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@junpenglao
Last active November 10, 2020 07:46
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theano-jax test drive.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "theano-jax test drive.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/junpenglao/fe5e1b451c076cc7b4ca16acdd7d6472/theano-jax-test-drive.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vn3mBaZ1s9Qd"
},
"source": [
"import os\n",
"import re\n",
"\n",
"xla_flags = os.getenv('XLA_FLAGS', '').lstrip('--')\n",
"xla_flags = re.sub(r'xla_force_host_platform_device_count=.+\\s', '', xla_flags).split()\n",
"os.environ['XLA_FLAGS'] = ' '.join(['--xla_force_host_platform_device_count={}'.format(100)]\n",
" + xla_flags)"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "FqdQv4Sff1RR"
},
"source": [
"# TL;dr"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jCHb7uQecmVM"
},
"source": [
"Follow instruction in https://github.com/pymc-devs/Theano-PyMC/pull/21, run locally."
]
},
{
"cell_type": "code",
"metadata": {
"id": "PnuDh6BT8BoV"
},
"source": [
"import theano\n",
"\n",
"# Disable C compilation by default\n",
"theano.config.cxx = \"\"\n",
"\n",
"# This will make the JAX Linker the default\n",
"theano.config.mode = \"JAX\""
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Y8L23fxm8M7t"
},
"source": [
"import numpy as np\n",
"import pymc3 as pm\n",
"\n",
"x = np.linspace(0, 1, 10)\n",
"y = x * 4. + 1.4 + np.random.randn(10)\n",
"\n",
"with pm.Model() as model:\n",
" beta = pm.Normal('beta', 0., 5., shape=2)\n",
" sigma = pm.HalfNormal('sigma', 2.5)\n",
" obs = pm.Normal('obs', beta[0] + beta[1] * x, sigma, observed=y)"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "4pPLH3iw9RjO",
"outputId": "9862ce82-e71e-4966-f9b9-442581cb76ca",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 201
}
},
"source": [
"import jax\n",
"from theano.sandbox.jaxify import jax_funcify\n",
"\n",
"fgraph = theano.gof.FunctionGraph(model.free_RVs, [model.logpt])\n",
"fns = jax_funcify(fgraph)\n",
"logp_fn_jax = fns[0]\n",
"\n",
"rv_names = [rv.name for rv in model.free_RVs]\n",
"init_state = [model.test_point[rv_name] for rv_name in rv_names]\n",
"nchain = 5\n",
"init_state_batched = jax.tree_map(\n",
" lambda x: np.repeat(x[None, ...], nchain, axis=0),\n",
" init_state)\n",
"\n",
"dlogp_logp_fn = jax.value_and_grad(logp_fn_jax, argnums=range(len(init_state)))\n",
"jax.vmap(dlogp_logp_fn)(*init_state_batched)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": [
"/home/junpenglao/miniconda3/envs/theano-jax/lib/python3.8/site-packages/jax/lib/xla_bridge.py:130: UserWarning: No GPU/TPU found, falling back to CPU.\n",
" warnings.warn('No GPU/TPU found, falling back to CPU.')\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(DeviceArray([-42.61343286, -42.61343286, -42.61343286, -42.61343286,\n",
" -42.61343286], dtype=float64),\n",
" (DeviceArray([[9.10228547, 5.78278361],\n",
" [9.10228547, 5.78278361],\n",
" [9.10228547, 5.78278361],\n",
" [9.10228547, 5.78278361],\n",
" [9.10228547, 5.78278361]], dtype=float64),\n",
" DeviceArray([31.74819673, 31.74819673, 31.74819673, 31.74819673,\n",
" 31.74819673], dtype=float64)))"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "asMU7ITc9c2c"
},
"source": [
"from tensorflow_probability.substrates import jax as tfp\n",
"\n",
"seed = jax.random.PRNGKey(10)\n",
"@jax.jit\n",
"def sample_posterior(init_state, step_size, seed):\n",
" nuts = tfp.mcmc.NoUTurnSampler(\n",
" target_log_prob_fn=jax.vmap(logp_fn_jax), step_size=step_size)\n",
" nuts = tfp.mcmc.DualAveragingStepSizeAdaptation(\n",
" nuts, 500, target_accept_prob=0.85)\n",
" return tfp.mcmc.sample_chain(\n",
" 500, init_state, num_burnin_steps=500,\n",
" kernel=nuts, trace_fn=None, seed=seed)"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "b1Dgx6byGKlY"
},
"source": [
"First run (with compile time)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "cka5mufkAF78",
"outputId": "9535b2af-4be5-4d25-9422-73cc169fdfba",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"\n",
"mcmc_samples = sample_posterior(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 10.1 s, sys: 125 ms, total: 10.3 s\n",
"Wall time: 10.4 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_JRam4VdF9SX"
},
"source": [
"After compiled"
]
},
{
"cell_type": "code",
"metadata": {
"id": "KXLinl-pF8R3",
"outputId": "2b7fb045-a252-4a89-d771-ecc05da97766",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"\n",
"mcmc_samples = sample_posterior(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 112 ms, sys: 0 ns, total: 112 ms\n",
"Wall time: 111 ms\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6WdiGa5JAPc9",
"outputId": "edf37bb1-9c0a-4219-8437-31dd59c2be59",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 455
}
},
"source": [
"import arviz as az\n",
"posterior = {k:np.swapaxes(v, 1, 0)\n",
" for k, v in zip(rv_names, mcmc_samples)}\n",
"\n",
"az_trace = az.from_dict(posterior=posterior)\n",
"az.plot_trace(az_trace);"
],
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OAY4HRuGGTvk"
},
"source": [
"## Different parallelization strategy\n",
"\n",
"The sampling above vmaps the log_prob_fn and use the batch sampling in TFP NUTS\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VxSD7mMpH3m0"
},
"source": [
"### vmapping sample routine"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zC_hRalZH3m-"
},
"source": [
"@jax.jit\n",
"@jax.vmap\n",
"def sample_posterior_v2(init_state, step_size, seed):\n",
" nuts = tfp.mcmc.NoUTurnSampler(\n",
" target_log_prob_fn=logp_fn_jax, step_size=step_size)\n",
" nuts = tfp.mcmc.DualAveragingStepSizeAdaptation(\n",
" nuts, 500, target_accept_prob=0.85)\n",
" return tfp.mcmc.sample_chain(\n",
" 500, init_state, num_burnin_steps=500,\n",
" kernel=nuts, trace_fn=None, seed=seed)"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "s9YBOcODH3nM"
},
"source": [
"First run (with compile time)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "eHR5xikhH3nO",
"outputId": "13f7dc14-c3a9-4ffb-909d-3675d62cca9b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"map_seed = jax.random.split(seed, nchain)\n",
"mcmc_samples = sample_posterior_v2(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" map_seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 23.1 s, sys: 170 ms, total: 23.3 s\n",
"Wall time: 24.3 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "L1hz_fAKH3na"
},
"source": [
"After compiled"
]
},
{
"cell_type": "code",
"metadata": {
"id": "10Wwe0AhH3nc",
"outputId": "f7a0fd04-7753-4851-c7ca-6a1b3810d06c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"\n",
"mcmc_samples = sample_posterior_v2(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" map_seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 68.2 ms, sys: 164 µs, total: 68.3 ms\n",
"Wall time: 69.4 ms\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BsSiKtehJrqI"
},
"source": [
"### pmapping sample routine"
]
},
{
"cell_type": "code",
"metadata": {
"id": "dcfmGVZlIfNE",
"outputId": "3a340042-47c6-427c-9ca1-4a70582c3338",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"jax.device_count()"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"100"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "BBDcdTLwJrqW"
},
"source": [
"@jax.pmap\n",
"def sample_posterior_v3(init_state, step_size, seed):\n",
