{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 9. Markov Chain Monte Carlo" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install -q numpyro arviz" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import inspect\n", "import math\n", "import os\n", "import warnings\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import jax.numpy as jnp\n", "from jax import lax, random\n", "\n", "import numpyro\n", "import numpyro.distributions as dist\n", "import numpyro.optim as optim\n", "from numpyro.diagnostics import print_summary\n", "from numpyro.infer import MCMC, NUTS, SVI, Trace_ELBO, init_to_value\n", "from numpyro.infer.autoguide import AutoLaplaceApproximation\n", "\n", "if \"SVG\" in os.environ:\n", " %config InlineBackend.figure_formats = [\"svg\"]\n", "az.style.use(\"arviz-darkgrid\")\n", "warnings.formatwarning = lambda message, category, *args, **kwargs: \"{}: {}\\n\".format(\n", " category.__name__, message\n", ")\n", "numpyro.set_platform(\"cpu\")\n", "numpyro.set_host_device_count(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.1" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "num_weeks = int(1e5)\n", "positions = jnp.repeat(0, num_weeks)\n", "current = 10\n", "\n", "\n", "def body_fn(i, val):\n", " positions, current = val\n", " # record current position\n", " positions = positions.at[i].set(current)\n", "\n", " # flip coin to generate proposal\n", " bern = dist.Bernoulli(0.5).sample(random.fold_in(random.PRNGKey(0), i))\n", " proposal = current + (bern * 2 - 1)\n", " # now make sure he loops around the archipelago\n", " proposal = jnp.where(proposal < 1, 10, proposal)\n", " proposal = jnp.where(proposal > 10, 1, proposal)\n", "\n", " # move?\n", " prob_move = proposal / current\n", " unif = dist.Uniform().sample(random.fold_in(random.PRNGKey(1), i))\n", " current = jnp.where(unif < prob_move, proposal, current)\n", " return positions, current\n", "\n", "\n", "positions, current = lax.fori_loop(0, num_weeks, body_fn, (positions, current))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(range(1, 101), positions[:100], \"o\", mfc=\"none\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.3" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(np.asarray(positions), bins=range(1, 12), rwidth=0.1, align=\"left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.4" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "D = 10\n", "T = int(1e3)\n", "Y = dist.MultivariateNormal(jnp.repeat(0, D), jnp.identity(D)).sample(\n", " random.PRNGKey(0), (T,)\n", ")\n", "rad_dist = lambda Y: jnp.sqrt(jnp.sum(Y**2))\n", "Rd = lax.map(lambda i: rad_dist(Y[i]), jnp.arange(T))\n", "az.plot_kde(Rd, bw=0.18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.5" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# U needs to return neg-log-probability\n", "def U(q, a=0, b=1, k=0, d=1):\n", " muy = q[0]\n", " mux = q[1]\n", " logprob_y = jnp.sum(dist.Normal(muy, 1).log_prob(y))\n", " logprob_x = jnp.sum(dist.Normal(mux, 1).log_prob(x))\n", " logprob_muy = dist.Normal(a, b).log_prob(muy)\n", " logprob_mux = dist.Normal(k, d).log_prob(mux)\n", " U = logprob_y + logprob_x + logprob_muy + logprob_mux\n", " return -U" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.6" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# gradient function\n", "# need vector of partial derivatives of U with respect to vector q\n", "def U_gradient(q, a=0, b=1, k=0, d=1):\n", " muy = q[0]\n", " mux = q[1]\n", " G1 = jnp.sum(y - muy) + (a - muy) / b**2 # dU/dmuy\n", " G2 = jnp.sum(x - mux) + (k - mux) / b**2 # dU/dmux\n", " return jnp.stack([-G1, -G2]) # negative bc energy is neg-log-prob\n", "\n", "\n", "# test data\n", "with numpyro.handlers.seed(rng_seed=7):\n", " y = numpyro.sample(\"y\", dist.Normal().expand([50]))\n", " x = numpyro.sample(\"x\", dist.Normal().expand([50]))\n", " x = (x - jnp.mean(x)) / jnp.std(x)\n", " y = (y - jnp.mean(y)) / jnp.std(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.7" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def HMC2(U, grad_U, epsilon, L, current_q, rng):\n", " q = current_q\n", " # random flick - p is momentum\n", " p = dist.Normal(0, 1).sample(random.fold_in(rng, 0), (q.shape[0],))\n", " current_p = p\n", " # Make a half step for momentum at the beginning\n", " p = p - epsilon * grad_U(q) / 2\n", " # initialize bookkeeping - saves trajectory\n", " qtraj = jnp.full((L + 1, q.shape[0]), jnp.nan)\n", " ptraj = qtraj\n", " qtraj = qtraj.at[0].set(current_q)\n", " ptraj = ptraj.at[0].set(p)\n", "\n", " # Alternate full steps for position and momentum\n", " for i in range(L):\n", " q = q + epsilon * p # Full step for the position\n", " # Make a full step for the momentum, except at end of trajectory\n", " if i != (L - 1):\n", " p = p - epsilon * grad_U(q)\n", " ptraj = ptraj.at[i + 1].set(p)\n", " qtraj = qtraj.at[i + 1].set(q)\n", "\n", " # Make a half step for momentum at the end\n", " p = p - epsilon * grad_U(q) / 2\n", " ptraj = ptraj.at[L].set(p)\n", " # Negate momentum at end of trajectory to make the proposal symmetric\n", " p = -p\n", " # Evaluate potential and kinetic energies at start and end of trajectory\n", " current_U = U(current_q)\n", " current_K = jnp.sum(current_p**2) / 2\n", " proposed_U = U(q)\n", " proposed_K = jnp.sum(p**2) / 2\n", " # Accept or reject the state at end of trajectory, returning either\n", " # the position at the end of the trajectory or the initial position\n", " accept = 0\n", " runif = dist.Uniform().sample(random.fold_in(rng, 1))\n", " if runif < jnp.exp(current_U - proposed_U + current_K - proposed_K):\n", " new_q = q # accept\n", " accept = 1\n", " else:\n", " new_q = current_q # reject\n", " return {\n", " \"q\": new_q,\n", " \"traj\": qtraj,\n", " \"ptraj\": ptraj,\n", " \"accept\": accept,\n", " \"dH\": proposed_U + proposed_K - (current_U + current_K),\n", " }\n", "\n", "\n", "Q = {}\n", "Q[\"q\"] = jnp.array([-0.1, 0.2])\n", "pr = 0.31\n", "plt.subplot(ylabel=\"muy\", xlabel=\"mux\", xlim=(-pr, pr), ylim=(-pr, pr))\n", "step = 0.03\n", "L = 11 # 0.03/28 for U-turns --- 11 for working example\n", "n_samples = 4\n", "path_col = (0, 0, 0, 0.5)\n", "for r in 0.075 * jnp.arange(2, 6):\n", " plt.gca().add_artist(plt.Circle((0, 0), r, alpha=0.2, fill=False))\n", "plt.scatter(Q[\"q\"][0], Q[\"q\"][1], c=\"k\", marker=\"x\", zorder=4)\n", "for i in range(n_samples):\n", " Q = HMC2(U, U_gradient, step, L, Q[\"q\"], random.fold_in(random.PRNGKey(0), i))\n", " if n_samples < 10:\n", " for j in range(L):\n", " K0 = jnp.sum(Q[\"ptraj\"][j] ** 2) / 2\n", " plt.plot(\n", " Q[\"traj\"][j : j + 2, 0],\n", " Q[\"traj\"][j : j + 2, 1],\n", " c=path_col,\n", " lw=1 + 2 * K0,\n", " )\n", " plt.scatter(Q[\"traj\"][:, 0], Q[\"traj\"][:, 1], c=\"white\", s=5, zorder=3)\n", " # for fancy arrows\n", " dx = Q[\"traj\"][L, 0] - Q[\"traj\"][L - 1, 0]\n", " dy = Q[\"traj\"][L, 1] - Q[\"traj\"][L - 1, 1]\n", " d = jnp.sqrt(dx**2 + dy**2)\n", " plt.annotate(\n", " \"\",\n", " (Q[\"traj\"][L - 1, 0], Q[\"traj\"][L - 1, 1]),\n", " (Q[\"traj\"][L, 0], Q[\"traj\"][L, 1]),\n", " arrowprops={\"arrowstyle\": \"<-\"},\n", " )\n", " plt.annotate(\n", " str(i + 1),\n", " (Q[\"traj\"][L, 0], Q[\"traj\"][L, 1]),\n", " xytext=(3, 3),\n", " textcoords=\"offset points\",\n", " )\n", " plt.scatter(\n", " Q[\"traj\"][L + 1, 0],\n", " Q[\"traj\"][L + 1, 1],\n", " c=(\"red\" if jnp.abs(Q[\"dH\"]) > 0.1 else \"black\"),\n", " zorder=4,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.8" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "def HMC2(U, grad_U, epsilon, L, current_q, rng):\n", " q = current_q\n", " # random flick - p is momentum\n", " p = dist.Normal(0, 1).sample(random.fold_in(rng, 0), (q.shape[0],))\n", " current_p = p\n", " # Make a half step for momentum at the beginning\n", " p = p - epsilon * grad_U(q) / 2\n", " # initialize bookkeeping - saves trajectory\n", " qtraj = jnp.full((L + 1, q.shape[0]), jnp.nan)\n", " ptraj = qtraj\n", " qtraj = qtraj.at[0].set(current_q)\n", " ptraj = ptraj.at[0].set(p)\n" ] } ], "source": [ "source_HMC2 = inspect.getsourcelines(HMC2)\n", "print(\"\".join(\"\".join(source_HMC2[0]).split(\"\\n\\n\")[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.9" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " # Alternate full steps for position and momentum\n", " for i in range(L):\n", " q = q + epsilon * p # Full step for the position\n", " # Make a full step for the momentum, except at end of trajectory\n", " if i != (L - 1):\n", " p = p - epsilon * grad_U(q)\n", " ptraj = ptraj.at[i + 1].set(p)\n", " qtraj = qtraj.at[i + 1].set(q)\n" ] } ], "source": [ "print(\"\".join(\"\".join(source_HMC2[0]).split(\"\\n\\n\")[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.10" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " # Make a half step for momentum at the end\n", " p = p - epsilon * grad_U(q) / 2\n", " ptraj = ptraj.at[L].set(p)\n", " # Negate momentum at end of trajectory to make the proposal symmetric\n", " p = -p\n", " # Evaluate potential and kinetic energies at start and end of trajectory\n", " current_U = U(current_q)\n", " current_K = jnp.sum(current_p ** 2) / 2\n", " proposed_U = U(q)\n", " proposed_K = jnp.sum(p ** 2) / 2\n", " # Accept or reject the state at end of trajectory, returning either\n", " # the position at the end of the trajectory or the initial position\n", " accept = 0\n", " runif = dist.Uniform().sample(random.fold_in(rng, 1))\n", " if runif < jnp.exp(current_U - proposed_U + current_K - proposed_K):\n", " new_q = q # accept\n", " accept = 1\n", " else:\n", " new_q = current_q # reject\n", " return {\n", " \"q\": new_q,\n", " \"traj\": qtraj,\n", " \"ptraj\": ptraj,\n", " \"accept\": accept,\n", " \"dH\": proposed_U + proposed_K - (current_U + current_K),\n", " }\n", "\n" ] } ], "source": [ "print(\"\".join(\"\".join(source_HMC2[0]).split(\"\\n\\n\")[2]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.11" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "rugged = pd.read_csv(\"../data/rugged.csv\", sep=\";\")\n", "d = rugged\n", "d[\"log_gdp\"] = d[\"rgdppc_2000\"].apply(math.log)\n", "dd = d[d[\"rgdppc_2000\"].notnull()].copy()\n", "dd[\"log_gdp_std\"] = dd.log_gdp / dd.log_gdp.mean()\n", "dd[\"rugged_std\"] = dd.rugged / dd.rugged.max()\n", "dd[\"cid\"] = jnp.where(dd.cont_africa.values == 1, 0, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.12" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:01<00:00, 902.18it/s, init loss: 1670.7775, avg. loss [951-1000]: -134.7926]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " a[0] 0.89 0.02 0.89 0.86 0.91 1009.20 1.00\n", " a[1] 1.05 0.01 1.05 1.04 1.07 755.33 1.00\n", " b[0] 0.13 0.07 0.13 0.01 0.24 1045.06 1.00\n", " b[1] -0.15 0.06 -0.14 -0.23 -0.05 1003.36 1.00\n", " sigma 0.11 0.01 0.11 0.10 0.12 810.01 1.00\n", "\n" ] } ], "source": [ "def model(cid, rugged_std, log_gdp_std=None):\n", " a = numpyro.sample(\"a\", dist.Normal(1, 0.1).expand([2]))\n", " b = numpyro.sample(\"b\", dist.Normal(0, 0.3).expand([2]))\n", " sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n", " mu = numpyro.deterministic(\"mu\", a[cid] + b[cid] * (rugged_std - 0.215))\n", " numpyro.sample(\"log_gdp_std\", dist.Normal(mu, sigma), obs=log_gdp_std)\n", "\n", "\n", "m8_3 = AutoLaplaceApproximation(model)\n", "svi = SVI(\n", " model,\n", " m8_3,\n", " optim.Adam(0.1),\n", " Trace_ELBO(),\n", " cid=dd.cid.values,\n", " rugged_std=dd.rugged_std.values,\n", " log_gdp_std=dd.log_gdp_std.values,\n", ")\n", "svi_result = svi.run(random.PRNGKey(0), 1000)\n", "p8_3 = svi_result.params\n", "post = m8_3.sample_posterior(random.PRNGKey(1), p8_3, sample_shape=(1000,))\n", "print_summary({k: v for k, v in post.items() if k != \"mu\"}, 0.89, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.13" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'log_gdp_std': array([0.87971187, 0.9647547 , 1.1662705 , 1.10448536, 0.91490375]),\n", " 'rugged_std': array([0.13834247, 0.55256369, 0.12399226, 0.12495969, 0.43340858]),\n", " 'cid': array([0, 1, 1, 1, 1], dtype=int32)}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dat_slim = {\n", " \"log_gdp_std\": dd.log_gdp_std.values,\n", " \"rugged_std\": dd.rugged_std.values,\n", " \"cid\": dd.cid.values,\n", "}\n", "{k: v[:5] for k, v in dat_slim.items()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.14" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "sample: 100%|██████████| 1000/1000 [00:03<00:00, 332.63it/s, 7 steps of size 7.52e-01. acc. prob=0.88]\n" ] } ], "source": [ "def model(cid, rugged_std, log_gdp_std):\n", " a = numpyro.sample(\"a\", dist.Normal(1, 0.1).expand([2]))\n", " b = numpyro.sample(\"b\", dist.Normal(0, 0.3).expand([2]))\n", " sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n", " mu = a[cid] + b[cid] * (rugged_std - 0.215)\n", " numpyro.sample(\"log_gdp_std\", dist.Normal(mu, sigma), obs=log_gdp_std)\n", "\n", "\n", "m9_1 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=1)\n", "m9_1.run(random.PRNGKey(0), **dat_slim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.15" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " a[0] 0.89 0.01 0.89 0.86 0.91 548.48 1.00\n", " a[1] 1.05 0.01 1.05 1.03 1.06 596.74 1.00\n", " b[0] 0.13 0.08 0.14 0.01 0.25 706.93 1.00\n", " b[1] -0.14 0.05 -0.14 -0.23 -0.07 552.43 1.00\n", " sigma 0.11 0.01 0.11 0.10 0.12 695.26 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "m9_1.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.16" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_pair(az.from_numpyro(m9_1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.20" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(az.from_numpyro(m9_1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.21" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_rank(az.from_numpyro(m9_1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 9.22" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00