{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Parallel processing with Dask \n", "\n", "* **Compatibility**: Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n", "* **Products used:** \n", "[ga_ls8c_nbart_gm_cyear_3](https://explorer.dea.ga.gov.au/ga_ls8c_nbart_gm_cyear_3)\n", "* **Prerequisites**: Users of this notebook should have a basic understanding of:\n", " * How to run a [Jupyter notebook](01_Jupyter_notebooks.ipynb)\n", " * The basic structure of the DEA [satellite datasets](02_DEA.ipynb)\n", " * Inspecting available [DEA products and measurements](03_Products_and_measurements.ipynb)\n", " * How to [load data from DEA](04_Loading_data.ipynb)\n", " * How to [plot loaded data](05_Plotting.ipynb)\n", " * How to [run a basic analysis](06_Basic_analysis.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "[Dask](https://dask.org/) is a useful tool when working with large analyses (either in space or time) as it breaks data into manageable chunks that can be easily stored in memory.\n", "It can also use multiple computing cores to speed up computations.\n", "This has numerous benefits for analyses, which will be covered in this notebook. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Description\n", "This notebook covers how to enable Dask as part of loading data, which can allow you to analyse larger areas and longer time-spans without crashing the Digital Earth Australia environments, as well as potentially speeding up your calculations.\n", "\n", "Topics covered in this notebook include:\n", "\n", "1. The difference between the standard load command and loading with Dask.\n", "2. Enabling Dask and the Dask Dashboard.\n", "3. Setting chunk sizes for data loading.\n", "4. Loading data with Dask.\n", "5. Chaining operations together before loading any data and understanding task graphs.\n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started\n", "To run this introduction to Dask, run all the cells in the notebook starting with the \"Load packages\" cell. For help with running notebook cells, refer back to the [Jupyter Notebooks notebook](01_Jupyter_notebooks.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load packages\n", "The cell below imports the `datacube` package, which already includes Dask functionality.\n", "The `sys` package provides access to helpful support functions in the `dea_tools.dask` module, specifically the `create_local_dask_cluster` function.\n", "The `dea_tools.plotting` module contains the function `rgb` which will allow us to plot the data we load using Dask." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import datacube\n", "\n", "import sys\n", "sys.path.insert(1, '../Tools/')\n", "from dea_tools.dask import create_local_dask_cluster\n", "from dea_tools.plotting import rgb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Connect to the datacube\n", "The next step is to connect to the datacube database.\n", "The resulting `dc` datacube object can then be used to load data.\n", "The `app` parameter is a unique name used to identify the notebook that does not have any effect on the analysis." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dc = datacube.Datacube(app=\"09_Parallel_processing_with_Dask\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Standard load\n", "\n", "By default, the `datacube` library will **not** use Dask when loading data.\n", "This means that when `dc.load()` is used, all data relating to the load query will be requested and loaded into memory.\n", "\n", "For very large areas or long time spans, this can cause the Jupyter notebook to crash.\n", "\n", "For more information on how to use `dc.load()`, see the [Loading data](04_Loading_data.ipynb) notebook.\n", "Below, we show a standard load example:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ds = dc.load(product=\"ga_ls8c_nbart_gm_cyear_3\",\n", " measurements=[\"red\", \"green\", \"blue\"],\n", " x=(153.0, 153.8),\n", " y=(-27.2, -28.0),\n", " time=\"2016\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Enabling Dask\n", "\n", "One of the major features of Dask is that it can take advantage of multiple CPU cores to speed up computations, which is known as distributed computing.\n", "This is good for situations where you need to do a lot of calculations on large datasets.\n", "\n", "To set up distributed computing with Dask, you need to first set up a Dask client using the function below:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "client = create_local_dask_cluster(return_client=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A print out should appear, displaying information about the `Client` and the `Cluster`.\n", "For now, we're most interested in the hyperlink after the **Dashboard:** heading, which should look something like [/user/\\/proxy/8787/status](), where [\\]() is your username.\n", "\n", "This link provides a way for you to view how any computations you run are progressing. There are two ways to view the dashboard:\n", "1. Click the link, which will open a new tab in your browser\n", "2. Set up the dashboard inside the JupyterLab environment.\n", "\n", "We'll now cover how to do the second option." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dask dashboard in JupyterLab\n", "\n", "On the left-hand menu bar, click the Dask icon, as shown below:\n", "\n", "![Image](../Supplementary_data/09_Parallel_processing_with_Dask/dask.png)\n", "\n", "Copy and paste the **Dashboard** link from the Client print out in the `DASK DASHBOARD URL` text box:\n", "\n", "![Image](../Supplementary_data/09_Parallel_processing_with_Dask/dask_url_filled.png)\n", "\n", "If the url is valid, the buttons should go from grey to orange.\n", "Click the orange `PROGRESS` button on the dask panel, which will open a new tab inside JupyterLab.\n", "\n", "To view the Dask window and your active notebook at the same time, drag the new `Dask Progress` tab to the bottom of the screen.\n", "\n", "Now, when you do computations with Dask, you'll see the progress of the computations in this new Dask window." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lazy load\n", "\n", "When using Dask, the `dc.load()` function will switch from immediately loading the data to \"lazy-loading\" the data. \n", "This means the data is only loaded when it is going to be used for a calculation, potentially saving time and memory.\n", "\n", "Lazy-loading changes the data structure returned from the `dc.load()` command: the returned `xarray.Dataset` will be comprised of `dask.array` objects.\n", "\n", "To request lazy-loaded data, add a `dask_chunks` parameter to your `dc.load()` call:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds = dc.load(product=\"ga_ls8c_nbart_gm_cyear_3\",\n", " measurements=[\"red\", \"green\", \"blue\"],\n", " x=(153.0, 153.8),\n", " y=(-27.2, -28.0),\n", " time=\"2016\",\n", " dask_chunks={\"time\": 1, \"x\": 2048, \"y\": 2048})\n", "\n", "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function should return much faster, as it is not reading any data from disk." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dask chunks\n", "\n", "After adding the `dask_chunks` parameter to `dc.load()`, the lazy-loaded data contains `dask.array` objects with the `chunksize` listed.\n", "The `chunksize` should match the `dask_chunks` parameter originally passed to `dc.load()`. \n", "\n", "Dask works by breaking up large datasets into chunks, which can be read individually. You may specify the number of pixels in each chunk for each dataset dimension.\n", "\n", "For example, we passed the following chunk definition to `dc.load()`:\n", "```\n", "dask_chunks = {\"time\": 1, \"x\": 2048, \"y\": 2048}\n", "```\n", "\n", "This definition tells Dask to cut the data into chunks containing 2048 pixels in the `x` and `y` dimensions and one measurement in the `time` dimension. \n", "For DEA data, we always set `\"time\": 1` in the `dask_chunk` definition, since the data files only span a single time.\n", "\n", "If a chunk size is not provided for a given dimension, or if it set to `-1`, then the chunk will be set to the size of the array in that dimension.\n", "This means all the data in that dimension will be loaded at once, rather than being broken into smaller chunks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Viewing Dask chunks\n", "\n", "To get a visual intuition for how the data has been broken into chunks, we can use the `.data` attribute provided by `xarray`. \n", "This attribute can be used on individual measurements from the lazy-loaded data.\n", "When used in a Jupyter Notebook, it provides a table summarising the size of individual chunks and the number of chunks needed.\n", "\n", "An example is shown below, using the `red` measurement from the lazy-loaded data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", "
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Bytes 19.77 MiB 8.00 MiB
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" ], "text/plain": [ "dask.array" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds.red.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the Chunk column of the table, we can see that the data has been broken into four chunks, with each chunk having a shape of `(1 time, 2048 pixels, 2048 pixels)` and taking up a maximum of 8.00MiB of memory. \n", "Comparing this with the Array column, using Dask means that we can load four lots of less than 8.00MiB, rather than one lot of 19.77MiB. \n", "\n", "This is valuable when it comes to working with large areas or time-spans, as the entire array may not always fit into the memory available.\n", "Breaking large datasets into chunks and loading chunks one at a time means that you can do computations over large areas without crashing the DEA environment." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading lazy data\n", "\n", "When working with lazy-loaded data, you have to specifically ask Dask to read and load data when you want to use it. \n", "Until you do this, the lazy-loaded dataset only knows where the data is, not its values.\n", "\n", "To load the data from disk, call `.load()` on the `DataArray` or `Dataset`.\n", "If you opened the Dask progress window, you should see the computation proceed there." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CPLReleaseMutex: Error = 1 (Operation not permitted)\n" ] }, { "data": { "text/html": [ "
