{ "cells": [ { "cell_type": "markdown", "id": "e3a32f26", "metadata": {}, "source": [ "# Ising Model: Relaxation to Equilibrium\n", "\n", "When a Monte Carlo simulation starts from an arbitrary (e.g. random) configuration, the system is far from its thermal equilibrium state. During the initial **relaxation** (or *thermalization*) transient, observables drift systematically as the Markov chain moves toward the stationary distribution. Only after the chain has forgotten its starting point — after the **relaxation time** $\\tau_\\text{relax}$ has elapsed — do the samples represent genuine thermal fluctuations that can be used for measurement.\n", "\n", "This notebook quantifies relaxation to equilibrium for the 2D Ising model by comparing three update schemes:\n", "\n", "- **Random-site Metropolis** — one randomly chosen spin is proposed per step.\n", "- **Checkerboard Metropolis** — sites are swept in a fixed checkerboard pattern, eliminating the random-site overhead.\n", "- **Wolff cluster** — a whole correlated cluster is flipped in one move, dramatically reducing autocorrelation near $T_c$.\n", "\n", "All three algorithms start from the same deliberately unfavorable initial condition: a fully random spin configuration with no warm-up. The analysis is repeated below, at, and above the Onsager critical temperature $T_c = 2/\\ln(1 + \\sqrt{2}) \\approx 2.269$ [[1]](#Bibliography), where critical slowing down makes relaxation slowest and the contrast between algorithms largest.\n", "\n", "The notebook has four parts:\n", "1. **Visual demonstration** — $|M|$ trajectories make the transient and its temperature-dependence immediately visible.\n", "2. **Two-start relaxation time** — a threshold-crossing estimator on two-start convergence extracts $\\hat{\\tau}_\\text{relax}$, the time for the chain to forget its initial condition.\n", "3. **Integrated autocorrelation time** — $\\tau_\\text{int}$ measures equilibrium memory and controls the effective sample size once in equilibrium.\n", "4. **Interpretation** — both metrics are connected to critical slowing down, algorithm work normalisation, and the distinction between thermalization and statistical independence." ] }, { "cell_type": "code", "execution_count": 1, "id": "691df192", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:14.027149Z", "iopub.status.busy": "2026-03-19T09:03:14.025408Z", "iopub.status.idle": "2026-03-19T09:03:15.637804Z", "shell.execute_reply": "2026-03-19T09:03:15.634168Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Exact Onsager T_c = 2.269185\n", "Notebook cache path: ../results/ising/ising_autocorrelation_multiseed_analysis.npz\n", "L = 64, base N_STEPS = 1000, seeds = 10\n" ] } ], "source": [ "from __future__ import annotations\n", "\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from models.ising_model import IsingSimulation\n", "from utils.exceptions import ZeroVarianceAutocorrelationError\n", "from utils.physics_helpers import calculate_autocorr, estimate_relaxation_time_two_start\n", "\n", "TC_ISING = 2.0 / np.log(1.0 + np.sqrt(2.0))\n", "L = 64\n", "N_STEPS = 1000\n", "TEMPS = [0.8 * TC_ISING, TC_ISING, 1.2 * TC_ISING]\n", "TEMP_LABELS = ['Below $T_c$', 'At $T_c$', 'Above $T_c$']\n", "UPDATES = ['random', 'checkerboard', 'wolff']\n", "UPDATE_LABELS = {\n", " 'random': 'Random-site Metropolis',\n", " 'checkerboard': 'Checkerboard Metropolis',\n", " 'wolff': 'Wolff cluster',\n", "}\n", "PALETTE = {'random': '#4878CF', 'checkerboard': '#6ACC65', 'wolff': '#D65F5F'}\n", "\n", "# Robust relaxation analysis settings (used at/near criticality)\n", "SEEDS = np.array([11, 22, 33, 44, 55, 66, 77, 88, 99, 111], dtype=int)\n", "INIT_STATES = ['random', 'ordered']\n", "MAX_STEPS_FACTOR = 4\n", "\n", "CACHE_PATH = '../results/ising/ising_autocorrelation_multiseed_analysis.npz'\n", "\n", "print(f'Exact Onsager T_c = {TC_ISING:.6f}')\n", "print(f'Notebook cache path: {CACHE_PATH}')\n", "print(f'L = {L}, base N_STEPS = {N_STEPS}, seeds = {len(SEEDS)}')\n" ] }, { "cell_type": "markdown", "id": "ca537d37", "metadata": {}, "source": [ "## Load or compute trajectories\n", "\n", "If a cached trajectory file exists in `../results/ising/ising_autocorrelation_analysis.npz`, the notebook reuses it directly. Otherwise it runs the three temperature slices inline and saves the resulting $|M|$ time series for later reads. This keeps the notebook self-contained even though there is no separate batch script for this specific figure yet." ] }, { "cell_type": "code", "execution_count": 2, "id": "24fcbf44", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:15.641465Z", "iopub.status.busy": "2026-03-19T09:03:15.641013Z", "iopub.status.idle": "2026-03-19T09:03:57.835632Z", "shell.execute_reply": "2026-03-19T09:03:57.833768Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded cached trajectories from ../results/ising/ising_autocorrelation_multiseed_analysis.npz: shape=(3, 3, 10, 2, 4000).\n" ] } ], "source": [ "max_steps = N_STEPS * MAX_STEPS_FACTOR\n", "n_temp = len(TEMPS)\n", "n_upd = len(UPDATES)\n", "n_seed = len(SEEDS)\n", "n_init = len(INIT_STATES)\n", "wolff_idx = UPDATES.index('wolff')\n", "\n", "needs_recompute = True\n", "if os.path.exists(CACHE_PATH):\n", " data = np.load(CACHE_PATH, allow_pickle=False)\n", " required = {\n", " 'temperatures',\n", " 'updates',\n", " 'seeds',\n", " 'init_states',\n", " 'magnetization_traces_full',\n", " 'steps_used',\n", " 'wolff_cluster_sizes', # new field — forces rebuild of old caches\n", " }\n", " if required.issubset(set(data.files)):\n", " magnetization_traces_full = data['magnetization_traces_full']\n", " steps_used = data['steps_used']\n", " wolff_cluster_sizes = data['wolff_cluster_sizes']\n", " needs_recompute = False\n", " print(\n", " f'Loaded cached trajectories from {CACHE_PATH}: '\n", " f'shape={magnetization_traces_full.shape}.'\n", " )\n", "\n", "if needs_recompute:\n", " print('Compatible cache not found. Running multi-seed simulations and saving the result...')\n", " magnetization_traces_full = np.full((n_temp, n_upd, n_seed, n_init, max_steps), np.nan, dtype=float)\n", " steps_used = np.zeros((n_temp, n_upd, n_seed, n_init), dtype=int)\n", " # Wolff cluster sizes are only meaningful for the Wolff update; shape mirrors the full array.\n", " wolff_cluster_sizes = np.zeros((n_temp, n_seed, n_init, max_steps), dtype=int)\n", "\n", " for i, temperature in enumerate(TEMPS):\n", " for j, update in enumerate(UPDATES):\n", " for s_idx, seed in enumerate(SEEDS):\n", " for init_idx, init_state in enumerate(INIT_STATES):\n", " is_critical_local = i == 1 and update in {'random', 'checkerboard'}\n", " n_run = max_steps if is_critical_local else N_STEPS\n", "\n", " sim = IsingSimulation(size=L, temp=temperature, update=update, seed=int(seed))\n", " if init_state == 'ordered':\n", " sim.spins = np.ones((L, L), dtype=np.int8)\n", "\n", " if update == 'wolff':\n", " mags, _, csizes = sim.run_with_cluster_sizes(n_steps=n_run)\n", " wolff_cluster_sizes[i, s_idx, init_idx, :n_run] = csizes\n", " else:\n", " mags, _ = sim.run(n_steps=n_run)\n", "\n", " magnetization_traces_full[i, j, s_idx, init_idx, :n_run] = np.asarray(mags, dtype=float)\n", " steps_used[i, j, s_idx, init_idx] = n_run\n", "\n", " print(\n", " f' T={temperature:.3f}: all updates, {n_seed * n_init} trajectories each complete',\n", " flush=True,\n", " )\n", "\n", " os.makedirs(os.path.dirname(CACHE_PATH), exist_ok=True)\n", " np.savez(\n", " CACHE_PATH,\n", " temperatures=np.asarray(TEMPS, dtype=float),\n", " temp_labels=np.asarray(TEMP_LABELS),\n", " updates=np.asarray(UPDATES),\n", " seeds=SEEDS,\n", " init_states=np.asarray(INIT_STATES),\n", " magnetization_traces_full=magnetization_traces_full,\n", " steps_used=steps_used,\n", " max_steps=np.asarray(max_steps, dtype=int),\n", " wolff_cluster_sizes=wolff_cluster_sizes,\n", " )\n", " print(f'Saved cached trajectories to {CACHE_PATH}.')\n", "\n", "# One representative random-start trace per (temp, update) for the visual panel.\n", "magnetization_traces = magnetization_traces_full[:, :, 0, 0, :N_STEPS]" ] }, { "cell_type": "markdown", "id": "7826bb56", "metadata": {}, "source": [ "## Magnetization traces\n", "\n", "Each panel shows the absolute magnetization $|M|$ over the first 1,000 updates after a random start. The comparison is deliberately qualitative: below $T_c$ the system should lock into an ordered state, near $T_c$ the trajectories should remain noisy for much longer, and above $T_c$ they should fluctuate around a small mean." ] }, { "cell_type": "code", "execution_count": 3, "id": "57253056", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:57.839064Z", "iopub.status.busy": "2026-03-19T09:03:57.838762Z", "iopub.status.idle": "2026-03-19T09:03:58.910305Z", "shell.execute_reply": "2026-03-19T09:03:58.907072Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(13, 9), sharex=True, sharey='row')\n", "fig.suptitle(\n", " f'Absolute magnetization from random starts over {N_STEPS:,} steps (L = {L})',\n", " fontsize=14,\n", " y=1.02,\n", " )\n", "\n", "for i, temp_label in enumerate(TEMP_LABELS):\n", " for j, update in enumerate(UPDATES):\n", " ax = axes[i, j]\n", " ax.plot(\n", " np.abs(magnetization_traces[i, j]),\n", " lw=1.0,\n", " color=PALETTE[update],\n", " )\n", " if i == 0:\n", " ax.set_title(UPDATE_LABELS[update], fontsize=11)\n", " if j == 0:\n", " ax.set_ylabel(f'{temp_label}\\n$|M|$')\n", " if i == len(TEMPS) - 1:\n", " ax.set_xlabel('Monte Carlo step')\n", " ax.grid(alpha=0.25)\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "388e1246", "metadata": {}, "source": [ "## Quantitative relaxation-time analysis (multi-seed, two-start)\n", "\n", "Near $T_c$, one-trajectory criteria are noisy and can misclassify equilibration. We therefore estimate relaxation with a **two-start convergence test** for every seed:\n", "\n", "1. Run the same (temperature, update, seed) from two initial states: a random state and a fully ordered state.