" nuts = tfp.mcmc.NoUTurnSampler(\n",
" target_log_prob_fn=logp_fn_jax, step_size=step_size)\n",
" nuts = tfp.mcmc.DualAveragingStepSizeAdaptation(\n",
" nuts, 500, target_accept_prob=0.85)\n",
" return tfp.mcmc.sample_chain(\n",
" 500, init_state, num_burnin_steps=500,\n",
" kernel=nuts, trace_fn=None, seed=seed)"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "zqb-IbOkJrqn"
},
"source": [
"First run (with compile time)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "eOgQQNqaJrqp",
"outputId": "6ebe1c81-7349-4a59-de5d-67a8af87b4b2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"map_seed = jax.random.split(seed, nchain)\n",
"mcmc_samples = sample_posterior_v3(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" map_seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 6.22 s, sys: 52.4 ms, total: 6.28 s\n",
"Wall time: 6.21 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OYdgb_5sJrq1"
},
"source": [
"After compiled"
]
},
{
"cell_type": "code",
"metadata": {
"id": "hy9YpLxtJrq2",
"outputId": "5da775ca-36e3-4a02-b89f-269adbf5fd61",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"%%time\n",
"\n",
"mcmc_samples = sample_posterior_v3(\n",
" init_state_batched,\n",
" jax.tree_map(np.ones_like, init_state_batched),\n",
" map_seed)\n",
"_ = mcmc_samples[0].block_until_ready()"
],
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": [
"CPU times: user 53.2 ms, sys: 2.01 ms, total: 55.2 ms\n",
"Wall time: 26.7 ms\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fFl8UIHWrwET"
},
"source": [
"## SMC"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ulf-GBRarvir",
"outputId": "aa484d3d-668e-4f66-c1f4-93f2ce45ab4a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50
}
},
"source": [
"fgraph = theano.gof.FunctionGraph(model.free_RVs, [model.varlogpt, model.datalogpt])\n",
"prior_logp_func, likelihood_logp_func = jax_funcify(fgraph)\n",
"\n",
"rv_names = [rv.name for rv in model.free_RVs]\n",
"init_state = [model.test_point[rv_name] for rv_name in rv_names]\n",
"\n",
"logp_fn_jax(*init_state), prior_logp_func(*init_state) + likelihood_logp_func(*init_state)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(DeviceArray(-42.61343286, dtype=float64),\n",
" DeviceArray(-42.61343286, dtype=float64))"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hlF6N34htR-o",
"cellView": "both"
},
"source": [
"nparticle = 1000\n",
"# initialize population\n",
"init_state2 = pm.sample_prior_predictive(\n",
" nchain * nparticle,\n",
" var_names=[v.name for v in model.unobserved_RVs],\n",
" model=model,\n",
")\n",
"init_state_smc = [\n",
" np.reshape(init_state2[rv_name], (\n",
" nchain, nparticle, *init_state2[rv_name].shape[1:]))\n",
" for rv_name in rv_names]"
],
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "-9nmls-kwa3n",
"cellView": "form"
},
"source": [
"#@title Independent Metropolis\n",
"USE_INIT_MVN = True #@param {type:\"boolean\"}\n",
"\n",
"import collections\n",
"import warnings\n",
"\n",
"samplers = tfp.internal.samplers\n",
"mcmc_util = tfp.mcmc.internal.util\n",
"tfd = tfp.distributions\n",
"\n",
"\n",
"UncalibratedIndependentResults = collections.namedtuple(\n",
" 'UncalibratedIndependentResults',\n",
" [\n",
" 'log_acceptance_correction', # backward - forward\n",
" 'backward_log_acceptance_correction', # g(x_t | x')\n",
" 'forward_log_acceptance_correction', # g(x' | x_t)\n",
" 'target_log_prob',\n",
" 'seed',\n",
" ])\n",
"\n",
"class UncalibratedIndependentMetropolis(tfp.mcmc.TransitionKernel):\n",
" def __init__(self,\n",
" target_log_prob_fn,\n",
" state_std=None,\n",
" name=None):\n",
" self.state_std = state_std\n",
" self.target_log_prob_fn = target_log_prob_fn\n",
" self._parameters = dict(\n",