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       "    red          (time, y, x) int16 716 658 596 584 562 ... 110 112 120 122 117\n",
       "    green        (time, y, x) int16 687 620 557 532 519 ... 167 167 175 178 174\n",
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" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 716 658 596 584 562 ... 110 112 120 122 117\n", " green (time, y, x) int16 687 620 557 532 519 ... 167 167 175 178 174\n", " blue (time, y, x) int16 402 365 336 326 322 ... 328 331 341 342 334\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loaded_ds = lazy_ds.load()\n", "loaded_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Dask arrays constructed by the lazy load, e.g.:\n", "```\n", "red (time, y, x) uint16 dask.array\n", "```\n", "have now been replaced with actual numbers:\n", "```\n", " red (time, y, x) uint16 10967 11105 10773 10660 ... 12431 12410 12313\n", " ```\n", "\n", "After applying the `.load()` command, the lazy-loaded data is the same as the data loaded from the first query.\n", "\n", "We can now plot the data to verify it loaded correctly:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rgb(loaded_ds, bands=[\"red\", \"green\", \"blue\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lazy operations\n", "\n", "In addition to breaking data into smaller chunks that fit in memory, Dask has another advantage in that it can track how you want to work with the data, then only perform the necessary operations later.\n", "\n", "We'll now explore how to do this by calculating the normalised difference vegetation index (NDVI) for our data.\n", "To do this, we'll perform the lazy-load operation again, this time adding the near-infrared band (`nir`) to the `dc.load()` command:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 1, y: 3384, x: 3063)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577\n",
       "Data variables:\n",
       "    red          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    green        (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    blue         (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    nir          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "Attributes:\n",
       "    crs:           EPSG:3577\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", " nir (time, y, x) int16 dask.array\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds = dc.load(product=\"ga_ls8c_nbart_gm_cyear_3\",\n", " measurements=[\"red\", \"green\", \"blue\", \"nir\"],\n", " x=(153.0, 153.8),\n", " y=(-27.2, -28.0),\n", " time=\"2016\",\n", " dask_chunks={\"time\": 1, \"x\": 2048, \"y\": 2048})\n", "\n", "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Task graphs\n", "\n", "When using lazy-loading, Dask breaks up the loading operation into a series of steps.\n", "A useful way to visualise the steps is the task graph, which can be accessed by adding the `.visualize()` method to a `.data` call:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds.red.data.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The task graph is read from bottom to top.**\n", "\n", "1. The rectangles at the bottom of the graph are the database entries describing the files that need to be read to load the data.\n", "\n", "2. Above the rectangles are individual load commands that will do the reading.\n", "There is one for each chunk.\n", "The arrows describe which files need to be read for each operation: the chunk on the left needs data from all four database entries (i.e. four arrows), whereas the chunk on the right only needs data from one.\n", "\n", "3. At the very top are the indexes of the chunks that will make up the final array." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding more tasks\n", "\n", "The power of this method comes from chaining tasks together before loading the data.\n", "This is because Dask will only load the data that is required by the final operation in the chain.\n", "\n", "We can demonstrate this by requesting only a small portion of the red band.\n", "If we do this for the lazy-loaded data, we can view the new task graph:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "extract_from_red = lazy_ds.red[:, 100:200, 100:200]\n", "extract_from_red.data.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the new task `getitem` has been added, and that it only applies to the left-most chunk.