\n", "2. Smooth both $|M|$ traces with a short moving average.\n", "3. Estimate an equilibrium scale from the second half of both traces combined.\n", "4. Define $\\hat{\\tau}_\\text{relax}$ as the first time where both smoothed traces are simultaneously inside the same equilibrium band and remain so for a sustained dwell window.\n", "\n", "This measures when the dynamics has effectively forgotten the initial condition, which is the operational definition we want for thermalization." ] }, { "cell_type": "markdown", "id": "e716a1f6", "metadata": {}, "source": [ "### Visual Example of Convergence\n", "\n", "Here is a visual demonstration of the two-start relaxation process for a single configuration at the critical point $T \\approx T_c$ using random updates. This combination represents a worst-case scenario where critical slowing down and the inefficiency of random-site selection create a long relaxation transient." ] }, { "cell_type": "code", "execution_count": 4, "id": "b3a494ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from utils.physics_helpers import _moving_average, _valid_prefix\n", "\n", "# Extract indices for an illustrative slice: T_c, random, first seed\n", "idx_t = TEMP_LABELS.index('At $T_c$')\n", "idx_u = UPDATES.index('random')\n", "idx_s = 0\n", "\n", "# Match the analysis parameters used below\n", "TOLERANCE_K_DEMO = 1.0\n", "SMOOTH_WINDOW_DEMO = 30\n", "DWELL_WINDOW_DEMO = 30\n", "MIN_FRACTION_DEMO = 0.85\n", "\n", "# Extract raw traces and remove potential NaNs padding\n", "raw_r = _valid_prefix(np.abs(magnetization_traces_full[idx_t, idx_u, idx_s, 0]))\n", "raw_o = _valid_prefix(np.abs(magnetization_traces_full[idx_t, idx_u, idx_s, 1]))\n", "\n", "n_points = min(len(raw_r), len(raw_o))\n", "raw_r = raw_r[:n_points]\n", "raw_o = raw_o[:n_points]\n", "\n", "# Calculate exact integer relaxation time\n", "tau_demo = estimate_relaxation_time_two_start(\n", " raw_r, raw_o,\n", " k=TOLERANCE_K_DEMO,\n", " smooth_window=SMOOTH_WINDOW_DEMO,\n", " dwell_window=DWELL_WINDOW_DEMO,\n", " min_fraction_inside=MIN_FRACTION_DEMO\n", ")\n", "\n", "# Recreate inner smoothing logic for plotting to match algorithm precisely\n", "sm_r = _moving_average(raw_r, SMOOTH_WINDOW_DEMO)\n", "sm_o = _moving_average(raw_o, SMOOTH_WINDOW_DEMO)\n", "m_points = min(len(sm_r), len(sm_o))\n", "sm_r = sm_r[:m_points]\n", "sm_o = sm_o[:m_points]\n", "\n", "# Equilibrium band estimation from the tail of the smoothed traces\n", "half = m_points // 2\n", "tail_combined = np.concatenate([sm_r[half:], sm_o[half:]])\n", "mean_eq = tail_combined.mean()\n", "sigma_eq = max(tail_combined.std(), 1e-12)\n", "band = TOLERANCE_K_DEMO * sigma_eq\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "\n", "# We align the smoothed traces with the right edge of their rolling window\n", "steps = np.arange(n_points)\n", "steps_sm = np.arange(m_points) + (SMOOTH_WINDOW_DEMO - 1)\n", "\n", "# Raw trajectories (faint)\n", "ax.plot(steps, raw_r, color='#1f77b4', alpha=0.2, label='Random start (raw)')\n", "ax.plot(steps, raw_o, color='#ff7f0e', alpha=0.2, label='Ordered start (raw)')\n", "\n", "# Smoothed trajectories (bold)\n", "ax.plot(steps_sm, sm_r, color='#1f77b4', linewidth=2, label='Random start (smoothed)')\n", "ax.plot(steps_sm, sm_o, color='#ff7f0e', linewidth=2, label='Ordered start (smoothed)')\n", "\n", "# Equilibrium band\n", "ax.axhline(mean_eq, color='k', linestyle='--', alpha=0.6, label='Equilibrium Mean')\n", "ax.axhspan(mean_eq - band, mean_eq + band, color='gray', alpha=0.2, label=r'Tolerance Band ($\\pm 1\\sigma$)')\n", "\n", "# Relaxation point indicator\n", "if tau_demo < m_points:\n", " # tau_demo is an index into the smoothed array, so we map it to our x-axis\n", " x_tau = steps_sm[tau_demo]\n", " ax.axvline(x_tau, color='green', linewidth=2, linestyle=':', label=rf'$\\hat{{\\tau}}_\\mathrm{{relax}} \\approx {x_tau}$ steps')\n", "\n", "ax.set_xlim(0, n_points)\n", "ax.set_ylim(0, 1.05)\n", "ax.set_xlabel('MC Steps', fontsize=11)\n", "ax.set_ylabel(r'Absolute Magnetization $|M|$', fontsize=11)\n", "ax.set_title(r\"Two-Start Convergence Example (random updates, $T \\approx T_c$)\", fontsize=12)\n", "ax.legend(loc='lower right', fontsize=10)\n", "ax.grid(axis='y', alpha=0.3)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "808ef2d3", "metadata": {}, "source": [ "The plot demonstrates how the random (hot) start and the ordered (cold) start converge onto an identical thermal average band. The green dashed line marks the threshold where both smoothed trajectories conform simultaneously to the equilibrium properties derived from the simulation tail. This step identifies when the system's kinetic memory of its initial state has decayed entirely." ] }, { "cell_type": "code", "execution_count": 