{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading and Preprocessing\n", "\n", "### Refresher\n", "\n", "Using PyTorch as compute engine and mpi4py for communication, Heat implements a number of array operations and algorithms that are optimized for memory-distributed data volumes. This allows you to tackle datasets that are too large for single-node (or worse, single-GPU) processing. \n", "\n", "As opposed to task-parallel frameworks, Heat takes a data-parallel approach, meaning that each \"worker\" or MPI process performs the same tasks on different slices of the data. Many operations and algorithms are not embarassingly parallel, and involve data exchange between processes. Heat operations and algorithms are designed to minimize this communication overhead, and to make it transparent to the user.\n", "\n", "In other words: \n", "- you don't have to worry about optimizing data chunk sizes; \n", "- you don't have to make sure your research problem is embarassingly parallel, or artificially make your dataset smaller so your RAM is sufficient; \n", "- you do have to make sure that you have sufficient **overall** RAM to run your global task (e.g. number of nodes / GPUs)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following shows some I/O and preprocessing examples. We'll use small datasets here as each of us only has access to one node only.\n", "\n", "Your ipcluster should still be running (see the [Intro](0_setup/0_setup_local.ipynb)). Let's test it:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from ipyparallel import Client\n", "rc = Client(profile=\"default\")\n", "rc.ids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above cell should return [0, 1, 2, 3].\n", "\n", "Now let's import `heat`: " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f622fada3dee465696045a782c7d172a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "%px: 0%| | 0/4 [00:00" ] }, "metadata": { "engine": 3, "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "[output:2]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "engine": 2, "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "[output:1]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "engine": 1, "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "engine": 0, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%px\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "plt.figure()\n", "plt.imshow(w_avg.numpy())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Whats next? \n", "\n", "Within Heat, you have several options to apply memory-distributed machine learning algorithms on your data. Check out our dedicated notebooks on Clustering and PCA (with the JPL Dataset) or Dynamic Mode Decomposition (with the tiny ERA5 data) for an example.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is the algorithm you're looking for not yet implemented? [Let us know](https://github.com/helmholtz-analytics/heat/issues/new/choose)! " ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }