{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Callbacks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, *hopsy* stores samples and meta data in memory. For small sampling problems, this is usually fine. However, when sampling large problems that have high dimension and require a lot of samples, memory can become a problem. Therefore, saving data in memory can be turned off. In these cases, samples and meta data can be saved using a callback. For convenience, hopsy has already implemented a callback for `mcbackend`, which offers multiple storage backends like *Clickhouse* databases." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import hopsy\n", "import mcbackend\n", "import clickhouse_driver\n", "import hagelkorn\n", "import numpy as np\n", "import arviz\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up Clickhouse\n", "Clickhouse is a fast database, perfect for storing mcmc samples on the fly. hopsy can directly write samples to a clickhouse database.\n", "In order to run this example a clickhouse server is required. In order to quickly set up a server for testing purposes, two commands are required.\n", "\n", "```\n", "# curl https://clickhouse.com/ | sh\n", "# clickhouse server # starts server blocking ports 8123 and 9000 by default\n", "```\n", "\n", "Caution: This way of running clickhouse is only for testing. For production settings, please follow the clickhouse docs in order to set up a robust environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Establish connection to the database server and create a database to store samples. Then establish a connection to that database to be used during sampling." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "DB_HOST = \"localhost\"\n", "DB_PASS = \"\"\n", "DB_PORT = \"9000\"\n", "DB_KWARGS = dict(host=DB_HOST, port=DB_PORT, password=DB_PASS)\n", "\n", "client_main = clickhouse_driver.Client(**DB_KWARGS)\n", "db_name = f\"testing_{hagelkorn.random()}\"\n", "client_main.execute(f\"CREATE DATABASE {db_name};\")\n", "client_sampler = clickhouse_driver.Client(**DB_KWARGS, database=db_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `mcbackend`, create a callback that *hopsy* passes samples and metadata into." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backend run id: 6Y5DH7\n" ] } ], "source": [ "backend = mcbackend.clickhouse.ClickHouseBackend(client_sampler)\n", "callback = hopsy.MCBackendCallback(backend)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample a simple 3-dimensional Gaussian target. Notice that the callback is passed as `callback=callback`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "A, b = [[1, 1, 1], [-1, 0, 0], [0, -1, 0], [0, 0, -1]], [1, 0, 0, 0]\n", "model = hopsy.Gaussian(mean=[0, 0, 0])\n", "problem = hopsy.Problem(A, b, model)\n", "\n", "n_chains = 4\n", "n_samples = 500\n", "\n", "chains = [\n", " hopsy.MarkovChain(problem, hopsy.GaussianProposal, starting_point=[0, 0, 0])\n", " for _ in range(n_chains)\n", " ]\n", "for chain in chains:\n", " chain.proposal.stepsize = 0.2\n", "\n", "rngs = [hopsy.RandomNumberGenerator(seed=42, stream=i) for i in range(n_chains)]\n", "\n", "result = hopsy.sample(\n", " chains,\n", " rngs,\n", " n_samples=n_samples,\n", " thinning=10,\n", " n_procs=n_chains,\n", " callback=callback,\n", " in_memory=False,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to `in_memory=False`, samples and metadata are not stored in memory." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "assert result is None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve samples from the database by using the `mcbackend.clickhouse.ClickhouseBackend`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "samples = np.zeros((n_chains, n_samples, 3))\n", "metadata = []\n", "\n", "for chain_idx in range(4):\n", " run = backend.get_run(callback.run_id)\n", " \n", " for i in range(n_chains):\n", " chain = run.get_chains()[i]\n", " chain_metadata = []\n", " for j in range(3):\n", " samples[i, :, j] = chain.get_draws(f\"variable_{j}\")\n", " chain_metadata.append(chain.sample_stats)\n", " metadata.append(chain_metadata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute acceptance rates and plot resulting posterior distribution:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[1.00624689, 1.00092455, 1.00055598]]),\n", " array([[860.58608515, 803.39300557, 880.30937015]]))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hopsy.rhat(samples), hopsy.ess(samples)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "arviz.plot_pair(arviz.dict_to_dataset({f\"x{i}\": samples[:,:,i].flatten() for i in range(3)}), kind=\"kde\", marginals=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remove testing database and close connections." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "client_sampler.disconnect()\n", "client_main.execute(f\"DROP DATABASE {db_name}\")\n", "client_main.disconnect()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }