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@RichardScottOZ
Forked from andrewdhicks/dask-median.ipynb
Created January 17, 2021 23:45
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median() for a dask-backed xarray
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# `median()` for a dask-backed xarray\n",
"\n",
"Runs a median on an dask-backed xarray.\n",
" \n",
"This function does not scale!\n",
"\n",
"It will rechunk along the given dimension, so make sure \n",
"your other chunk sizes are small enough that it \n",
"will fit into memory."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import dask.array\n",
"import numpy as np\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def median(array, dim, keep_attrs=False, skipna=False, **kwargs):\n",
" \"\"\" Runs a median on an dask-backed xarray.\n",
" \n",
" This function does not scale!\n",
" It will rechunk along the given dimension, so make sure \n",
" your other chunk sizes are small enough that it \n",
" will fit into memory.\n",
" \n",
" :param DataArray array: An xarray.DataArray wrapping a dask array\n",
" :param dim str: The name of the dim in array to calculate the median\n",
" \"\"\"\n",
" if type(array) is xr.Dataset:\n",
" return array.apply(median, dim=dim, keep_attrs=keep_attrs, **kwargs)\n",
" \n",
" if not hasattr(array.data, 'dask'):\n",
" return array.median(dim, keep_attrs=keep_attrs, **kwargs)\n",
" \n",
" array = array.chunk({dim:-1})\n",
" axis = array.dims.index(dim)\n",
" median_func = np.nanmedian if skipna else np.median\n",
" blocks = dask.array.map_blocks(median_func, array.data, dtype=array.dtype, drop_axis=axis, axis=axis, **kwargs)\n",
" \n",
" new_coords={k: v for k, v in array.coords.items() if k != dim and dim not in v.dims}\n",
" new_dims = tuple(d for d in array.dims if d != dim)\n",
" new_attrs = array.attrs if keep_attrs else None\n",
" \n",
" return xr.DataArray(blocks, coords=new_coords, dims=new_dims, attrs=new_attrs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Let's try it out"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"from datacube import Datacube\n",
"from datacube.storage.masking import mask_invalid_data\n",
"\n",
"dc = Datacube()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"data = dc.load(\n",
" product='ls8_nbart_albers',\n",
" time='2018-01',\n",
" lat=(-34, -35),\n",
" lon=(148, 149),\n",
" group_by='solar_day',\n",
" dask_chunks={\n",
" 'time': 1,\n",
" 'x': 2000,\n",
" 'y': 2000,\n",
" }\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"red_median = median(data.red, dim='time')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.9 s, sys: 1.04 s, total: 5.94 s\n",
"Wall time: 5.05 s\n"
]
},
{
"data": {
"text/plain": [
"<xarray.DataArray 'median-6dc232a26ebb6dcc0cc32fd737f5c547' (y: 4890, x: 4203)>\n",
"array([[1179., 1228., 1285., ..., 710., 624., 660.],\n",
" [1177., 1139., 1143., ..., 643., 711., 642.],\n",
" [1070., 1026., 1010., ..., 664., 601., 711.],\n",
" ...,\n",
" [-999., -999., -999., ..., 758., 820., 894.],\n",
" [-999., -999., -999., ..., 837., 818., 835.],\n",
" [-999., -999., -999., ..., 855., 801., 780.]])\n",
"Coordinates:\n",
" * y (y) float64 -3.803e+06 -3.803e+06 ... -3.925e+06 -3.925e+06\n",
" * x (x) float64 1.453e+06 1.453e+06 1.453e+06 ... 1.558e+06 1.558e+06"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"red_median.load();"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"red_median.plot.imshow();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### There is also a `skipna` variant that uses `nanmedian`"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"red_nanmedian = median(mask_invalid_data(data.red), dim='time', skipna=True)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 10.1 s, sys: 3.13 s, total: 13.2 s\n",
"Wall time: 6.47 s\n"
]
},
{
"data": {
"text/plain": [
"<xarray.DataArray 'nanmedian-4800628a969bd1451330ee3604efd0ca' (y: 4890, x: 4203)>\n",
"array([[1399. , 1368. , 1311. , ..., 754. , 763. , 823. ],\n",
" [1359. , 1364. , 1389. , ..., 1031. , 840. , 801. ],\n",
" [1344. , 1371. , 1431. , ..., 1439. , 1103. , 767. ],\n",
" ...,\n",
" [ 772.5, 683.5, 651. , ..., 2835. , 2844. , 2864. ],\n",
" [ 748.5, 698. , 720.5, ..., 2871. , 2846. , 2836.5],\n",
" [ 801. , 753.5, 674. , ..., 2876.5, 2837. , 2808.5]])\n",
"Coordinates:\n",
" * y (y) float64 -3.803e+06 -3.803e+06 ... -3.925e+06 -3.925e+06\n",
" * x (x) float64 1.453e+06 1.453e+06 1.453e+06 ... 1.558e+06 1.558e+06"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"red_nanmedian.load();"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"red_nanmedian.plot.imshow();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try it without dask to compare:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"not_lazy_data = dc.load(\n",
" product='ls8_nbart_albers',\n",
" time='2018-01',\n",
" lat=(-34, -35),\n",
" lon=(148, 149),\n",
" group_by='solar_day',\n",
" measurements=['red'],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"not_lazy_data.red.median(dim='time').plot.imshow();"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mask_invalid_data(not_lazy_data.red).median(dim='time').plot.imshow();"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:20181015]",
"language": "python",
"name": "conda-env-20181015-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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