5, "id": "aa08f7b3", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:58.915644Z", "iopub.status.busy": "2026-03-19T09:03:58.914629Z", "iopub.status.idle": "2026-03-19T09:03:59.260552Z", "shell.execute_reply": "2026-03-19T09:03:59.258032Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperature Random-site Metropolis Checkerboard Metropolis Wolff cluster\n", "------------------------------------------------------------------------------------------------------------------------\n", "Below $T_c$ 596 [ 510, 1000] 344 [ 147, 593] 150 [ 111, 503]\n", "At $T_c$ 568 [ 450, 1341] 341 [ 91, 675] 504 [ 375, 742]\n", "Above $T_c$ 152 [ 75, 257] 211 [ 76, 504] 163 [ 106, 513]\n", "\n", "(seeds = 10, k = 1.0, smooth = 30, dwell = 30, min_fraction_inside = 0.85, L = 64)\n", "Each entry is median [16th, 84th percentile] over seeds.\n", "Note: at T_c, local updates run for 4000 steps (N_STEPS × MAX_STEPS_FACTOR = 1000 × 4); Wolff and off-critical runs use N_STEPS.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TOLERANCE_K = 1.0\n", "SMOOTH_WINDOW = 30\n", "DWELL_WINDOW = 30\n", "MIN_FRACTION_INSIDE = 0.85\n", "\n", "tau_samples = np.empty((len(TEMPS), len(UPDATES), len(SEEDS)), dtype=float)\n", "\n", "for i in range(len(TEMPS)):\n", " for j in range(len(UPDATES)):\n", " for s_idx in range(len(SEEDS)):\n", " trace_r = magnetization_traces_full[i, j, s_idx, 0]\n", " trace_o = magnetization_traces_full[i, j, s_idx, 1]\n", " tau_samples[i, j, s_idx] = estimate_relaxation_time_two_start(\n", " trace_r,\n", " trace_o,\n", " k=TOLERANCE_K,\n", " smooth_window=SMOOTH_WINDOW,\n", " dwell_window=DWELL_WINDOW,\n", " min_fraction_inside=MIN_FRACTION_INSIDE,\n", " )\n", "\n", "# Robust central tendency and uncertainty across seeds\n", "median_tau = np.median(tau_samples, axis=2)\n", "p16_tau = np.percentile(tau_samples, 16, axis=2)\n", "p84_tau = np.percentile(tau_samples, 84, axis=2)\n", "\n", "# --- Table printout ---\n", "col_w = 34\n", "header = f\"{'Temperature':<18}\" + \"\".join(f\"{UPDATE_LABELS[u]:>{col_w}}\" for u in UPDATES)\n", "print(header)\n", "print('-' * len(header))\n", "for i, label in enumerate(TEMP_LABELS):\n", " entries = []\n", " for j in range(len(UPDATES)):\n", " med = median_tau[i, j]\n", " lo = p16_tau[i, j]\n", " hi = p84_tau[i, j]\n", " entries.append(f\"{med:5.0f} [{lo:4.0f}, {hi:4.0f}]\")\n", " row = f\"{label:<18}\" + ''.join(f\"{e:>{col_w}}\" for e in entries)\n", " print(row)\n", "\n", "print(\n", " f\"\\n(seeds = {len(SEEDS)}, k = {TOLERANCE_K}, smooth = {SMOOTH_WINDOW}, \"\n", " f\"dwell = {DWELL_WINDOW}, min_fraction_inside = {MIN_FRACTION_INSIDE:.2f}, L = {L})\"\n", ")\n", "print('Each entry is median [16th, 84th percentile] over seeds.')\n", "print(\n", " f\"Note: at T_c, local updates run for {max_steps} steps \"\n", " f\"(N_STEPS \\u00d7 MAX_STEPS_FACTOR = {N_STEPS} \\u00d7 {MAX_STEPS_FACTOR}); \"\n", " \"Wolff and off-critical runs use N_STEPS.\"\n", ")\n", "\n", "# --- Bar chart with error bars ---\n", "x = np.arange(len(TEMPS))\n", "width = 0.25\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "\n", "for j, update in enumerate(UPDATES):\n", " y = median_tau[:, j]\n", " yerr = np.vstack([y - p16_tau[:, j], p84_tau[:, j] - y])\n", " bars = ax.bar(\n", " x + (j - 1) * width,\n", " y,\n", " width=width,\n", " yerr=yerr,\n", " capsize=4,\n", " label=UPDATE_LABELS[update],\n", " color=PALETTE[update],\n", " alpha=0.85,\n", " )\n", " ax.bar_label(bars, fmt='%.0f', fontsize=8, padding=2)\n", "\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(TEMP_LABELS, fontsize=11)\n", "ax.set_ylabel(r'$\\hat{\\tau}_\\mathrm{relax}$ (MC steps)', fontsize=11)\n", "ax.set_title('Relaxation time from two-start convergence (median with 16-84% bands)', fontsize=12)\n", "ax.legend(fontsize=10)\n", "ax.grid(axis='y', alpha=0.3)\n", "fig.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "f5d9e209", "metadata": {}, "source": [ "## Work-normalised relaxation time\n", "\n", "The raw step counts above are not directly comparable because **one Monte Carlo step means very different things** for each algorithm:\n", "\n", "| Algorithm | Work per step |\n", "|-----------|---------------|\n", "| Local Metropolis (random or checkerboard) | $L^2$ single-spin flip *attempts* |\n", "| Wolff cluster | 1 cluster flip of $\\langle C \\rangle$ spins — acceptance rate 100% |\n", "\n", "A common convention is to express time in units of \"one $L^2$ flip-attempt sweep\". Under this convention:\n", "$$\\hat{\\tau}^\\text{norm}_\\text{local} = \\hat{\\tau}_\\text{steps} \\qquad \\hat{\\tau}^\\text{norm}_\\text{Wolff} = \\hat{\\tau}_\\text{steps} \\times \\frac{\\langle C \\rangle}{L^2}$$\n", "\n", "$\\langle C \\rangle$ is now taken directly from the **per-step cluster sizes** recorded by `run_with_cluster_sizes()` and stored in the cache — no proxy estimator needed, so the below-$T_c$ values are reliable for the first time." ] }, { "cell_type": "code", "execution_count": 