass.WilsonCowanStep(\n",
    "    in_size=N,\n",
    "    noise_E=brainmass.OUProcess(in_size=N, sigma=0.1, tau=50.0 * u.ms),\n",
    ")\n",
    "wc_net = brainmass.Network(\n",
    "    wc_nodes,\n",
    "    conn=conn.weights,\n",
    "    distance=conn.distances,\n",
    "    speed=10.0 * u.mm / u.ms,\n",
    "    coupled_var=\"rE\",\n",
    "    k=0.1,\n",
    ")\n",
    "res_wc = brainmass.Simulator(wc_net, dt=0.1 * u.ms).run(\n",
    "    300.0 * u.ms, monitors=lambda m: m.node.rE.value, transient=50.0 * u.ms\n",
    ")\n",
    "ax = brainmass.viz.plot_timeseries(res_wc[\"output\"], ts=res_wc[\"ts\"], labels=list(conn.labels))\n",
    "ax.set_title(\"Noisy Wilson–Cowan resting-state network\")\n",
    "ax.set_ylabel(\"rE\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "md-next04",
   "metadata": {},
   "source": [
    "## What you learned\n",
    "\n",
    "- {mod}`brainmass.datasets` provides a bundled `example_connectome` (weights + mm distances +\n",
    "  labels) so networks are runnable with no download.\n",
    "- {class}`~brainmass.Network` wires a node bank into a delay-coupled whole-brain model:\n",
    "  `conn` (weights), `distance` + `speed` (→ delays), `coupled_var`, and `k`.\n",
    "- The {class}`~brainmass.Simulator` drives a network exactly like a single node.\n",
    "- {mod}`brainmass.viz` plots the connectivity, the per-region activity, and the functional\n",
    "  connectivity.\n",
    "- Any node model and any noise process composes inside a `Network`.\n",
    "\n",
    ":::{tip}\n",
    "`Network` is the high-level builder. If you need a *custom* coupling rule — to wire the\n",
    "delayed-state prefetch and coupling kernel by hand — see {doc}`/howto/custom_coupling`.\n",
    ":::\n",
    "\n",
    "## Next steps\n",
    "\n",
    "- {doc}`/tutorials/05_forward_models` — map network activity to BOLD / EEG / MEG signals.\n",
    "- {doc}`/tutorials/06_fitting_with_gradients` — fit network parameters to data with gradients.\n",
    "- {doc}`/howto/custom_coupling` — build a bespoke coupling by hand."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.13.11"
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 },
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