" target_log_prob_fn=target_log_prob_fn,\n",
" state_std=state_std,\n",
" name=name)\n",
" \n",
" @property\n",
" def parameters(self):\n",
" \"\"\"Return `dict` of ``__init__`` arguments and their values.\"\"\"\n",
" return self._parameters\n",
"\n",
" @property\n",
" def is_calibrated(self):\n",
" return False\n",
" \n",
" def gen_proprosal_dist(self, rvs, log_prob_rank):\n",
" return tfd.JointDistributionSequential(\n",
" jax.tree_multimap(\n",
" lambda rv, std: tfd.Independent(tfd.Normal(\n",
" jax.numpy.mean(rv, axis=0, keepdims=False), scale=std),\n",
" jax.numpy.ndim(rv)-log_prob_rank), \n",
" rvs, self.state_std)\n",
" )\n",
" \n",
" def one_step(self, current_state, previous_kernel_results, seed):\n",
" if mcmc_util.is_list_like(current_state):\n",
" current_state_parts = list(current_state)\n",
" else:\n",
" current_state_parts = [current_state]\n",
" current_state_parts = [jax.numpy.asarray(s) for s in current_state_parts]\n",
"\n",
" seed = samplers.sanitize_seed(seed)\n",
"\n",
" log_prob_rank = jax.numpy.ndim(previous_kernel_results.target_log_prob)\n",
"\n",
" if USE_INIT_MVN:\n",
" proposal_dist = self.default_proposal_dist\n",
" else:\n",
" proposal_dist = self.gen_proprosal_dist(\n",
" current_state_parts, log_prob_rank)\n",
"\n",
" next_state_parts = proposal_dist.sample(\n",
" current_state_parts[0].shape[0], seed=seed)\n",
" forward_log_acceptance_correction = proposal_dist.log_prob(next_state_parts)\n",
" backward_dist = self.gen_proprosal_dist(next_state_parts, log_prob_rank)\n",
" backward_log_acceptance_correction = backward_dist.log_prob(\n",
" current_state_parts)\n",
" log_acceptance_correction = (backward_log_acceptance_correction -\n",
" forward_log_acceptance_correction)\n",
" # Compute `target_log_prob` so its available to MetropolisHastings.\n",
" next_target_log_prob = self.target_log_prob_fn(*next_state_parts) # pylint: disable=not-callable\n",
"\n",
" def maybe_flatten(x):\n",
" return x if mcmc_util.is_list_like(current_state) else x[0]\n",
"\n",
" return [\n",
" maybe_flatten(next_state_parts),\n",
" UncalibratedIndependentResults(\n",
" log_acceptance_correction=log_acceptance_correction,\n",
" backward_log_acceptance_correction=backward_log_acceptance_correction,\n",
" forward_log_acceptance_correction=forward_log_acceptance_correction,\n",
" target_log_prob=next_target_log_prob,\n",
" seed=samplers.zeros_seed() if seed is None else seed,\n",
" ),\n",
" ]\n",
"\n",
" def bootstrap_results(self, init_state):\n",
" if not mcmc_util.is_list_like(init_state):\n",
" init_state = [init_state]\n",
" init_state = [jax.numpy.asarray(x) for x in init_state]\n",
" init_target_log_prob = self.target_log_prob_fn(*init_state) # pylint:disable=not-callable\n",
" self.default_proposal_dist = self.gen_proprosal_dist(\n",
" init_state, jax.numpy.ndim(init_target_log_prob))\n",
" return UncalibratedIndependentResults(\n",
" log_acceptance_correction=jax.numpy.zeros_like(init_target_log_prob),\n",
" backward_log_acceptance_correction=jax.numpy.zeros_like(init_target_log_prob),\n",
" forward_log_acceptance_correction=jax.numpy.zeros_like(init_target_log_prob),\n",
" target_log_prob=init_target_log_prob,\n",
" # Allow room for one_step's seed.\n",
" seed=samplers.zeros_seed())\n",
" \n",
"def make_independent_mh_kernel_fn(target_log_prob_fn, init_state, scalings):\n",
" del scalings\n",
" state_std = [\n",
" jax.numpy.std(x, axis=0, keepdims=False) for x in init_state\n",
" ]\n",
" return tfp.mcmc.MetropolisHastings(\n",
" UncalibratedIndependentMetropolis(\n",
" target_log_prob_fn=target_log_prob_fn,\n",
" state_std=state_std))"
],
"execution_count": 18,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "26hJlM0Iv90Q"