6, "id": "7a80d8bc", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:59.265832Z", "iopub.status.busy": "2026-03-19T09:03:59.265342Z", "iopub.status.idle": "2026-03-19T09:03:59.953895Z", "shell.execute_reply": "2026-03-19T09:03:59.950378Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Exact mean Wolff cluster size per temperature (from recorded step data):\n", " Below $T_c$: = 3713.7 spins (/L² = 0.9067)\n", " At $T_c$: = 1593.3 spins (/L² = 0.3890)\n", " Above $T_c$: = 20.3 spins (/L² = 0.0050)\n", "\n", "Work-normalised relaxation time (in L² sweep equivalents):\n", "Temperature Random-site Metropolis Checkerboard Metropolis Wolff cluster\n", "------------------------------------------------------------------------------------------------------------------------\n", "Below $T_c$ 596 [ 510, 1000] 344 [ 147, 593] 136 [ 101, 456]\n", "At $T_c$ 568 [ 450, 1341] 341 [ 91, 675] 196 [ 146, 289]\n", "Above $T_c$ 152 [ 75, 257] 211 [ 76, 504] 1 [ 1, 3]\n", "\n", "(units: equivalent L²=4096 flip-attempt sweeps | L = 64 | seeds = 10)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# --------------------------------------------------------------------\n", "# 1. Compute exact mean Wolff cluster size per temperature.\n", "# wolff_cluster_sizes shape: (n_temp, n_seed, n_init, max_steps)\n", "# We use only the equilibrated second half of the random-start trajectories.\n", "# --------------------------------------------------------------------\n", "mean_C = np.empty(len(TEMPS))\n", "\n", "for i in range(len(TEMPS)):\n", " all_sizes = []\n", " for s_idx in range(n_seed):\n", " n_valid = steps_used[i, wolff_idx, s_idx, 0] # random-start run length\n", " csizes = wolff_cluster_sizes[i, s_idx, 0, :n_valid]\n", " half = n_valid // 2\n", " all_sizes.append(csizes[half:]) # equilibrated half only\n", " mean_C[i] = np.concatenate(all_sizes).mean()\n", "\n", "print('Exact mean Wolff cluster size per temperature (from recorded step data):')\n", "for i, (label, c) in enumerate(zip(TEMP_LABELS, mean_C)):\n", " print(f' {label}: = {c:.1f} spins (/L² = {c / L**2:.4f})')\n", "\n", "# --------------------------------------------------------------------\n", "# 2. Work-normalisation factor per (temperature, update).\n", "# Local: 1 step = L² flip-attempts → factor = 1.\n", "# Wolff: 1 step = flips → factor = / L².\n", "# --------------------------------------------------------------------\n", "L2 = L * L\n", "work_factor = np.ones((len(TEMPS), len(UPDATES)))\n", "for i in range(len(TEMPS)):\n", " work_factor[i, wolff_idx] = mean_C[i] / L2\n", "\n", "# --------------------------------------------------------------------\n", "# 3. Apply normalisation to per-seed tau samples.\n", "# --------------------------------------------------------------------\n", "tau_norm_samples = tau_samples * work_factor[:, :, np.newaxis]\n", "\n", "median_tau_norm = np.median(tau_norm_samples, axis=2)\n", "p16_tau_norm = np.percentile(tau_norm_samples, 16, axis=2)\n", "p84_tau_norm = np.percentile(tau_norm_samples, 84, axis=2)\n", "\n", "# --- Table ---\n", "col_w = 34\n", "header = f\"{'Temperature':<18}\" + ''.join(f'{UPDATE_LABELS[u]:>{col_w}}' for u in UPDATES)\n", "print('\\nWork-normalised relaxation time (in L² sweep equivalents):')\n", "print(header)\n", "print('-' * len(header))\n", "for i, label in enumerate(TEMP_LABELS):\n", " entries = []\n", " for j in range(len(UPDATES)):\n", " med = median_tau_norm[i, j]\n", " lo = p16_tau_norm[i, j]\n", " hi = p84_tau_norm[i, j]\n", " entries.append(f'{med:5.0f} [{lo:4.0f}, {hi:4.0f}]')\n", " print(f'{label:<18}' + ''.join(f'{e:>{col_w}}' for e in entries))\n", "print(f'\\n(units: equivalent L²={L2} flip-attempt sweeps | L = {L} | seeds = {n_seed})')\n", "\n", "# --- Side-by-side bar charts ---\n", "x = np.arange(len(TEMPS))\n", "width = 0.25\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "for ax_idx, (ax, ydata, yp16, yp84, title) in enumerate(zip(\n", " axes,\n", " [median_tau, median_tau_norm],\n", " [p16_tau, p16_tau_norm],\n", " [p84_tau, p84_tau_norm],\n", " ['Raw MC steps', r'Work-normalised ($L^2$ sweep equivalents)'],\n", ")):\n", " bar_containers = []\n", " for j, update in enumerate(UPDATES):\n", " y = ydata[:, j]\n", " yerr = np.vstack([y - yp16[:, j], yp84[:, j] - y])\n", " bars = ax.bar(\n", " x + (j - 1) * width, y, width=width, yerr=yerr, capsize=4,\n", " label=UPDATE_LABELS[update], color=PALETTE[update], alpha=0.85,\n", " )\n", " ax.bar_label(bars, fmt='%.0f', fontsize=7, padding=2)\n", " bar_containers.append(bars)\n", "\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(TEMP_LABELS, fontsize=10)\n", " ax.set_title(title, fontsize=11)\n", " ax.legend(fontsize=9)\n", " ax.grid(axis='y', alpha=0.3)\n", "\n", "axes[0].set_ylabel(r'$\\hat{\\tau}_\\mathrm{relax}$ (steps)', fontsize=11)\n", "axes[1].set_ylabel(r'$\\hat{\\tau}_\\mathrm{relax}^\\mathrm{norm}$ (equivalents)', fontsize=11)\n", "fig.suptitle('Relaxation time (median + 16–84% bands, two-start criterion)', fontsize=12, y=1.02)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "08b001d9", "metadata": {}, "source": [ "## Integrated autocorrelation time\n", "\n", "The two-start convergence test is a *non-equilibrium* diagnostic: it asks when the chain has forgotten its starting configuration. Once in equilibrium, the complementary question is *\"how statistically independent are consecutive samples?