{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dask: lazy and distributed compute\n", "\n", "For this notebook to run, we can make sure all required packages are installed" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%pip install dask[distributed] xarray xarray_regrid matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lazy computation\n", "\n", "Using xarray and Dask it is possible to perform computations \"lazily\". Lazy computation is when you only load data and perform the computations once it is required.\n", "\n", "For example, let's define two functions, and apply these to `x`:\n", "```py\n", "def inc(i):\n", " return i + 1\n", "\n", "def add(a, b):\n", " return a + b\n", "\n", "x = 1\n", "y = inc(x)\n", "z = add(y, 10)\n", "```\n", "\n", "From these operations, Dask will create a so-called 'task graph' that stores which operations need to be performed on `x`:\n", "\n", "![Dask task graph](figures/task_graph.png)\n", "\n", "Dask will execute the graph and return the result, only once you specifically ask for it:\n", "```py\n", "z.compute()\n", "```\n", "\n", "\n", "*Example code and image originate from the [Dask documentation](https://docs.dask.org/en/latest/graphs.html#example), Copyright (c) 2014, Anaconda, Inc. and contributors*\n", "\n", "We can actually run this example if we tell Dask to delay the execution. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Delayed('add-5a0ec4f9-a156-40bc-8bdf-5da5e0fbcb24')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask\n", "\n", "@dask.delayed\n", "def inc(i):\n", " return i + 1\n", "\n", "@dask.delayed\n", "def add(a, b):\n", " return a + b\n", "\n", "x = 1\n", "y = inc(x)\n", "z = add(y, 10)\n", "z # returns 'delayed' object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute the result by calling `.compute()`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z.compute()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distributed computing\n", "\n", "Dask also allows distributed computing of tasks. Tasks will be distributed over multiple cores, and the results aggregated.\n", "This allows you to relatively easily speed up computations.\n", "\n", "The computations can be spread over local cores, but can also be performed on cloud infrastructure instead." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image-2.png](figures/distributed-overview.png)\n", "\n", "*Image originates from the [Dask documentation](https://tutorial.dask.org/00_overview.html), Copyright (c) 2014, Anaconda, Inc. and contributors*" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask.distributed\n", "\n", "client = dask.distributed.Client() # You can also connect to a remote/cloud server here instead\n", "client # Show the client" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regridding example\n", "\n", "Projecting data on different grids is a common operation in geosciences.\n", "The original data might be of a too high resolution to work with, or you are collecting data from multiple sources and need a common grid to compare or aggregate them.\n", "\n", "In the [EXCITED project](https://research-software-directory.org/projects/excited) we developed a tool for this to perform regridding in xarray, which can make full use of Dask.\n", "\n", "### Sea surface temperature dataset\n", "\n", "In this example we'll use a sea surface temperature (SST) dataset, which is available at a very high resolution:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import xarray as xr\n", "\n", "sst = xr.open_zarr(\"https://mur-sst.s3.us-west-2.amazonaws.com/zarr-v1\")[\"analysed_sst\"]\n", "\n", "# Reduce size of array by only selecting a slice\n", "sst.sel(lat=slice(30, 45), lon=slice(125, 150)).isel(time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the full DataArray contains 30 terabytes (!) of data:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'analysed_sst' (time: 6443, lat: 17999, lon: 36000)> Size: 33TB\n",
       "dask.array<open_dataset-analysed_sst, shape=(6443, 17999, 36000), dtype=float64, chunksize=(5, 1799, 3600), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 72kB -89.99 -89.98 -89.97 ... 89.97 89.98 89.99\n",
       "  * lon      (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n",
       "  * time     (time) datetime64[ns] 52kB 2002-06-01T09:00:00 ... 2020-01-20T09...\n",
       "Attributes:\n",
       "    comment:        "Final" version using Multi-Resolution Variational Analys...\n",
       "    long_name:      analysed sea surface temperature\n",
       "    standard_name:  sea_surface_foundation_temperature\n",
       "    units:          kelvin\n",
       "    valid_max:      32767\n",
       "    valid_min:      -32767
" ], "text/plain": [ " Size: 33TB\n", "dask.array\n", "Coordinates:\n", " * lat (lat) float32 72kB -89.99 -89.98 -89.97 ... 89.97 89.98 89.99\n", " * lon (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n", " * time (time) datetime64[ns] 52kB 2002-06-01T09:00:00 ... 2020-01-20T09...\n", "Attributes:\n", " comment: \"Final\" version using Multi-Resolution Variational Analys...\n", " long_name: analysed sea surface temperature\n", " standard_name: sea_surface_foundation_temperature\n", " units: kelvin\n", " valid_max: 32767\n", " valid_min: -32767" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regridding lazily\n", "\n", "We can define a new grid, this time at a lower resolution to match other datasets (e.g. ERA5).\n", "We can also define the spatial bounds of this new grid:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import xarray_regrid\n", "\n", "target = xarray_regrid.Grid(\n", " north=45,\n", " south=30,\n", " west=125,\n", " east=150,\n", " resolution_lat=0.25,\n", " resolution_lon=0.25,\n", ").create_regridding_dataset(lat_name=\"lat\", lon_name=\"lon\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this target grid we can regrid the data. Running it will only take a few seconds, however, no computations are performed yet.\n", "\n", "Dask will store the regridding operation, and regridding will only be applied to the (required) data afterwards:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# use a binning strategy, taking the mean of the bins\n", "sst_regrid = sst.regrid.stat(target, method=\"mean\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'analysed_sst' (time: 6443, lat: 61, lon: 101)> Size: 318MB\n",
       "dask.array<transpose, shape=(6443, 61, 101), dtype=float64, chunksize=(5, 61, 101), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 52kB 2002-06-01T09:00:00 ... 2020-01-20T09...\n",
       "  * lon      (lon) float64 808B 125.0 125.2 125.5 125.8 ... 149.5 149.8 150.0\n",
       "  * lat      (lat) float64 488B 30.0 30.25 30.5 30.75 ... 44.25 44.5 44.75 45.0\n",
       "Attributes:\n",
       "    comment:        "Final" version using Multi-Resolution Variational Analys...\n",
       "    long_name:      analysed sea surface temperature\n",
       "    standard_name:  sea_surface_foundation_temperature\n",
       "    units:          kelvin\n",
       "    valid_max:      32767\n",
       "    valid_min:      -32767
" ], "text/plain": [ " Size: 318MB\n", "dask.array\n", "Coordinates:\n", " * time (time) datetime64[ns] 52kB 2002-06-01T09:00:00 ... 2020-01-20T09...\n", " * lon (lon) float64 808B 125.0 125.2 125.5 125.8 ... 149.5 149.8 150.0\n", " * lat (lat) float64 488B 30.0 30.25 30.5 30.75 ... 44.25 44.5 44.75 45.0\n", "Attributes:\n", " comment: \"Final\" version using Multi-Resolution Variational Analys...\n", " long_name: analysed sea surface temperature\n", " standard_name: sea_surface_foundation_temperature\n", " units: kelvin\n", " valid_max: 32767\n", " valid_min: -32767" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_regrid # note that the new object has a much lower resolution, but is not computed yet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only once the following cell is run, will the regridding operation be performed on this slice of data.\n", "\n", "Dask will automatically spread the computation over multiple cores." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/clairedonnelly/workshop_tutorial/.venv/lib/python3.11/site-packages/distributed/client.py:3361: UserWarning: Sending large graph of size 30.26 MiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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