},
"source": [
"# make_transition_kernel = tfp.experimental.mcmc.make_rwmh_kernel_fn\n",
"make_transition_kernel = make_independent_mh_kernel_fn\n",
"# make_transition_kernel = tfp.experimental.mcmc.gen_make_hmc_kernel_fn(\n",
"# num_leapfrog_steps=10)\n",
"\n",
"@jax.pmap\n",
"def run_smc(init_state_smc, seed):\n",
" return tfp.experimental.mcmc.sample_sequential_monte_carlo(\n",
" jax.vmap(prior_logp_func),\n",
" jax.vmap(likelihood_logp_func),\n",
" init_state_smc,\n",
" make_kernel_fn=make_transition_kernel,\n",
" seed=seed)"
],
"execution_count": 19,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "7hXnLQzlunzS",
"outputId": "76156588-ac3d-41c9-cb8c-c73bf2a815f5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 84
}
},
"source": [
"%%time\n",
"map_seed = jax.random.split(seed, nchain)\n",
"n_stage, smc_samples, final_kernel_results = run_smc(\n",
" init_state_smc, map_seed)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": [
"/home/junpenglao/miniconda3/envs/theano-jax/lib/python3.8/site-packages/jax/numpy/lax_numpy.py:3484: UserWarning: 'kind' argument to argsort is ignored.\n",
" warnings.warn(\"'kind' argument to argsort is ignored.\")\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"CPU times: user 8.99 s, sys: 75 ms, total: 9.06 s\n",
"Wall time: 9.05 s\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KY-YBpGNxTil",
"outputId": "1ea21008-4a12-49d1-cb0a-721dbc631657",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 455
}
},
"source": [
"import arviz as az\n",
"posterior = {k:v for k, v in zip(rv_names, smc_samples)}\n",
"\n",
"az_trace = az.from_dict(posterior=posterior)\n",
"az.plot_trace(az_trace);"
],
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kop1BgmzcybF"
},
"source": [
"# %%time\n",
"\n",
"# @jax.jit\n",
"# def run_smc(init_state_smc, seed):\n",
"# return tfp.experimental.mcmc.sample_sequential_monte_carlo(\n",
"# jax.vmap(jax.vmap(prior_logp_func)),\n",
"# jax.vmap(jax.vmap(likelihood_logp_func)),\n",
"# init_state_smc,\n",
"# make_kernel_fn=make_transition_kernel,\n",
"# seed=seed)\n",
" \n",
"# n_stage, smc_samples, final_kernel_results = run_smc(\n",
"# init_state_smc, seed)"
],
"execution_count": 22,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "pfzLAIyIfxAy"
},
"source": [
"# Test drives"
]
},
{
"cell_type": "code",
"metadata": {
"id": "H92xJMfkcSyz",
"outputId": "3532de58-7948-41ad-d12f-343d54b17eab",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"# Create a simple model\n",
"with pm.Model() as model:\n",
" a = pm.Exponential(\"a\", 1.0)\n",
" b = pm.InverseGamma(\"b\", 0.5, 0.5)\n",
" x = pm.Normal(\"x\", a, b)\n",
"\n",
"# Evaluate the log-likelihood in JAX!\n",
"model.logp(model.test_point)"
],
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DeviceArray(-2.74961873, dtype=float64)"
]
},
"metadata": {
"tags": []
},
"execution_count": 23
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Y86VF5k1cxdZ",
"outputId": "b9545cac-00be-453a-e998-05d2d8cae59e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"logp_fn = theano.function(inputs=model.free_RVs, outputs=model.logpt)\n",
"logp_fn(**model.test_point)"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DeviceArray(-2.74961873, dtype=float64)"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KY4C756jctza"
},
"source": [
"Check gradient from theano"
]
},
{
"cell_type": "code",
"metadata": {
"id": "alUGaYtvcoLR",
"outputId": "12d4b3ac-a2a7-441b-9486-ffb9f037f592",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 84
}
},
"source": [
"dlogpt = theano.grad(cost=model.logpt, wrt=model.free_RVs)\n",
"dlogp_logp_fn = theano.function(inputs=model.free_RVs, outputs=[model.logpt] + dlogpt)\n",
"dlogp_logp_fn(**model.test_point)"
],
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[DeviceArray(-2.74961873, dtype=float64),\n",
" DeviceArray(0.30685282, dtype=float64),\n",
" DeviceArray(4.4408921e-16, dtype=float64),\n",
" DeviceArray(0., dtype=float64)]"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EKM7Jmv0dceY"
},
"source": [
"Everything in Jax land"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zk83Se3TdeQK",
"outputId": "7963341a-8d09-4906-d15c-cdc99bf2eaf2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"fgraph = theano.gof.FunctionGraph(model.free_RVs, [model.logpt])\n",
"fns = jax_funcify(fgraph)\n",
"fns"
],
"execution_count": 26,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<function theano.sandbox.jaxify.jax_funcify_CAReduce.<locals>.careduce(x)>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 26
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ei-7aR-ze8Vd"
},
"source": [
"logp_fn_jax = fns[0]"
],
"execution_count": 27,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "JwFmHRY7drSk",
"outputId": "f984ff64-3c9a-42fc-8014-03051ed65b6e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"logp_fn_jax(model.test_point['a_log__'], model.test_point['b_log__'], model.test_point['x'])"
],
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DeviceArray(-2.74961873, dtype=float64)"
]
},
"metadata": {
"tags": []
},
"execution_count": 28
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1gNmjAwHd4eV",
"outputId": "8e9e2fb7-18ce-4ece-8931-15c8bb236c12",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 84
}
},
"source": [
"dlogp_logp_fn = jax.value_and_grad(logp_fn_jax, argnums=range(len(model.free_RVs)))\n",
"dlogp_logp_fn(\n",
" model.test_point['a_log__'],\n",
" model.test_point['b_log__'],\n",
" model.test_point['x'])"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(DeviceArray(-2.74961873, dtype=float64),\n",
" (DeviceArray(0.30685282, dtype=float64),\n",
" DeviceArray(2.22044605e-16, dtype=float64),\n",
" DeviceArray(-0., dtype=float64)))"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7WFp4Nm1ec6E",
"outputId": "8781216c-553a-49cf-f9d4-e4b50654f314",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 67
}
},
"source": [
"nbatch = 10\n",
"jax.vmap(logp_fn_jax)(\n",
" np.repeat(model.test_point['a_log__'], nbatch),\n",
" np.repeat(model.test_point['b_log__'], nbatch),\n",
" np.repeat(model.test_point['x'], nbatch))"
],
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DeviceArray([-2.74961873, -2.74961873, -2.74961873, -2.74961873,\n",
" -2.74961873, -2.74961873, -2.74961873, -2.74961873,\n",
" -2.74961873, -2.74961873], dtype=float64)"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZYf1oMPne5mY",
"outputId": "a0696dcb-5abb-476a-b4a6-bde260357842",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 184
}
},
"source": [
"jax.vmap(dlogp_logp_fn)(\n",
" np.repeat(model.test_point['a_log__'], nbatch),\n",
" np.repeat(model.test_point['b_log__'], nbatch),\n",
" np.repeat(model.test_point['x'], nbatch))"
],
"execution_count": 31,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(DeviceArray([-2.74961873, -2.74961873, -2.74961873, -2.74961873,\n",
" -2.74961873, -2.74961873, -2.74961873, -2.74961873,\n",
" -2.74961873, -2.74961873], dtype=float64),\n",
" (DeviceArray([0.30685282, 0.30685282, 0.30685282, 0.30685282, 0.30685282,\n",
" 0.30685282, 0.30685282, 0.30685282, 0.30685282, 0.30685282], dtype=float64),\n",
" DeviceArray([2.22044605e-16, 2.22044605e-16, 2.22044605e-16,\n",
" 2.22044605e-16, 2.22044605e-16, 2.22044605e-16,\n",
" 2.22044605e-16, 2.22044605e-16, 2.22044605e-16,\n",
" 2.22044605e-16], dtype=float64),\n",
" DeviceArray([-0., -0., -0., -0., -0., -0., -0., -0., -0., -0.], dtype=float64)))"
]
},
"metadata": {
"tags": []
},
"execution_count": 31
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UVJUx3DdfPH_"
},
"source": [
"Intergrate with TFP"
]
},
{
"cell_type": "code",
"metadata": {
"id": "tl2jYgZCuPW5"
},
"source": [
"warmup_samples = 500\n",
"num_results = 500\n",
"seed = jax.random.PRNGKey(10)\n",
"\n",
"@jax.jit\n",
"def run_chain(init_state):\n",
" # Run tuning\n",
" def gen_kernel(step_size):\n",
" hmc = tfp.mcmc.NoUTurnSampler(\n",
" target_log_prob_fn=logp_fn_jax, step_size=step_size)\n",
" # hmc = tfp.mcmc.TransformedTransitionKernel(hmc, bijector=bijector)\n",
" return tfp.mcmc.DualAveragingStepSizeAdaptation(\n",
" hmc, warmup_samples // 2, target_accept_prob=0.85)\n",
"\n",
" def trace_fn(_, pkr):\n",
" return (#pkr.inner_results.transformed_state,\n",
" pkr.new_step_size)\n",
"\n",
" step_size = jax.tree_map(jax.numpy.ones_like, init_state)\n",
" tuning_hmc = gen_kernel(step_size)\n",
" init_samples, tuning_result, kernel_results = tfp.mcmc.sample_chain(\n",
" num_results=warmup_samples // 2,\n",
" current_state=init_state,\n",
" kernel=tuning_hmc,\n",
" trace_fn=trace_fn,\n",
" return_final_kernel_results=True,\n",
" seed=seed)\n",
"\n",
" # Run inference\n",
" def get_tuned_stepsize(samples, step_size):\n",
" return step_size[-1] * jax.numpy.std(samples[-100:])\n",
"\n",
" step_size_new = jax.tree_multimap(\n",
" get_tuned_stepsize, list(init_samples), tuning_result)\n",
"\n",
" sample_kernel = gen_kernel(step_size_new)\n",
" return tfp.mcmc.sample_chain(\n",
" num_results=num_results,\n",
" num_burnin_steps=warmup_samples // 2,\n",
" current_state=[x[-1] for x in init_samples],\n",
" kernel=sample_kernel,\n",
" trace_fn=None,\n",
" seed=seed)"
],
"execution_count": 32,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kicyR3VbvG3P"
},
"source": [
"nchain = 5\n",
"init_state = (\n",
" np.repeat(model.test_point['a_log__'], nchain),\n",
" np.repeat(model.test_point['b_log__'], nchain),\n",
" np.repeat(model.test_point['x'], nchain))\n",
"\n",
"mcmc_sample = run_chain(init_state)"
],
"execution_count": 33,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "P4zRL_rYvTIZ",
"outputId": "e6a67f11-a252-4620-d074-1ecd080a6800",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 457
}
},
"source": [
"import arviz as az\n",
"var_name = ['a_log__', 'b_log__', 'x']\n",
"posterior = {k:np.swapaxes(v, 1, 0)\n",
" for k, v in zip(var_name, mcmc_sample)}\n",
"\n",
"az_trace = az.from_dict(posterior=posterior)\n",
"az.plot_trace(az_trace);"
],
"execution_count": 34,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "tSf0XZbUi8gH"
},
"source": [
""
],
"execution_count": 34,
"outputs": []
}
]
}
@GarrettMooney
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This worked as a Dockerfile for me to reproduce this environment:

FROM tiangolo/python-machine-learning:cuda9.1-python3.7
RUN pip install --no-deps git+https://github.com/pymc-devs/pymc3
RUN git clone https://github.com/brandonwillard/Theano.git -b jax-linker &&\
  cd Theano &&\
  pip install -r requirements.txt
RUN pip install --upgrade pip && pip install --upgrade tf-nightly-gpu tfp-nightly jax jaxlib
RUN pip install xarray
RUN pip install arviz --ignore-installed certifi
RUN pip install dill fastprogress

@junpenglao
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Author

Awesome! thanks Garrett!

@twiecki
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twiecki commented Sep 27, 2020

@junpenglao would be interesting to try with the pymc3 grad function rather than the jax-derived one.

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