{ "cells": [ { "cell_type": "markdown", "id": "d86bbff1", "metadata": {}, "source": [ "# Using Different Moves\n", "\n", "We allow users to select different Hamiltonian & Vanilla moves.\n", "Due to the different structure of Hamiltonian samplers, and derivative-free samplers, we separate the moves into two categories: Hamiltonian moves and Vanilla moves.\n", "\n", "- **Hamiltonian Moves**: These moves require gradient information of the log-probability function. Examples include the Hamiltonian Walk Move and Hamiltonian Side Move. You can access such moves in `hemcee.moves.hamiltonian`.\n", "- **Vanilla Moves**: These moves do not require gradient information and are suitable for derivative-free samplers. Examples include the Stretch Move and Walk Move. You can access such moves in `hemcee.moves.vanilla`." ] }, { "cell_type": "code", "execution_count": 2, "id": "7b7adb20", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 3, "id": "9286a497", "metadata": {}, "outputs": [], "source": [ "import hemcee\n", "\n", "import jax\n", "import jax.numpy as jnp\n", "jax.config.update(\"jax_enable_x64\", True)\n", "\n", "import numpy as np\n", "\n", "import time\n", "import corner" ] }, { "cell_type": "markdown", "id": "65423b2b", "metadata": {}, "source": [ "In the test files, we have built in example distributions to play around with" ] }, { "cell_type": "code", "execution_count": 10, "id": "508f9534", "metadata": {}, "outputs": [], "source": [ "from hemcee.tests.distribution import make_gaussian_skewed, make_rosenbrock, make_allen_cahn\n", "key = jax.random.PRNGKey(1)\n", "dim = 5\n", "\n", "total_chains = dim * 6\n", "\n", "cond_number = 100\n", "log_prob = make_gaussian_skewed(key, dim, cond_number)\n", "# log_prob = make_rosenbrock(key)\n", "# log_prob = make_allen_cahn(lattice_spacing=0.01)" ] }, { "cell_type": "markdown", "id": "49bae188", "metadata": {}, "source": [ "## Hamiltonian Ensemble Moves\n", "Here's your options for Hamiltonian moves, and how to change them! We default to the `hmc_walk_move`." ] }, { "cell_type": "code", "execution_count": 11, "id": "b04a991d", "metadata": {}, "outputs": [], "source": [ "from hemcee.moves.hamiltonian.hmc_walk import hmc_walk_move\n", "from hemcee.moves.hamiltonian.hmc_side import hmc_side_move" ] }, { "cell_type": "code", "execution_count": 12, "id": "8966890e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 30 total chains: Group 1 (15), Group 2 (15)\n", "Starting warmup...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1516/1516 [00:11<00:00, 128.30it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Warmup complete.\n", "Starting main sampling...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1516/1516 [00:10<00:00, 138.10it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Main sampling complete.\n", "Time taken: 23.207108974456787 seconds\n", "Acceptance rates of chains:\n", "[0.80075 0.79768 0.79697 0.79611 0.7985 0.79733 0.80019 0.79807 0.79897\n", " 0.7969 0.80027 0.79937 0.79802 0.79776 0.7972 0.80121 0.79785 0.79854\n", " 0.796 0.79723 0.79534 0.79709 0.79751 0.79881 0.7991 0.8018 0.79646\n", " 0.7968 0.79752 0.79568]\n", "Integrated autocorrelation time:\n", "[1.56058661 1.56242479 1.56135676 1.56392677 1.56247462]\n" ] } ], "source": [ "sampler = hemcee.HamiltonianEnsembleSampler(\n", " total_chains= total_chains,\n", " dim=dim,\n", " log_prob=log_prob,\n", " move=hmc_walk_move, # <- Plug and play different moves here!\n", " L=10,\n", " step_size=0.1,\n", ") \n", "\n", "keys = jax.random.split(key, 2)\n", "inital_states = jax.random.normal(keys[0], shape=(total_chains, dim))\n", "\n", "start = time.time()\n", "samples = sampler.run_mcmc(\n", " key=keys[1],\n", " initial_state=inital_states,\n", " num_samples=10**5,\n", " warmup=10**5,\n", " show_progress=True,\n", ")\n", "end = time.time()\n", "\n", "### Metrics\n", "print(f\"Time taken: {end - start} seconds\")\n", "print('Acceptance rates of chains:')\n", "print(sampler.diagnostics_main['acceptance_rate'])\n", "\n", "# You can compare the performance of different moves \n", "# by computing the integrated autocorrelation time\n", "tau = hemcee.autocorr.integrated_time(samples)\n", "print('Integrated autocorrelation time:')\n", "print(tau)" ] }, { "cell_type": "code", "execution_count": 15, "id": "1c538f12", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = corner.corner(np.array(samples).reshape(-1, dim),)" ] }, { "cell_type": "markdown", "id": "48b9fa24", "metadata": {}, "source": [ "## (Derivative-Free) Ensemble Moves\n", "The same syntax goes for derivative-free moves. We default to the `stretch_move`, which is the default move in `emcee`." ] }, { "cell_type": "code", "execution_count": null, "id": "d7dea99c", "metadata": {}, "outputs": [], "source": [ "from hemcee.moves.vanilla.stretch import stretch_move # This is the default move in `emcee` and in our package.\n", "from hemcee.moves.vanilla.side import side_move\n", "from hemcee.moves.vanilla.walk import walk_move" ] }, { "cell_type": "code", "execution_count": 9, "id": "cca30352", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 20 total chains: Group 1 (10), Group 2 (10)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Batched Scan: 100%|██████████| 4400/4400 [00:30<00:00, 143.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken: 31.35976505279541 seconds\n", "Acceptance rates of chains:\n", "[0.15158818 0.15253182 0.15305 0.15059 0.15266727 0.15241182\n", " 0.15229818 0.15141818 0.15238091 0.15297727 0.15079091 0.15182818\n", " 0.15168364 0.15244909 0.15215273 0.15058545 0.15230455 0.1516\n", " 0.15072364 0.15164818]\n", "Integrated autocorrelation time:\n", "[171.25950497 230.15469897]\n" ] } ], "source": [ "sampler = hemcee.EnsembleSampler(\n", " total_chains=total_chains,\n", " dim=dim,\n", " log_prob=log_prob,\n", " move=side_move # <- Plug and play different moves here!\n", ")\n", "\n", "keys = jax.random.split(key, 2)\n", "inital_states = jax.random.normal(keys[0], shape=(total_chains, dim))\n", "\n", "start = time.time()\n", "samples = sampler.run_mcmc(\n", " key=keys[1],\n", " initial_state=inital_states,\n", " num_samples=10**5,\n", " warmup=10**6,\n", " thin_by=1,\n", " show_progress=True,\n", ")\n", "end = time.time()\n", "\n", "\n", "### Metrics\n", "print(f\"Time taken: {end - start} seconds\")\n", "\n", "print('Acceptance rates of chains:')\n", "print(sampler.diagnostics_main['acceptance_rate'])\n", "\n", "print('Integrated autocorrelation time:')\n", "tau = hemcee.autocorr.integrated_time(samples)\n", "print(tau)" ] }, { "cell_type": "code", "execution_count": 10, "id": "4d8ff98d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = corner.corner(np.array(samples).reshape(-1, dim))" ] }, { "cell_type": "markdown", "id": "95878120", "metadata": {}, "source": [ "## Regular Hamiltonian Sampler" ] }, { "cell_type": "code", "execution_count": 19, "id": "51df3170", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 20 total chains\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Batched Scan: 100%|██████████| 400/400 [00:01<00:00, 218.35it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken: 1.8904447555541992 seconds\n", "Acceptance rates of chains:\n", "[0.86958 0.87049 0.87302 0.87073 0.86875 0.86993 0.87119 0.87064 0.87143\n", " 0.87359 0.87216 0.8712 0.87274 0.87109 0.86833 0.87176 0.87034 0.87059\n", " 0.87244 0.87094]\n", "Integrated autocorrelation time:\n", "[10.160482 10.115066]\n" ] } ], "source": [ "sampler = hemcee.HamiltonianSampler(\n", " total_chains= total_chains,\n", " dim=dim,\n", " log_prob=log_prob,\n", " L=10,\n", ") \n", "\n", "keys = jax.random.split(key, 2)\n", "inital_states = jax.random.normal(keys[0], shape=(total_chains, dim))\n", "\n", "start = time.time()\n", "samples = sampler.run_mcmc(\n", " key=keys[1],\n", " initial_state=inital_states,\n", " num_samples=10**5,\n", " warmup=0,\n", " show_progress=True,\n", ")\n", "end = time.time()\n", "\n", "### Metrics\n", "print(f\"Time taken: {end - start} seconds\")\n", "print('Acceptance rates of chains:')\n", "print(sampler.diagnostics_main['acceptance_rate'])\n", "\n", "# You can compare the performance of different moves \n", "# by computing the integrated autocorrelation time\n", "tau = hemcee.autocorr.integrated_time(samples)\n", "print('Integrated autocorrelation time:')\n", "print(tau)" ] }, { "cell_type": "code", "execution_count": null, "id": "6a9a66a7", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "hemcee", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }