{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19c71cce",
   "metadata": {},
   "source": [
    "# Tutorial 6: Population Networks, Graph Measures, and Scale\n",
    "\n",
    "This tutorial covers the building blocks added in braintools 0.4:\n",
    "\n",
    "- **fixed-degree connectivity**: `FixedInDegree`, `FixedOutDegree`, and `FixedTotalNum`;\n",
    "- **population networks**: `Population`, `Projection`, and `Network`, which assemble block connectivity in one global index space;\n",
    "- **export to `brainevent`** sparse formats (`CSR`, `CSC`, `FixedNumPerPre`, `FixedNumPerPost`) and an event-driven spiking simulation that uses them;\n",
    "- **structural graph measures** from `braintools.analysis.graph`;\n",
    "- **scale**: building and exporting networks of 1e5 neurons on a laptop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "588eb8b7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:28.815375Z",
     "iopub.status.busy": "2026-10-19T15:19:28.815218Z",
     "iopub.status.idle": "2026-10-19T15:19:32.365464Z",
     "shell.execute_reply": "2026-10-19T15:19:32.364587Z"
    }
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "import brainevent\n",
    "import brainstate\n",
    "import brainunit as u\n",
    "import jax.numpy as jnp\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import braintools.conn as conn\n",
    "from braintools.analysis import graph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df208561",
   "metadata": {},
   "source": [
    "## 1. Fixed-degree connectivity\n",
    "\n",
    "`FixedProb(p)` connects every pair independently, so the number of inputs a neuron receives is binomially distributed. The fixed-degree generators instead fix the count exactly:\n",
    "\n",
    "- `FixedInDegree(k)`: every postsynaptic neuron receives exactly `k` inputs;\n",
    "- `FixedOutDegree(k)`: every presynaptic neuron makes exactly `k` outputs;\n",
    "- `FixedTotalNum(n)`: exactly `n` connections in total, placed uniformly at random.\n",
    "\n",
    "`k` (or `n`) may also be a fraction in `(0, 1]` of the population size. By default the partners of a neuron are distinct (`with_replacement=False`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e903e2f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:32.368566Z",
     "iopub.status.busy": "2026-10-19T15:19:32.368122Z",
     "iopub.status.idle": "2026-10-19T15:19:32.397458Z",
     "shell.execute_reply": "2026-10-19T15:19:32.396533Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FixedProb(0.05)        edges= 49956  in-degree  31.. 70  out-degree  29.. 79\n",
      "FixedInDegree(50)      edges= 50000  in-degree  50.. 50  out-degree  28.. 75\n",
      "FixedOutDegree(50)     edges= 50000  in-degree  28.. 75  out-degree  50.. 50\n",
      "FixedTotalNum(50000)   edges= 50000  in-degree  27.. 71  out-degree  31.. 76\n"
     ]
    }
   ],
   "source": [
    "n = 1000\n",
    "results = {\n",
    "    'FixedProb(0.05)': conn.FixedProb(0.05, seed=0)(pre_size=n, post_size=n),\n",
    "    'FixedInDegree(50)': conn.FixedInDegree(50, seed=0)(pre_size=n, post_size=n),\n",
    "    'FixedOutDegree(50)': conn.FixedOutDegree(50, seed=0)(pre_size=n, post_size=n),\n",
    "    'FixedTotalNum(50000)': conn.FixedTotalNum(50_000, seed=0)(pre_size=n, post_size=n),\n",
    "}\n",
    "for name, res in results.items():\n",
    "    din = graph.degree_distribution(res, direction='in').degrees\n",
    "    dout = graph.degree_distribution(res, direction='out').degrees\n",
    "    print(f'{name:22s} edges={res.n_connections:6d}  '\n",
    "          f'in-degree {din.min():3d}..{din.max():3d}  out-degree {dout.min():3d}..{dout.max():3d}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "059525be",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:32.399500Z",
     "iopub.status.busy": "2026-10-19T15:19:32.399342Z",
     "iopub.status.idle": "2026-10-19T15:19:32.563571Z",
