{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Egg-box Likelihood with Uniform Prior\n", "\n", "This is a toy model shows how Nested Sampling easily handles likelihoods with multimodal behaviour.\n", "\n", "$L(x) = P(y | x) = (2. + \\prod_i cos(\\frac{\\theta_i}{2})))^5$\n", "\n", "and\n", "\n", "$P(x) = \\mathcal{U}[x \\mid 0, 10]$.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:12.499240208Z", "start_time": "2023-12-20T00:56:11.233725779Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:20.451711Z", "iopub.status.busy": "2024-09-23T21:21:20.450760Z", "iopub.status.idle": "2024-09-23T21:21:22.051646Z", "shell.execute_reply": "2024-09-23T21:21:22.050900Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:jax._src.xla_bridge:Unable to initialize backend 'cuda': \n", "INFO:jax._src.xla_bridge:Unable to initialize backend 'rocm': module 'jaxlib.xla_extension' has no attribute 'GpuAllocatorConfig'\n", "INFO:jax._src.xla_bridge:Unable to initialize backend 'tpu': INTERNAL: Failed to open libtpu.so: libtpu.so: cannot open shared object file: No such file or directory\n", "WARNING:jax._src.xla_bridge:An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "import pylab as plt\n", "import tensorflow_probability.substrates.jax as tfp\n", "from jax import random, numpy as jnp\n", "from jax import vmap\n", "\n", "from jax import config\n", "\n", "# Needed because otherwise likelihoods hit numerical plateau\n", "config.update(\"jax_enable_x64\", True)\n", "\n", "from jaxns import NestedSampler\n", "from jaxns import Model\n", "from jaxns import Prior\n", "from jaxns import bruteforce_evidence\n", "\n", "tfpd = tfp.distributions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:12.894278783Z", "start_time": "2023-12-20T00:56:12.512795831Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:22.055003Z", "iopub.status.busy": "2024-09-23T21:21:22.054479Z", "iopub.status.idle": "2024-09-23T21:21:22.864503Z", "shell.execute_reply": "2024-09-23T21:21:22.864086Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True log(Z)=236.0483738381629\n" ] } ], "source": [ "\n", "\n", "ndim = 2\n", "\n", "\n", "def log_likelihood(theta):\n", " return jnp.power(2. + jnp.prod(jnp.cos(0.5 * theta)), 5)\n", "\n", "\n", "def prior_model():\n", " x = yield Prior(tfpd.Uniform(low=jnp.zeros(ndim), high=jnp.pi * 10 * jnp.ones(ndim)), name='theta')\n", " return x\n", "\n", "\n", "model = Model(prior_model=prior_model,\n", " log_likelihood=log_likelihood)\n", "\n", "log_Z_true = bruteforce_evidence(model=model, S=250)\n", "print(f\"True log(Z)={log_Z_true}\")\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:13.263858090Z", "start_time": "2023-12-20T00:56:12.900433867Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:22.866872Z", "iopub.status.busy": "2024-09-23T21:21:22.866636Z", "iopub.status.idle": "2024-09-23T21:21:23.311094Z", "shell.execute_reply": "2024-09-23T21:21:23.310450Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u_vec = jnp.linspace(0., 1., 250)\n", "args = jnp.stack([x.flatten() for x in jnp.meshgrid(*[u_vec] * model.U_ndims, indexing='ij')], axis=-1)\n", "\n", "# The `prepare_func_args(log_likelihood)` turns the log_likelihood into a function that nicely accepts **kwargs\n", "lik = vmap(model.forward)(args).reshape((u_vec.size, u_vec.size))\n", "\n", "plt.imshow(lik, origin='lower', extent=(0., 10., 0., 10.), cmap='jet')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:19.091900023Z", "start_time": "2023-12-20T00:56:13.270912970Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:23.313498Z", "iopub.status.busy": "2024-09-23T21:21:23.313241Z", "iopub.status.idle": "2024-09-23T21:21:30.535924Z", "shell.execute_reply": "2024-09-23T21:21:30.535316Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/albert/miniconda3/envs/jaxns_py/lib/python3.11/site-packages/jaxns/internals/mixed_precision.py:61: UserWarning: Expected integer type, got bool, at public.py:173 in to_results -> sharded_static.py:475 in _to_results -> mixed_precision.py:105 in cast_to_count -> mixed_precision.py:67 in _cast_integer_to -> tree.py:61 in map -> tree_util.py:321 in tree_map -> tree_util.py:321 in -> mixed_precision.py:61 in conditional_cast.\n", " warnings.warn(f\"Expected integer type, got {x.dtype}, {get_grandparent_info()}.\")\n" ] } ], "source": [ "\n", "\n", "# Create the nested sampler class. In this case without any tuning.\n", "ns = NestedSampler(model=model, max_samples=1e5, difficult_model=True)\n", "\n", "termination_reason, state = ns(random.PRNGKey(42))\n", "results = ns.to_results(termination_reason=termination_reason, state=state)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:19.584647778Z", "start_time": "2023-12-20T00:56:19.097490556Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:30.538861Z", "iopub.status.busy": "2024-09-23T21:21:30.538587Z", "iopub.status.idle": "2024-09-23T21:21:31.142292Z", "shell.execute_reply": "2024-09-23T21:21:31.141808Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------\n", "Termination Conditions:\n", "Small remaining evidence\n", "--------\n", "likelihood evals: 441896\n", "samples: 2700\n", "phantom samples: 0\n", "likelihood evals / sample: 163.7\n", "phantom fraction (%): 0.0%\n", "--------\n", "logZ=236.02 +- 0.21\n", "max(logL)=243.0\n", "H=-6.06\n", "ESS=258\n", "--------\n", "theta[#]: mean +- std.dev. | 10%ile / 50%ile / 90%ile | MAP est. | max(L) est.\n", "theta[0]: 16.9 +- 8.9 | 6.2 / 18.8 / 31.2 | 0.0 | 0.0\n", "theta[1]: 15.0 +- 10.0 | 0.0 / 13.0 / 31.0 | 13.0 | 13.0\n", "--------\n" ] } ], "source": [ "# We can use the summary utility to display results\n", "ns.summary(results)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-12-20T00:56:20.836452574Z", "start_time": "2023-12-20T00:56:19.677160312Z" }, "execution": { "iopub.execute_input": "2024-09-23T21:21:31.144636Z", "iopub.status.busy": "2024-09-23T21:21:31.144477Z", "iopub.status.idle": "2024-09-23T21:21:32.957687Z", "shell.execute_reply": "2024-09-23T21:21:32.957012Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# We plot useful diagnostics and a distribution cornerplot\n", "ns.plot_diagnostics(results)\n", "ns.plot_cornerplot(results)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 1 }