\"* — answered by the **integrated autocorrelation time** $\\tau_\\text{int}$.\n", "\n", "Given post-burn-in samples of observable $A_t$, define the normalised autocorrelation function:\n", "$$\\rho_A(\\tau) = \\frac{\\langle \\delta A_t\\,\\delta A_{t+\\tau}\\rangle}{\\langle \\delta A_t^2 \\rangle}, \\qquad \\delta A_t = A_t - \\langle A\\rangle.$$\n", "\n", "The integrated autocorrelation time is then:\n", "$$\\tau_\\text{int} = \\frac{1}{2} + \\sum_{\\tau=1}^{W} \\rho_A(\\tau).$$\n", "\n", "Its practical significance is direct: if you collect $N$ post-burn-in steps and estimate the mean $\\bar{A}$, the statistical error is\n", "$$\\sigma_{\\bar{A}}^2 \\approx \\frac{2\\,\\tau_\\text{int}\\,\\text{Var}(A)}{N}.$$\n", "In other words, $N / (2\\tau_\\text{int})$ is the **effective number of independent samples** — so $\\tau_\\text{int}$ directly controls the cost of any equilibrium measurement.\n", "\n", "The upper limit $W$ uses the **Madras–Sokal automatic window** [[4]](#Bibliography) [[5]](#Bibliography): increase $W$ one step at a time and stop as soon as $W \\geq c\\,\\tau_\\text{int}(W)$, with $c = 5$. This cuts off the noisy tail of $\\rho$ before it inflates the estimate.\n", "\n", "The burn-in discarded here equals $\\hat{\\tau}_\\text{relax}$ from the two-start analysis — each of the 10 seeds uses its own per-seed estimate. Note that the existing trajectories were designed for the thermalization study (1 000–4 000 steps); below $T_c$ for local updates the post-burn-in window is short (~400 steps), so those $\\tau_\\text{int}$ estimates carry larger uncertainty than the others." ] }, { "cell_type": "code", "execution_count": 7, "id": "2a46331c", "metadata": { "execution": { "iopub.execute_input": "2026-03-19T09:03:59.962962Z", "iopub.status.busy": "2026-03-19T09:03:59.962619Z", "iopub.status.idle": "2026-03-19T09:04:01.350247Z", "shell.execute_reply": "2026-03-19T09:04:01.348683Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Integrated autocorrelation time τ_int (raw steps, observable = |M|, c = 5):\n", "Temperature Random-site Metropolis Checkerboard Metropolis Wolff cluster\n", "------------------------------------------------------------------------------------------------------------------------\n", "Below $T_c$ 4.2 [ 2.9, 8.2] 1.2 [ 1.0, 1.3] 0.8 [ 0.7, 0.9]\n", "At $T_c$ 92.4 [80.0, 190.2] 74.7 [48.4, 101.1] 3.0 [ 1.8, 3.9]\n", "Above $T_c$ 11.4 [ 9.5, 16.4] 2.6 [ 2.5, 3.6] 11.9 [ 7.7, 24.6]\n", "\n", "(Madras–Sokal window c = 5, max-lag cap = 400, seeds = 10)\n", "Burn-in per seed = per-seed τ_relax from the two-start test.\n", "Note: 5 seed(s) returned NaN (post-burn-in trace too short); excluded from median.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# =====================================================================\n", "# Integrated autocorrelation time τ_int\n", "# Observable: |M|. Burn-in per seed taken from per-seed τ_relax above.\n", "# =====================================================================\n", "ACORR_C = 5 # Madras–Sokal window constant\n", "ACORR_MAX_LAG = 400 # hard cap on lag search\n", "\n", "\n", "def _notebook_autocorr(\n", " trace: np.ndarray,\n", " burn_in: int,\n", " c: float = ACORR_C,\n", " max_lag: int = ACORR_MAX_LAG,\n", ") -> tuple[float, int, np.ndarray]:\n", " \"\"\"\n", " Thin wrapper around utils.physics_helpers.calculate_autocorr.\n", "\n", " Applies burn-in, strips non-finite values, and returns NaN instead of\n", " raising for degenerate traces. Returns (tau_int, window_W, rho[0..W]).\n", " \"\"\"\n", " x = np.abs(np.asarray(trace, dtype=float))\n", " finite_idx = np.where(np.isfinite(x))[0]\n", " if finite_idx.size == 0:\n", " return np.nan, 0, np.array([1.0])\n", " x = x[finite_idx[0]: finite_idx[-1] + 1]\n", " bi = max(0, int(burn_in))\n", " if bi >= len(x) - 4:\n", " return np.nan, 0, np.array([1.0])\n", " x = x[bi:]\n", " try:\n", " C_t, tau_int = calculate_autocorr(\n", " time_series=x,\n", " max_lag=min(max_lag, len(x) // 4),\n", " window_constant=float(c),\n", " )\n", " except ZeroVarianceAutocorrelationError:\n", " return 0.5, 1, np.array([1.0])\n", " return float(tau_int), len(C_t) - 1, C_t\n", "\n", "\n", "# --- Compute τ_int per (temperature, update, seed) ---\n", "tau_int_samples = np.full((n_temp, n_upd, n_seed), np.nan)\n", "acorr_rho_rep = {} # representative ρ curve per (i, j) for plotting (seed 0)\n", "\n", "for i in range(n_temp):\n", " for j in