\n", "If we call `.load()` on the `extract_from_red` Dask array, Dask trace the operation back through the graph to find only the relevant data.\n", "This can save both memory and time.\n", "\n", "We can establish that the above operation yields the same result as loading the data without Dask and subsetting it by running the command below:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The loaded arrays match: True\n" ] } ], "source": [ "lazy_red_subset = extract_from_red.load()\n", "data_red_subset = ds.red[:, 100:200, 100:200]\n", "\n", "print(f\"The loaded arrays match: {lazy_red_subset.equals(data_red_subset)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the arrays are the same, it is worth using lazy-loading to chain operations together, then calling `.load()` only when you're ready to get the answer.\n", "This saves time and memory, since Dask will only load the input data that is required to get the final output. \n", "In this example, the lazy-load only needed to load a small section of the `red` band, whereas the original load to get `data` had to load the `red`, `green` and `blue` bands, then subset the `red` band, meaning time was spent loading data that wasn't used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple tasks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The power of using lazy-loading in Dask is that you can continue to chain operations together until you are ready to get the answer.\n", "\n", "Here, we chain multiple steps together to calculate a new band for our array. Specifically, we use the `red` and `nir` bands to calculate the [Normalised Difference Vegetation Index](https://en.wikipedia.org/wiki/Normalized_difference_vegetation_index) (NDVI), which can help identify areas of healthy vegetation.\n", "For remote sensing data such as satellite imagery, it is defined as:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\text{NDVI} & = \\frac{(\\text{NIR} - \\text{Red})}{(\\text{NIR} + \\text{Red})}, \\\\\n", "\\end{aligned}\n", "$$\n", "\n", "where $\\text{NIR}$ is the near-infrared band of the data, and $\\text{Red}$ is the red band:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "band_diff = lazy_ds.nir - lazy_ds.red\n", "band_sum = lazy_ds.nir + lazy_ds.red\n", "\n", "lazy_ds[\"ndvi\"] = band_diff / band_sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Doing this adds the new `ndvi` Dask array to the `lazy_data` dataset:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 1, y: 3384, x: 3063)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577\n",
       "Data variables:\n",
       "    red          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    green        (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    blue         (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    nir          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    ndvi         (time, y, x) float64 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "Attributes:\n",
       "    crs:           EPSG:3577\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", " nir (time, y, x) int16 dask.array\n", " ndvi (time, y, x) float64 dask.array\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the operation is defined, we can view its task graph:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds.ndvi.data.visualize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reading the graph bottom-to-top, we can see the equation taking place. The `add` and `sub` are performed on each band before being divided (`truediv`).\n", "\n", "We can see how each output chunk is independent from the others. This means we could calculate each chunk without ever having to load all of the bands into memory at the same time.\n", "\n", "Finally, we can calculate the NDVI values and load the result into memory by calling the `.load()` command.\n", "We'll store the result in the `ndvi_load` variable:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'ndvi' (time: 1, y: 3384, x: 3063)>\n",
       "array([[[ 0.57608052,  0.58887848,  0.60981997, ..., -0.08949416,\n",
       "         -0.08949416, -0.10743802],\n",
       "        [ 0.57725061,  0.60106206,  0.59208731, ..., -0.06752412,\n",
       "         -0.07865169, -0.08264463],\n",
       "        [ 0.55183946,  0.59015841,  0.57391866, ..., -0.07913669,\n",
       "         -0.07806691, -0.08461538],\n",
       "        ...,\n",
       "        [ 0.66837858,  0.67876013,  0.66378107, ..., -0.09708738,\n",
       "         -0.11340206, -0.10447761],\n",
       "        [ 0.60508242,  0.60903269,  0.62198888, ..., -0.10280374,\n",
       "         -0.09677419, -0.0990099 ],\n",
       "        [ 0.57230143,  0.57087126,  0.57129543, ..., -0.09589041,\n",
       "         -0.0941704 , -0.09345794]]])\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577
" ], "text/plain": [ "\n", "array([[[ 0.57608052, 0.58887848, 0.60981997, ..., -0.08949416,\n", " -0.08949416, -0.10743802],\n", " [ 0.57725061, 0.60106206, 0.59208731, ..., -0.06752412,\n", " -0.07865169, -0.08264463],\n", " [ 0.55183946, 0.59015841, 0.57391866, ..., -0.07913669,\n", " -0.07806691, -0.08461538],\n", " ...,\n", " [ 0.66837858, 0.67876013, 0.66378107, ..., -0.09708738,\n", " -0.11340206, -0.10447761],\n", " [ 0.60508242, 0.60903269, 0.62198888, ..., -0.10280374,\n", " -0.09677419, -0.0990099 ],\n", " [ 0.57230143, 0.57087126, 0.57129543, ..., -0.09589041,\n", " -0.0941704 , -0.09345794]]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ndvi_load = lazy_ds.ndvi.load()\n", "ndvi_load" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot a subset of our NDVI data to verify that Dask correctly calculated our sequence of tasks. \n", "Vegetation should appear in green (indicating high NDVI values), and non-vegetation in red (indicating low NDVI values, e.g. over water):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ndvi_load[:, 1600:2100, 1100:1600].plot(cmap=\"RdYlGn\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that running the `.load()` command also modifies the `ndvi` entry in the `lazy_load` dataset:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 1, y: 3384, x: 3063)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577\n",
       "Data variables:\n",
       "    red          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    green        (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    blue         (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    nir          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    ndvi         (time, y, x) float64 0.5761 0.5889 0.6098 ... -0.09417 -0.09346\n",
       "Attributes:\n",
       "    crs:           EPSG:3577\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", " nir (time, y, x) int16 dask.array\n", " ndvi (time, y, x) float64 0.5761 0.5889 0.6098 ... -0.09417 -0.09346\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that `ndvi` is a number, whereas all the other variables are Dask arrays." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Keeping variables as Dask arrays\n", "If you wanted to calculate the NDVI values, but leave `ndvi` as a dask array in `lazy_load`, you can use the `.compute()` command instead.\n", "\n", "To demonstrate this, we first redefine the `ndvi` variable so that it becomes a Dask array again:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 1, y: 3384, x: 3063)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577\n",
       "Data variables:\n",
       "    red          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    green        (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    blue         (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    nir          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    ndvi         (time, y, x) float64 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "Attributes:\n",
       "    crs:           EPSG:3577\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", " nir (time, y, x) int16 dask.array\n", " ndvi (time, y, x) float64 dask.array\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds[\"ndvi\"] = band_diff / band_sum\n", "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we perform the same steps as before to calculate NDVI, but use `.compute()` instead of `.load()`:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'ndvi' (time: 1, y: 3384, x: 3063)>\n",
       "array([[[ 0.57608052,  0.58887848,  0.60981997, ..., -0.08949416,\n",
       "         -0.08949416, -0.10743802],\n",
       "        [ 0.57725061,  0.60106206,  0.59208731, ..., -0.06752412,\n",
       "         -0.07865169, -0.08264463],\n",
       "        [ 0.55183946,  0.59015841,  0.57391866, ..., -0.07913669,\n",
       "         -0.07806691, -0.08461538],\n",
       "        ...,\n",
       "        [ 0.66837858,  0.67876013,  0.66378107, ..., -0.09708738,\n",
       "         -0.11340206, -0.10447761],\n",
       "        [ 0.60508242,  0.60903269,  0.62198888, ..., -0.10280374,\n",
       "         -0.09677419, -0.0990099 ],\n",
       "        [ 0.57230143,  0.57087126,  0.57129543, ..., -0.09589041,\n",
       "         -0.0941704 , -0.09345794]]])\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577
" ], "text/plain": [ "\n", "array([[[ 0.57608052, 0.58887848, 0.60981997, ..., -0.08949416,\n", " -0.08949416, -0.10743802],\n", " [ 0.57725061, 0.60106206, 0.59208731, ..., -0.06752412,\n", " -0.07865169, -0.08264463],\n", " [ 0.55183946, 0.59015841, 0.57391866, ..., -0.07913669,\n", " -0.07806691, -0.08461538],\n", " ...,\n", " [ 0.66837858, 0.67876013, 0.66378107, ..., -0.09708738,\n", " -0.11340206, -0.10447761],\n", " [ 0.60508242, 0.60903269, 0.62198888, ..., -0.10280374,\n", " -0.09677419, -0.0990099 ],\n", " [ 0.57230143, 0.57087126, 0.57129543, ..., -0.09589041,\n", " -0.0941704 , -0.09345794]]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ndvi_compute = lazy_ds.ndvi.compute()\n", "ndvi_compute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the values have been calculated, but as shown below, the `ndvi` variable is kept as a Dask array." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:      (time: 1, y: 3384, x: 3063)\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 2016-07-01T23:59:59.999999\n",
       "  * y            (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n",
       "  * x            (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n",
       "    spatial_ref  int32 3577\n",
       "Data variables:\n",
       "    red          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    green        (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    blue         (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    nir          (time, y, x) int16 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "    ndvi         (time, y, x) float64 dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
       "Attributes:\n",
       "    crs:           EPSG:3577\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (time: 1, y: 3384, x: 3063)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-01T23:59:59.999999\n", " * y (y) float64 -3.118e+06 -3.118e+06 ... -3.219e+06 -3.219e+06\n", " * x (x) float64 2.031e+06 2.031e+06 ... 2.123e+06 2.123e+06\n", " spatial_ref int32 3577\n", "Data variables:\n", " red (time, y, x) int16 dask.array\n", " green (time, y, x) int16 dask.array\n", " blue (time, y, x) int16 dask.array\n", " nir (time, y, x) int16 dask.array\n", " ndvi (time, y, x) float64 dask.array\n", "Attributes:\n", " crs: EPSG:3577\n", " grid_mapping: spatial_ref" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lazy_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `.compute()` can allow you to calculate in-between steps and store the results, without modifying the original Dask dataset or array. \n", "However, be careful when using `.compute()`, as it may lead to confusion about what you have and have not modified, as well as multiple computations of the same quantity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shutting down the Dask client\n", "To free up computing resources for future work, we can close the Dask client once we are finished:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "client.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recommended next steps\n", "\n", "### Further resources\n", "\n", "For further reading on how Dask works, and how it is used by `xarray`, see these resources:\n", "\n", " * http://xarray.pydata.org/en/stable/dask.html\n", " * https://dask.readthedocs.io/en/latest/\n", " * http://stephanhoyer.com/2015/06/11/xray-dask-out-of-core-labeled-arrays/\n", "\n", "### Other notebooks\n", "You have now completed the full beginner's guide tutorial!\n", "\n", "1. [Jupyter Notebooks](01_Jupyter_notebooks.ipynb)\n", "2. [Digital Earth Australia](02_DEA.ipynb)\n", "3. [Products and Measurements](03_Products_and_measurements.ipynb)\n", "4. [Loading data](04_Loading_data.ipynb)\n", "5. [Plotting](05_Plotting.ipynb)\n", "6. [Performing a basic analysis](06_Basic_analysis.ipynb)\n", "7. [Introduction to numpy](07_Intro_to_numpy.ipynb)\n", "8. [Introduction to xarray](08_Intro_to_xarray.ipynb)\n", "9. **Parallel processing with Dask (this notebook)**\n", "\n", "You can now join more advanced users in exploring:\n", "\n", "* The \"DEA_products\" directory in the repository, where you can explore DEA products in depth.\n", "* The \"How_to_guides\" directory, which contains a recipe book of common techniques and methods for analysing DEA data.\n", "* The \"Real_world_examples\" directory, which provides more complex workflows and analysis case studies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "## Additional information\n", "\n", "**License:** The code in this notebook is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). \n", "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n", "\n", "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n", "If you would like to report an issue with this notebook, you can file one on [GitHub](https://github.com/GeoscienceAustralia/dea-notebooks).\n", "\n", "**Last modified:** December 2023\n", "\n", "**Compatible `datacube` version:** " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8.6\n" ] } ], "source": [ "print(datacube.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tags\n", "" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "**Tags**: :index:`sandbox compatible`, :index:`NCI compatible`, :index:`landsat 8`, :index:`annual geomedian`, :index:`NDVI`, :index:`plotting`, :index:`dea_plotting`, :index:`rgb`, :index:`Dask`, :index:`parallel processing`, :index:`lazy loading`, :index:`beginner`" ] } ], "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": "3.8.10" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }