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@dfm
Created June 3, 2020 19:55
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"np.random.seed(42)\n",
"\n",
"true_params = np.array([0.5, -2.3, -0.23])\n",
"\n",
"N = 50\n",
"t = np.linspace(0, 10, 2)\n",
"x = np.random.uniform(0, 10, 50)\n",
"y = x * true_params[0] + true_params[1]\n",
"y_obs = y + np.exp(true_params[-1]) * np.random.randn(N)\n",
"\n",
"plt.plot(x, y_obs, \".k\", label=\"observations\")\n",
"plt.plot(t, true_params[0]*t + true_params[1], label=\"truth\")\n",
"plt.xlabel(\"x\")\n",
"plt.ylabel(\"y\")\n",
"plt.legend(fontsize=14);"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"\n",
"class LinearModel(torch.nn.Module):\n",
" \n",
" def __init__(self):\n",
" super(LinearModel, self).__init__()\n",
" \n",
" self.m = torch.nn.Parameter(torch.tensor(0.0, dtype=torch.float64))\n",
" self.b = torch.nn.Parameter(torch.tensor(0.0, dtype=torch.float64))\n",
" self.logs = torch.nn.Parameter(torch.tensor(0.0, dtype=torch.float64))\n",
" \n",
" def forward(self, x, y):\n",
" mean = self.m * x + self.b\n",
" loglike = -0.5 * torch.sum((y - mean) ** 2 * torch.exp(-2 * self.logs) + 2 * self.logs)\n",
" return loglike\n",
"\n",
"torch_model = torch.jit.script(LinearModel())\n",
"torch_params = [torch_model.m, torch_model.b, torch_model.logs]\n",
"args = [torch.tensor(x, dtype=torch.double), torch.tensor(y_obs, dtype=torch.double)]\n",
"\n",
"def torch_logp_dlogp_func(x):\n",
" for i, p in enumerate(torch_params):\n",
" p.data = torch.tensor(x[i])\n",
" if p.grad is not None:\n",
" p.grad.detach_()\n",
" p.grad.zero_()\n",
"\n",
" result = torch_model(*args)\n",
" result.backward()\n",
"\n",
" return result.detach().numpy(), np.array([p.grad.numpy() for p in torch_params])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from jax.config import config\n",
"config.update(\"jax_enable_x64\", True)\n",
"\n",
"import jax\n",
"import jax.numpy as jnp\n",
"\n",
"def jax_model(params):\n",
" mean = params[0] * x + params[1]\n",
" loglike = -0.5 * jnp.sum((y_obs - mean) ** 2 * jnp.exp(-2 * params[2]) + 2 * params[2])\n",
" return loglike\n",
"\n",
"@jax.jit\n",
"def jax_model_and_grad(x):\n",
" return jax_model(x), jax.grad(jax_model)(x)\n",
"\n",
"def jax_logp_dlogp_func(x):\n",
" v, g = jax_model_and_grad(x)\n",
" return np.asarray(v), np.asarray(g)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"\n",
"@tf.function\n",
"def tf_model(params):\n",
" mean = params[0] * x + params[1]\n",
" loglike = -0.5 * tf.reduce_sum((y_obs - mean) ** 2 * tf.exp(-2 * params[2]) + 2 * params[2])\n",
" return loglike, tf.gradients(loglike, tf_params)[0]\n",
"\n",
"tf_params = tf.Variable(np.zeros(3), dtype=\"float64\")\n",
"\n",
"def tf_logp_dlogp_func(x):\n",
" v, g = tf_model(tf_params)\n",
" return v.numpy(), g.numpy()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pymc3 as pm\n",
"import theano\n",
"\n",
"with pm.Model() as pm_model:\n",
" pm_params = pm.Flat(\"pm_params\", shape=3)\n",
" mean = pm_params[0] * x + pm_params[1]\n",
" pm.Normal(\"obs\", mu=mean, sigma=pm.math.exp(pm_params[2]), observed=y_obs)\n",
" \n",
"pm_model_and_grad = pm_model.fastfn([pm_model.logpt] + theano.grad(pm_model.logpt, pm_model.vars))\n",
"\n",
"def pm_logp_dlogp_func(x):\n",
" return pm_model_and_grad(pm_model.bijection.rmap(x))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"344 µs ± 119 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
]
}
],
"source": [
"%timeit torch_logp_dlogp_func(np.zeros(3))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"334 µs ± 26.7 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit tf_logp_dlogp_func(np.zeros(3))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dforeman/miniconda3/envs/littlemcmc/lib/python3.8/site-packages/jax/lib/xla_bridge.py:127: UserWarning: No GPU/TPU found, falling back to CPU.\n",
" warnings.warn('No GPU/TPU found, falling back to CPU.')\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"200 µs ± 22.9 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%timeit jax_logp_dlogp_func(np.zeros(3))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"51.5 µs ± 6 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
]
}
],
"source": [
"%timeit pm_logp_dlogp_func(np.zeros(3))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import littlemcmc as lmc\n",
"\n",
"trace, stats = lmc.sample(\n",
" logp_dlogp_func=pm_logp_dlogp_func,\n",
" model_ndim=3,\n",
" draws=1000,\n",
" tune=1000,\n",
" step=lmc.NUTS(logp_dlogp_func=pm_logp_dlogp_func, model_ndim=3),\n",
" chains=4,\n",
" cores=1,\n",
" progressbar=False,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import arviz as az\n",
"dataset = az.convert_to_inference_data(trace)\n",
"az.plot_trace(dataset);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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