range(n_upd):\n", " for s_idx in range(n_seed):\n", " burn_in = int(tau_samples[i, j, s_idx])\n", " trace = magnetization_traces_full[i, j, s_idx, 0]\n", " ti, _w, _ = _notebook_autocorr(trace, burn_in)\n", " tau_int_samples[i, j, s_idx] = ti\n", " # representative curve: seed 0\n", " burn0 = int(tau_samples[i, j, 0])\n", " _, _, rho0 = _notebook_autocorr(magnetization_traces_full[i, j, 0, 0], burn0)\n", " acorr_rho_rep[(i, j)] = rho0\n", "\n", "# --- Summary statistics ---\n", "median_tau_int = np.nanmedian(tau_int_samples, axis=2)\n", "p16_tau_int = np.nanpercentile(tau_int_samples, 16, axis=2)\n", "p84_tau_int = np.nanpercentile(tau_int_samples, 84, axis=2)\n", "\n", "tau_int_norm_samples = tau_int_samples * work_factor[:, :, np.newaxis]\n", "median_tau_int_norm = np.nanmedian(tau_int_norm_samples, axis=2)\n", "p16_tau_int_norm = np.nanpercentile(tau_int_norm_samples, 16, axis=2)\n", "p84_tau_int_norm = np.nanpercentile(tau_int_norm_samples, 84, axis=2)\n", "\n", "# --- Table ---\n", "col_w = 34\n", "header = f\"{'Temperature':<18}\" + ''.join(f'{UPDATE_LABELS[u]:>{col_w}}' for u in UPDATES)\n", "print(f'Integrated autocorrelation time τ_int (raw steps, observable = |M|, c = {ACORR_C}):')\n", "print(header)\n", "print('-' * len(header))\n", "for i, label in enumerate(TEMP_LABELS):\n", " entries = []\n", " for j in range(n_upd):\n", " med = median_tau_int[i, j]\n", " lo = p16_tau_int[i, j]\n", " hi = p84_tau_int[i, j]\n", " entries.append(f'{med:5.1f} [{lo:4.1f}, {hi:4.1f}]')\n", " print(f'{label:<18}' + ''.join(f'{e:>{col_w}}' for e in entries))\n", "\n", "print(f'\\n(Madras–Sokal window c = {ACORR_C}, max-lag cap = {ACORR_MAX_LAG}, seeds = {n_seed})')\n", "print('Burn-in per seed = per-seed τ_relax from the two-start test.')\n", "n_nan = int(np.isnan(tau_int_samples).sum())\n", "if n_nan:\n", " print(f'Note: {n_nan} seed(s) returned NaN (post-burn-in trace too short); excluded from median.')\n", "\n", "# --- Plot 1: ρ(τ) for each temperature (one panel per T, all algorithms) ---\n", "PLOT_LAGS = 100\n", "fig, axes = plt.subplots(1, n_temp, figsize=(14, 4), sharey=True)\n", "for i, (ax, label) in enumerate(zip(axes, TEMP_LABELS)):\n", " for j, update in enumerate(UPDATES):\n", " rho = acorr_rho_rep[(i, j)]\n", " lags = np.arange(min(len(rho), PLOT_LAGS))\n", " ax.plot(lags, rho[:PLOT_LAGS], color=PALETTE[update],\n", " label=UPDATE_LABELS[update], lw=1.5)\n", " ax.axhline(0, color='k', lw=0.6, ls='--')\n", " ax.set_xlabel('Lag τ (MC steps)', fontsize=10)\n", " ax.set_title(label, fontsize=11)\n", " ax.legend(fontsize=8)\n", " ax.grid(alpha=0.25)\n", "axes[0].set_ylabel(r'$\\rho_{|M|}(\\tau)$', fontsize=11)\n", "fig.suptitle(\n", " r'Equilibrium normalised autocorrelation $\\rho_{|M|}(\\tau)$ (seed 0, post burn-in)',\n", " fontsize=12,\n", ")\n", "fig.tight_layout()\n", "plt.show()\n", "\n", "# --- Plot 2: τ_int bar charts (raw + work-normalised) ---\n", "x_pos = np.arange(n_temp)\n", "width = 0.25\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "for ax_idx, (ax, ydata, yp16, yp84, title) in enumerate(zip(\n", " axes,\n", " [median_tau_int, median_tau_int_norm],\n", " [p16_tau_int, p16_tau_int_norm],\n", " [p84_tau_int, p84_tau_int_norm],\n", " ['Raw MC steps', r'Work-normalised ($L^2$ sweep equivalents)'],\n", ")):\n", " for j, update in enumerate(UPDATES):\n", " y = ydata[:, j]\n", " yerr = np.vstack([np.clip(y - yp16[:, j], 0, None),\n", " np.clip(yp84[:, j] - y, 0, None)])\n", " bars = ax.bar(\n", " x_pos + (j - 1) * width, y, width=width, yerr=yerr, capsize=4,\n", " label=UPDATE_LABELS[update], color=PALETTE[update], alpha=0.85,\n", " )\n", " ax.bar_label(bars, fmt='%.1f', fontsize=7, padding=2)\n", " ax.set_xticks(x_pos)\n", " ax.set_xticklabels(TEMP_LABELS, fontsize=10)\n", " ax.set_title(title, fontsize=11)\n", " ax.legend(fontsize=9)\n", " ax.grid(axis='y', alpha=0.3)\n", "\n", "axes[0].set_ylabel(r'$\\tau_\\mathrm{int}$ (steps)', fontsize=11)\n", "axes[1].set_ylabel(r'$\\tau_\\mathrm{int}^\\mathrm{norm}$ (equivalents)', fontsize=11)\n", "fig.suptitle(\n", " r'Integrated autocorrelation time $\\tau_\\mathrm{int}$ (median + 16–84% bands)',\n", " fontsize=12, y=1.02,\n", ")\n", "fig.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "cf25bd98", "metadata": {}, "source": [ "## Interpretation\n", "\n", "The plots tell a coherent physical story across two complementary metrics.\n", "\n", "### Raw step counts (two-start $\\hat{\\tau}_\\text{relax}$)\n", "Local updates (random-site and checkerboard Metropolis) are *slow below $T_c$* (~600 and ~344 steps) because individual spin flips must nucleate and grow an ordered domain against thermal noise — a diffusive process. At $T_c$ they remain slow for the same reason: the correlation length diverges, so the same domain-growth bottleneck occurs on every length scale simultaneously (**critical slowing down**, $z \\approx 2$ for local dynamics). Above $T_c$ they recover quickly (~150–200 steps) because the disordered phase has short-range correlations only.\n", "\n", "Wolff, measured in raw steps, looks faster below $T_c$ (150 steps) and comparable above (163 steps), but this comparison is misleading — see below.\n", "\n", "### Work-normalised view\n", "Converting to $L^2$-sweep equivalents (multiplying Wolff steps by $\\langle C \\rangle / L^2$) reveals the true picture:\n", "\n", "| Temperature | $\\langle C \\rangle$ | $\\langle C \\rangle / L^2$ | Wolff (norm.) | Random (norm.) | Speed-up |\n", "|---|---|---|---|---|---|\n", "| Below $T_c$ | 3 714 spins | 0.91 | **136** sweeps | 597 sweeps | ~4 × |\n", "| At $T_c$ | 1 593 spins | 0.39 | **196** sweeps | 568 sweeps | ~3 × |\n", "| Above $T_c$ | 20 spins | 0.005 | **~1** sweep | 153 sweeps | **~190 ×** |\n", "\n", "**Below $T_c$**: Wolff clusters are nearly system-spanning ($\\langle C \\rangle / L^2 \\approx 0.91$). Each step flips almost the whole lattice, so only a handful of flips is needed to reach equilibrium. Even after normalisation it is ~4 × faster than random: it tunnels the free-energy barrier between the $+M$ and $-M$ wells in one step, whereas local updates must diffuse across it.\n", "\n", "**At $T_c$**: Clusters cover ~39% of the lattice. The normalised relaxation time (≈196) is noticeably smaller than local updates (≈340–570), confirming that Wolff retains a polynomial advantage. Dynamic scaling predicts $z_\\text{Wolff} \\approx 0.25$ versus $z_\\text{local} \\approx 2.2$, consistent with a growing advantage at larger $L$.\n", "\n", "**Above $T_c$**: Clusters are tiny — only ~20 spins out of 4 096. The system decorrelates in ~1 normalised sweep because each step is a cheap, precisely targeted flip. Local algorithms also relax quickly above $T_c$, but Wolff's targeted nature makes it ~190 × more efficient per spin touched.\n", "\n", "### Comparing $\\hat{\\tau}_\\text{relax}$ and $\\tau_\\text{int}$\n", "The two metrics probe different aspects of the same slow modes:\n", "\n", "- **$\\hat{\\tau}_\\text{relax}$** asks *\"how long until the chain forgets its initial condition?\"* — a non-equilibrium, transient question.\n", "- **$\\tau_\\text{int}$** asks *\"how quickly does equilibrium memory fade?\"* — a purely stationary-distribution property.\n", "\n", "Because both are controlled by the slowest eigenvalue of the Markov operator, they are of the same order of magnitude. However they are not identical: $\\hat{\\tau}_\\text{relax}$ depends on how far the initial state is from equilibrium and which modes are excited, while $\\tau_\\text{int}$ reflects a weighted sum over all slow modes relative to fluctuation amplitude. In practice $\\tau_\\text{int}$ is usually somewhat smaller because the dominant non-equilibrium mode (e.g. the global magnetisation drift below $T_c$) decays faster than the local fluctuation modes that dominate $\\tau_\\text{int}$. The two-start estimator is the right tool for deciding when to *start* collecting data; $\\tau_\\text{int}$ is the right tool for deciding how much data you actually need to reach a target statistical precision.\n", "\n", "The key lesson across both panels: **never compare algorithm step counts directly — normalise by actual work done**." ] }, { "cell_type": "markdown", "id": "77c43b71", "metadata": {}, "source": [ "## Bibliography\n", "\n", "[[1]](#Bibliography) L. Onsager, \"Crystal Statistics. I. A Two-Dimensional Model with an Order-Disorder Transition,\" *Physical Review*, vol. 65, no. 3-4, pp. 117–149, 1944. [APS Open Access](https://journals.aps.org/pr/abstract/10.1103/PhysRev.65.117)\n", "\n", "[[2]](#Bibliography) W. K. Hastings, \"Monte Carlo sampling methods using Markov chains and their applications,\" *Biometrika*, vol. 57, no. 1, pp. 97–109, 1970. [Oxford Academic Open Access](https://academic.oup.com/biomet/article/57/1/97/252073)\n", "\n", "[[3]](#Bibliography) U. Wolff, \"Collective Monte Carlo Updating for Spin Systems,\" *Physical Review Letters*, vol. 62, no. 4, pp. 361–364, 1989. [APS Open Access](https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.62.361)\n", "\n", "[[4]](#Bibliography) M. E. J. Newman and G. T. Barkema, \"Monte Carlo Methods in Statistical Physics,\" Oxford University Press, 1999. [Lecture Notes Summary (H. G. Katzgraber)](https://arxiv.org/abs/0905.1629)\n", "\n", "[[5]](#Bibliography) A. D. Sokal, \"Monte Carlo Methods in Statistical Mechanics: Foundations and New Algorithms,\" lecture notes (1989), published in *Functional Integration: Basics and Applications* (C. DeWitt-Morette, P. Cartier, A. Folacci, eds.), Springer, 1997, pp. 131–192. Standard reference for the integrated autocorrelation time and the automatic windowing estimator. [Springer Link](https://link.springer.com/chapter/10.1007/978-1-4899-0319-8_6)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv (3.12.12)", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }