{ "cells": [ { "cell_type": "markdown", "id": "93434031-d7fe-4322-a9cf-41e5b8be622d", "metadata": {}, "source": [ "# A real world example" ] }, { "cell_type": "markdown", "id": "4c0164c9-f970-4206-964a-d1d8080e2b0a", "metadata": {}, "source": [ "## Introduction \n", "\n", "In the previous tutorial, we introduced the powerful combination of Xarray and CuPy for handling multi-dimensional datasets and leveraging GPU acceleration to significantly improve performance. We explored high-level Xarray functions such as groupby, rolling mean, and weighted mean, and compared their execution times with traditional NumPy-based implementations. In this tutorial, we will dive deeper into the subject with a hands-on approach, utilizing a real-world dataset. This will enable us to better understand the practical applications of Xarray and CuPy and how they can be efficiently utilized for real-life data analysis tasks." ] }, { "cell_type": "code", "execution_count": 1, "id": "377ac7ca-6c09-486f-95cc-8a2d599df800", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr" ] }, { "cell_type": "code", "execution_count": 2, "id": "447116b1-bc54-4d0a-af46-5908a7f95e93", "metadata": { "tags": [] }, "outputs": [], "source": [ "import cupy as cp\n", "import cupy_xarray # Adds .cupy to Xarray objects" ] }, { "cell_type": "markdown", "id": "6d6011e6-4f66-4512-960c-b4683deef17b", "metadata": {}, "source": [ "#### Reading data" ] }, { "cell_type": "markdown", "id": "1421d75b-b42d-4abb-9a7b-75f85431f1b4", "metadata": {}, "source": [ "Here we read in a small portion of the data available from the [NEX-GDDP-CMIP6 dataset](https://registry.opendata.aws/nex-gddp-cmip6/) available through the registry of open data on AWS." ] }, { "cell_type": "code", "execution_count": 3, "id": "2def3d71-3d0e-4d59-9898-5dec3d43200f", "metadata": { "tags": [] }, "outputs": [], "source": [ "import s3fs\n", "\n", "fs = s3fs.S3FileSystem(anon=True, default_fill_cache=False)\n", "\n", "scenario = \"ssp245\"\n", "var = \"tasmax\"\n", "years = list(range(2020, 2022))\n", "\n", "file_objs = [\n", " fs.open(\n", " f\"nex-gddp-cmip6/NEX-GDDP-CMIP6/ACCESS-CM2/{scenario}/r1i1p1f1/{var}/{var}_day_ACCESS-CM2_{scenario}_r1i1p1f1_gn_{year}.nc\"\n", " )\n", " for year in years\n", "]\n", "da = xr.open_mfdataset(file_objs, engine=\"h5netcdf\")[var].load()" ] }, { "cell_type": "markdown", "id": "d3d10f6d-74a3-494d-a564-a780415373b2", "metadata": {}, "source": [ "We can convert the underlying numpy array to cupy array using `cupy.as_cupy()`. " ] }, { "cell_type": "code", "execution_count": 4, "id": "7c4a7a06-452c-452a-8bae-2137dc522336", "metadata": { "tags": [] }, "outputs": [], "source": [ "da = da.as_cupy()" ] }, { "cell_type": "code", "execution_count": 5, "id": "f7271377-6eb0-435c-9d55-0f6d954e1af4", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check if data is cupy Array\n", "da.cupy.is_cupy" ] }, { "cell_type": "markdown", "id": "5e5cc29d-7df7-4f33-9ce0-0dd185d94a48", "metadata": {}, "source": [ "As a first step, let's calculate the mean global temperature " ] }, { "cell_type": "code", "execution_count": 6, "id": "6f908d95-21fc-439c-9786-099407bcedd7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 389 ms, sys: 1.77 ms, total: 391 ms\n", "Wall time: 391 ms\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# Calculate the mean global temperature\n", "da_mean = da.mean(dim=[\"lat\", \"lon\"]).compute()\n", "da_mean.cupy.is_cupy" ] }, { "cell_type": "markdown", "id": "5594b382-f3f2-4e0e-ac6c-271894d7aa21", "metadata": {}, "source": [ "### Groupby\n", "The groupby function is used to group data based on one or more dimensions. Here, we'll group our data by the 'time' dimension using CuPy:" ] }, { "cell_type": "code", "execution_count": 7, "id": "d53ba777-d34e-4d26-b193-23af17a27593", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 44.2 ms, sys: 0 ns, total: 44.2 ms\n", "Wall time: 47 ms\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "climo_da = da.groupby(\"time.month\").mean(\"time\").compute()\n", "climo_da.cupy.is_cupy" ] }, { "cell_type": "markdown", "id": "26dd9613-a4bd-417f-98b1-b525b9deadf3", "metadata": {}, "source": [ "## Advanced workflows and automatic parallelization using `apply_ufunc`\n", "\n", "`xr.apply_ufunc()` can automate embarrassingly parallel “map” type operations where a function written for processing NumPy arrays, but we want to apply it on our Xarray DataArray.\n", "\n", "`xr.apply_ufunc()` give users capability to run custom-written functions such as parameter calculations in a parallel way. \n", "\n", "In the example below, we calculate the saturation vapor pressure by using apply_ufunc() to apply this function to our Dask Array chunk by chunk." ] }, { "cell_type": "code", "execution_count": 8, "id": "1339782d-a9df-484f-9ae9-3fb35f909833", "metadata": { "tags": [] }, "outputs": [], "source": [ "# return saturation vapor pressure\n", "# using Clausius-Clapeyron equation\n", "def sat_p(t):\n", " return 0.611 * cp.exp(17.67 * (t - 273.15) * ((t - 29.65) ** (-1)))" ] }, { "cell_type": "code", "execution_count": 9, "id": "966928d2-7159-4aa2-b7c2-7646110ace45", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n", "CPU times: user 102 ms, sys: 11.2 ms, total: 113 ms\n", "Wall time: 119 ms\n" ] } ], "source": [ "%%time\n", "es = xr.apply_ufunc(sat_p, da, output_dtypes=[float]).rename(\"saturation_vapor_pressure\")\n", "print(es.cupy.is_cupy)" ] }, { "cell_type": "markdown", "id": "635b7f63-7c44-4440-a9f0-9dd682afb994", "metadata": {}, "source": [ "### Add Plotting" ] }, { "cell_type": "markdown", "id": "b26f1c51-f404-41e6-a465-5dfb6e36b530", "metadata": {}, "source": [ "We can plot the result, which will involve the data *automatically* being transferred to the host" ] }, { "cell_type": "code", "execution_count": 10, "id": "b461d342-28af-481f-9850-0527b501a271", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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