     "shell.execute_reply": "2026-10-19T15:19:32.562708Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1000x350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(10, 3.5), sharey=True)\n",
    "for ax, direction in zip(axes, ['in', 'out']):\n",
    "    for name, res in results.items():\n",
    "        dd = graph.degree_distribution(res, direction=direction)\n",
    "        ax.step(dd.values, dd.counts, where='mid', label=name)\n",
    "    ax.set_xlabel(f'{direction}-degree')\n",
    "    ax.set_title(f'{direction}-degree distribution')\n",
    "axes[0].set_ylabel('number of neurons')\n",
    "axes[1].legend(fontsize=8)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "589e35b7",
   "metadata": {},
   "source": [
    "The fixed side of each generator is a single spike in the histogram; the other side is binomial, like `FixedProb`.\n",
    "\n",
    "## 2. Population networks\n",
    "\n",
    "A `Population` is a named group of neurons, optionally with positions. A `Projection` binds a connectivity generator to a presynaptic and a postsynaptic population. A `Network` numbers all neurons globally (populations concatenated in order) and assembles the projections into one block matrix.\n",
    "\n",
    "Below is a sparse E/I network in the style of Brunel (2000): 4000 excitatory and 1000 inhibitory neurons, and every neuron receives 400 excitatory and 100 inhibitory inputs. Weights are membrane-potential jumps in mV; inhibition is 5 times stronger than excitation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e654a79b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:32.565382Z",
     "iopub.status.busy": "2026-10-19T15:19:32.565171Z",
     "iopub.status.idle": "2026-10-19T15:19:35.353951Z",
     "shell.execute_reply": "2026-10-19T15:19:35.352850Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Network(populations=['E', 'I'], projections=['E->E', 'E->I', 'I->E', 'I->I'], n_neurons=5000)\n",
      "offsets: {'E': 0, 'I': 4000}  neurons: 5000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E->E: shape=(4000, 4000), edges=1600000\n",
      "E->I: shape=(4000, 1000), edges=400000\n",
      "I->E: shape=(1000, 4000), edges=400000\n",
      "I->I: shape=(1000, 1000), edges=100000\n"
     ]
    }
   ],
   "source": [
    "J, g = 0.1, 5.0  # mV\n",
    "E = conn.Population(4000, name='E')\n",
    "I = conn.Population(1000, name='I')\n",
    "net = conn.Network(\n",
    "    [E, I],\n",
    "    [\n",
    "        conn.Projection(E, E, conn.FixedInDegree(400, weight=J * u.mV, seed=1)),\n",
    "        conn.Projection(E, I, conn.FixedInDegree(400, weight=J * u.mV, seed=2)),\n",
    "        conn.Projection(I, E, conn.FixedInDegree(100, weight=-g * J * u.mV, seed=3)),\n",
    "        conn.Projection(I, I, conn.FixedInDegree(100, weight=-g * J * u.mV, seed=4)),\n",
    "    ],\n",
    ")\n",
    "print(net)\n",
    "print('offsets:', net.offsets, ' neurons:', net.n_neurons)\n",
    "for name, res in net.build().items():\n",
    "    print(f'{name}: shape={res.shape}, edges={res.n_connections}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35de14ac",
   "metadata": {},
   "source": [
    "`Network.to_csr()` returns one `brainevent.CSR` of shape `(n_neurons, n_neurons)`: rows are presynaptic and columns postsynaptic neurons in global indices. Weight units are converted to the unit of the first projection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a25ebc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:35.356428Z",
     "iopub.status.busy": "2026-10-19T15:19:35.355967Z",
     "iopub.status.idle": "2026-10-19T15:19:35.769847Z",
     "shell.execute_reply": "2026-10-19T15:19:35.769205Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CSR (5000, 5000) nonzeros: 2500000\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 450x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "W = net.to_csr()\n",
    "print(type(W).__name__, W.shape, 'nonzeros:', W.nse)\n",
    "\n",
    "# Block structure: signed connection counts between groups of 100 neurons\n",
    "indptr, indices = np.asarray(W.indptr), np.asarray(W.indices)\n",
    "pre = np.repeat(np.arange(W.shape[0]), np.diff(indptr))\n",
    "sign = np.sign(np.asarray(u.get_mantissa(W.data)))\n",
    "blocks = np.zeros((50, 50))\n",
    "np.add.at(blocks, (pre // 100, indices // 100), sign)\n",
    "vmax = np.abs(blocks).max()\n",
    "plt.figure(figsize=(4.5, 4))\n",
    "plt.imshow(blocks, cmap='RdBu_r', vmin=-vmax, vmax=vmax)\n",
    "plt.axhline(39.5, color='k', lw=0.8)\n",
    "plt.axvline(39.5, color='k', lw=0.8)\n",
    "plt.xlabel('postsynaptic block (100 neurons)')\n",
    "plt.ylabel('presynaptic block (100 neurons)')\n",
    "plt.title('signed connection counts')\n",
    "plt.colorbar(shrink=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38ad375b",
   "metadata": {},
   "source": [
    "## 3. Export to `brainevent` and simulate\n",
    "\n",
    "`ConnectionResult` exports a single projection to every `brainevent` format:\n",
    "\n",
    "| Method | Format | Requirement |\n",
    "|---|---|---|\n",
    "| `weight2csr()` | `CSR` (rows = pre) | none |\n",
    "| `to_csc()` | `CSC` (columns = post) | none |\n",
    "| `to_fixed_num_per_pre()` | `FixedNumPerPre` | every pre neuron has the same out-degree |\n",
    "| `to_fixed_num_per_post()` | `FixedNumPerPost` | every post neuron has the same in-degree |\n",
    "| `to_scipy_csr()` | `scipy.sparse.csr_array` | none (host-side, for analysis) |\n",
    "\n",
    "A homogeneous weight stays a scalar, so the fixed-number formats store only the `(n, k)` index table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "39daf2a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:35.772059Z",
     "iopub.status.busy": "2026-10-19T15:19:35.771812Z",
     "iopub.status.idle": "2026-10-19T15:19:35.783598Z",
     "shell.execute_reply": "2026-10-19T15:19:35.782525Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FixedNumPerPost (4000, 4000) indices: (4000, 400) weight: 0.1 mV\n"
     ]
    }
   ],
   "source": [
    "res_ee = net.build()['E->E']\n",
    "fn = res_ee.to_fixed_num_per_post()\n",
    "print(type(fn).__name__, fn.shape, 'indices:', fn.indices.shape, 'weight:', fn.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1996163f",
   "metadata": {},
   "source": [
    "The block CSR drives an event-driven network of leaky integrate-and-fire neurons. Each step multiplies the boolean spike vector by `W` (only the rows of neurons that spiked are touched), and `brainstate.transform.for_loop` compiles the whole simulation into one XLA program.\n",
    "\n",
    "The neurons receive a constant suprathreshold drive plus white noise; recurrent inhibition dominates, which keeps the network in an asynchronous irregular state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "39f0f689",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:35.786226Z",
     "iopub.status.busy": "2026-10-19T15:19:35.785953Z",
     "iopub.status.idle": "2026-10-19T15:19:37.296297Z",
     "shell.execute_reply": "2026-10-19T15:19:37.295380Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simulated 500 ms of 5000 neurons in 3.42 s\n",
      "mean rate after 100 ms: 21.9 Hz\n"
     ]
    }
   ],
   "source": [
    "n_total = net.n_neurons\n",
    "dt, tau, v_th, v_reset, t_ref = 0.1, 20.0, 20.0, 10.0, 2.0  # ms, ms, mV, mV, ms\n",
    "mu, sigma = 24.0, 2.0  # mV\n",
    "\n",
    "brainstate.random.seed(0)\n",
    "V = brainstate.ShortTermState(brainstate.random.uniform(0.0, v_th, n_total))\n",
    "spk = brainstate.ShortTermState(jnp.zeros(n_total, dtype=bool))\n",
    "last = brainstate.ShortTermState(jnp.full(n_total, -1e7))\n",
    "\n",
    "\n",
    "def step(i):\n",
    "    t = i * dt\n",
    "    syn = u.get_mantissa(brainevent.BinaryArray(spk.value) @ W)  # mV jumps from last step's spikes\n",
    "    noise = sigma * jnp.sqrt(dt / tau) * brainstate.random.randn(n_total)\n",
    "    v = V.value + dt / tau * (mu - V.value) + syn + noise\n",
    "    v = jnp.where(t - last.value < t_ref, v_reset, v)\n",
    "    fired = v >= v_th\n",
    "    V.value = jnp.where(fired, v_reset, v)\n",
    "    last.value = jnp.where(fired, t, last.value)\n",
    "    spk.value = fired\n",
    "    return fired\n",
    "\n",
    "\n",
    "n_steps = 5000  # 500 ms\n",
    "t0 = time.perf_counter()\n",
    "spikes = np.asarray(brainstate.transform.for_loop(step, jnp.arange(n_steps)))\n",
    "print(f'simulated {n_steps * dt:.0f} ms of {n_total} neurons in {time.perf_counter() - t0:.2f} s')\n",
    "rate = spikes[1000:].mean() / (dt * 1e-3)\n",
    "print(f'mean rate after 100 ms: {rate:.1f} Hz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d8bcd3fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:37.298328Z",
     "iopub.status.busy": "2026-10-19T15:19:37.298161Z",
     "iopub.status.idle": "2026-10-19T15:19:37.461931Z",
     "shell.execute_reply": "2026-10-19T15:19:37.460839Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t_idx, n_idx = np.nonzero(spikes[:, ::10])  # every 10th neuron\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 5), sharex=True, gridspec_kw={'height_ratios': [3, 1]})\n",
    "colors = np.where(n_idx * 10 < 4000, 'tab:blue', 'tab:red')\n",
    "ax1.scatter(t_idx * dt, n_idx * 10, s=0.5, c=colors)\n",
    "ax1.set_ylabel('neuron (E blue, I red)')\n",
    "pop_rate = spikes.reshape(-1, 10, n_total).mean(axis=(1, 2)) / (dt * 1e-3)\n",
    "ax2.plot(np.arange(pop_rate.size) * dt * 10, pop_rate, 'k', lw=0.8)\n",
    "ax2.set_xlabel('time (ms)')\n",
    "ax2.set_ylabel('rate (Hz)')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18762ee7",
   "metadata": {},
   "source": [
    "## 4. Structural graph measures\n",
    "\n",
    "`braintools.analysis.graph` measures the structure of a connectivity. Every function accepts a `ConnectionResult`, a SciPy sparse matrix, or a dense adjacency matrix, and works on sparse matrices. The results match `networkx`, including how self-connections are treated (counted by degrees and modularity, ignored by clustering and path length).\n",
    "\n",
    "### Clustering, path length, and small-worldness\n",
    "\n",
    "The Watts-Strogatz `SmallWorld` generator starts from a ring lattice and rewires each edge with probability `p`. Clustering stays high while the path length collapses for small `p`; the small-world index `sigma = (C / C_rand) / (L / L_rand)` compares both with Erdos-Renyi graphs of the same size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1a989238",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:37.467425Z",
     "iopub.status.busy": "2026-10-19T15:19:37.467067Z",
     "iopub.status.idle": "2026-10-19T15:19:43.248103Z",
     "shell.execute_reply": "2026-10-19T15:19:43.247394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p=0.001  sigma= 12.34\n",
      "p=0.003  sigma= 22.49\n",
      "p=0.01   sigma= 30.42\n",
      "p=0.03   sigma= 36.99\n",
      "p=0.1    sigma= 31.95\n",
      "p=0.3    sigma= 14.23\n",
      "p=1.0    sigma=  0.96\n"
     ]
    }
   ],
   "source": [
    "n_sw = 1000\n",
    "ps = [0.001, 0.003, 0.01, 0.03, 0.1, 0.3, 1.0]\n",
    "C, L, sigma = [], [], []\n",
    "for p in ps:\n",
    "    res = conn.SmallWorld(k=10, p=p, seed=0)(pre_size=n_sw, post_size=n_sw)\n",
    "    sw = graph.small_world_index(res, n_random=5, seed=0)\n",
    "    C.append(sw.clustering)\n",
    "    L.append(sw.path_length)\n",
    "    sigma.append(sw.sigma)\n",
    "lattice = conn.SmallWorld(k=10, p=0.0, seed=0)(pre_size=n_sw, post_size=n_sw)\n",
    "C0 = graph.clustering_coefficient(lattice)\n",
    "L0 = graph.characteristic_path_length(lattice).path_length\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 3.5))\n",
    "ax1.semilogx(ps, np.array(C) / C0, 'o-', label='C(p) / C(0)')\n",
    "ax1.semilogx(ps, np.array(L) / L0, 's-', label='L(p) / L(0)')\n",
    "ax1.set_xlabel('rewiring probability p')\n",
    "ax1.legend()\n",
    "ax2.semilogx(ps, sigma, 'o-k')\n",
    "ax2.axhline(1.0, color='gray', ls='--')\n",
    "ax2.set_xlabel('rewiring probability p')\n",
    "ax2.set_ylabel('small-world index sigma')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "for p, s in zip(ps, sigma):\n",
    "    print(f'p={p:<6} sigma={s:6.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d6f52f7",
   "metadata": {},
   "source": [
    "### Modularity\n",
    "\n",
    "`modularity(conn, labels)` scores a partition of the neurons. For a `ModularRandom` network the planted modules score high, and a random relabelling scores about zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f7c99fa8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:43.250176Z",
     "iopub.status.busy": "2026-10-19T15:19:43.249954Z",
     "iopub.status.idle": "2026-10-19T15:19:43.262194Z",
     "shell.execute_reply": "2026-10-19T15:19:43.261230Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "planted modules: Q = 0.615\n",
      "shuffled labels: Q = -0.001\n"
     ]
    }
   ],
   "source": [
    "n_mod, n_modules = 800, 4\n",
    "res_mod = conn.ModularRandom(n_modules, intra_prob=0.1, inter_prob=0.005, seed=0)(pre_size=n_mod, post_size=n_mod)\n",
    "labels = np.repeat(np.arange(n_modules), n_mod // n_modules)\n",
    "shuffled = np.random.default_rng(0).permutation(labels)\n",
    "print(f'planted modules: Q = {graph.modularity(res_mod, labels):.3f}')\n",
    "print(f'shuffled labels: Q = {graph.modularity(res_mod, shuffled):.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6bdcd5",
   "metadata": {},
   "source": [
    "### Motifs and reciprocity\n",
    "\n",
    "`motif_counts` returns the 16-class triad census (in `networkx.triadic_census` order), the dyad counts, and the reciprocity. Compared with a random graph of the same density, a small-world graph built from a symmetric lattice is strongly reciprocal and rich in closed triangles (triad class `'300'`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e6ed5726",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:43.264484Z",
     "iopub.status.busy": "2026-10-19T15:19:43.264328Z",
     "iopub.status.idle": "2026-10-19T15:19:43.306434Z",
     "shell.execute_reply": "2026-10-19T15:19:43.305516Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FixedProb  reciprocity=0.007  dyads={'mutual': 37, 'asymmetric': 9919, 'null': 489544}  triads '300'=0\n",
      "SmallWorld reciprocity=0.806  dyads={'mutual': 4032, 'asymmetric': 1936, 'null': 493532}  triads '300'=5280\n"
     ]
    }
   ],
   "source": [
    "rand = conn.FixedProb(10 / n_sw, seed=0)(pre_size=n_sw, post_size=n_sw)\n",
    "sw = conn.SmallWorld(k=10, p=0.1, seed=0)(pre_size=n_sw, post_size=n_sw)\n",
    "for name, res in [('FixedProb', rand), ('SmallWorld', sw)]:\n",
    "    m = graph.motif_counts(res)\n",
    "    print(f\"{name:10s} reciprocity={m.reciprocity:.3f}  dyads={m.dyads}  triads '300'={m.triads['300']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7241a3d",
   "metadata": {},
   "source": [
    "### Spectral radius and stability\n",
    "\n",
    "The spectral radius of the weight matrix governs the linear stability of rate dynamics and the echo-state property of reservoirs. For a random matrix with `K` zero-mean, unit-variance entries per column it approaches `sqrt(K)` (the circular law); rescaling the weights sets it to any target. The result keeps the weight unit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "05b7c6cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:43.308791Z",
     "iopub.status.busy": "2026-10-19T15:19:43.308567Z",
     "iopub.status.idle": "2026-10-19T15:19:44.394425Z",
     "shell.execute_reply": "2026-10-19T15:19:44.393585Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spectral radius: 7.25  (circular law: sqrt(K) = 7.07)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "after rescaling: 1.000\n",
      "E->E spectral radius: 40. mV\n"
     ]
    }
   ],
   "source": [
    "n_res, k_res = 2000, 50\n",
    "res_w = conn.FixedInDegree(k_res, seed=0)(pre_size=n_res, post_size=n_res)\n",
    "csr = res_w.to_scipy_csr()\n",
    "csr.data = np.random.default_rng(0).normal(0.0, 1.0, csr.nnz)\n",
    "rho = graph.spectral_radius(csr)\n",
    "print(f'spectral radius: {rho:.2f}  (circular law: sqrt(K) = {np.sqrt(k_res):.2f})')\n",
    "csr.data = csr.data / rho\n",
    "print(f'after rescaling: {graph.spectral_radius(csr):.3f}')\n",
    "\n",
    "# non-negative weights: the radius equals the total input weight, K * J = 400 * 0.1 mV\n",
    "print(\"E->E spectral radius:\", graph.spectral_radius(net.build()[\"E->E\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e5ade61",
   "metadata": {},
   "source": [
    "## 5. Scale\n",
    "\n",
    "The generators are vectorised NumPy and never build a dense `n_pre x n_post` array: all-pairs computations (distances, probabilities) run in row chunks of at most `2**22` pairs, so memory grows with the number of edges, not with the number of neuron pairs. The cell below builds two 1e5-neuron networks with 1e7 edges each and exports one to a `brainevent` fixed-number matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6fd58f16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-19T15:19:44.396500Z",
     "iopub.status.busy": "2026-10-19T15:19:44.396305Z",
     "iopub.status.idle": "2026-10-19T15:19:47.049332Z",
     "shell.execute_reply": "2026-10-19T15:19:47.048379Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FixedProb(1e-3):     9,999,978 edges in 2.1 s\n",
      "FixedInDegree(100): 10,000,000 edges in 0.2 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "export to FixedNumPerPost(100000, 100000) in 0.1 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "in-degree of FixedProb: mean 100.0, sd 10.0 (binomial sd 10.0)\n"
     ]
    }
   ],
   "source": [
    "N = 100_000\n",
    "\n",
    "t0 = time.perf_counter()\n",
    "res_fp = conn.FixedProb(1e-3, seed=0)(pre_size=N, post_size=N)\n",
    "print(f'FixedProb(1e-3):    {res_fp.n_connections:>10,d} edges in {time.perf_counter() - t0:.1f} s')\n",
    "\n",
    "t0 = time.perf_counter()\n",
    "res_in = conn.FixedInDegree(100, seed=0)(pre_size=N, post_size=N)\n",
    "print(f'FixedInDegree(100): {res_in.n_connections:>10,d} edges in {time.perf_counter() - t0:.1f} s')\n",
    "\n",
    "t0 = time.perf_counter()\n",
    "fn_big = res_in.to_fixed_num_per_post()\n",
    "print(f'export to {type(fn_big).__name__}{fn_big.shape} in {time.perf_counter() - t0:.1f} s')\n",
    "\n",
    "dd = graph.degree_distribution(res_fp, direction='in')\n",
    "print(f'in-degree of FixedProb: mean {dd.degrees.mean():.1f}, sd {dd.degrees.std():.1f} '\n",
    "      f'(binomial sd {np.sqrt(N * 1e-3 * (1 - 1e-3)):.1f})')\n",
    "del res_fp, res_in, fn_big"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0ebc6cc",
   "metadata": {},
   "source": [
    "`benchmarks/conn_build.py` in the repository measures build time and peak memory, each case in its own process (`python benchmarks/conn_build.py`, or `--quick` for N = 1e4). Its cases are `FixedProb(0.001)`, `FixedInDegree(100)` with export, a distance-dependent `Gaussian` on a 2-D sheet, and an E/I `Network` exported to one block CSR.\n",
    "\n",
    "## Summary\n",
    "\n",
    "- `FixedInDegree`, `FixedOutDegree`, and `FixedTotalNum` fix the number of connections exactly.\n",
    "- `Population`, `Projection`, and `Network` build block connectivity in a global index space; `Network.to_csr()` returns one `brainevent.CSR`.\n",
    "- `ConnectionResult` exports to `CSR`, `CSC`, `FixedNumPerPre`, `FixedNumPerPost`, and SciPy.\n",
    "- `braintools.analysis.graph` provides degree distributions, clustering, path length, modularity, motifs, spectral radius, and the small-world index.\n",
    "- Generation is vectorised and memory-bounded, and scales to 1e5-neuron networks."
   ]
  }
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