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April 30, 2021 09:00
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Reversing cumulative sums
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Reversing cumulative sums in Numpy and Xarray\n", | |
"\n", | |
"$$\n", | |
"\\sum_{n=0}^{N} d_n = \\sum_{n=0}^{M-1} d_n + \\sum_{n=M}^N d_n\n", | |
"\\quad\\Rightarrow\\quad\\sum_{n=M}^{N} d_n = \\sum_{n=0}^N d_n - \\sum_{n=0}^{M-1} d_n\n", | |
"\\quad\\Rightarrow\\quad\\sum_{n=M}^{N} d_n = \\sum_{n=0}^N d_n - \\sum_{n=0}^{M} d_n + d_M\n", | |
"$$\n", | |
"\n", | |
"Hence, we can calculate the `cumsum` starting at the end in two ways:\n", | |
"1. Explicitly reversing: `np.cumsum(data[::-1])[::-1]`\n", | |
"2. Exploiting the above: `np.sum(data) - np.cumsum(data) + data`\n", | |
"\n", | |
"This is prone to off-by-one errors, so let's take a test-driven approach." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Numpy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Create some test inputs and the known true result for these test inputs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"test_data = np.array([1, 2, 3, 4, 5])\n", | |
"true_data_rcs = np.array([15, 14, 12, 9, 5])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def rcs_explicit(data):\n", | |
" \"\"\"Calc reverse cumsum by explicitly reversing the array twice.\"\"\"\n", | |
" return data[::-1].cumsum()[::-1]\n", | |
"\n", | |
"\n", | |
"# make sure this function produces the known true result\n", | |
"np.testing.assert_allclose(\n", | |
" rcs_explicit(test_data),\n", | |
" true_data_rcs\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def rcs_alt(data):\n", | |
" \"\"\"Calc reverse cumsum by exploiting sum-formula arithmetics.\"\"\"\n", | |
" return np.sum(data) - np.cumsum(data) + data\n", | |
"\n", | |
"\n", | |
"# make sure this function produces the known true result\n", | |
"np.testing.assert_allclose(\n", | |
" rcs_alt(test_data),\n", | |
" true_data_rcs\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We'd like to make sure the results are good for more than the simple test data.\n", | |
"We can cross-check using many random test data arrays:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for n in range(100):\n", | |
" test_data = np.random.normal(size=(1000, ))\n", | |
" np.testing.assert_allclose(\n", | |
" rcs_explicit(test_data),\n", | |
" rcs_alt(test_data)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Xarray" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<xarray.core.options.set_options at 0x7f57fcfb3af0>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import xarray as xr\n", | |
"xr.set_options(display_style=\"text\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def wrap_data_xr(data):\n", | |
" \"\"\"Wrap np-like array in full 1d data array.\"\"\"\n", | |
" return xr.DataArray(\n", | |
" data,\n", | |
" dims=(\"z\", ),\n", | |
" coords={\"z\": (\"z\", np.arange(len(data)))},\n", | |
" name=\"data\"\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Create some test data arrays." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"test_data = wrap_data_xr(np.array([1, 2, 3, 4, 5]))\n", | |
"true_data_rcs = wrap_data_xr(np.array([15, 14, 12, 9, 5]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<pre><xarray.DataArray 'data' (z: 5)>\n", | |
"array([1, 2, 3, 4, 5])\n", | |
"Coordinates:\n", | |
" * z (z) int64 0 1 2 3 4</pre>" | |
], | |
"text/plain": [ | |
"<xarray.DataArray 'data' (z: 5)>\n", | |
"array([1, 2, 3, 4, 5])\n", | |
"Coordinates:\n", | |
" * z (z) int64 0 1 2 3 4" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"test_data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<pre><xarray.DataArray 'data' (z: 5)>\n", | |
"array([15, 14, 12, 9, 5])\n", | |
"Coordinates:\n", | |
" * z (z) int64 0 1 2 3 4</pre>" | |
], | |
"text/plain": [ | |
"<xarray.DataArray 'data' (z: 5)>\n", | |
"array([15, 14, 12, 9, 5])\n", | |
"Coordinates:\n", | |
" * z (z) int64 0 1 2 3 4" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"true_data_rcs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def xr_rcs_explicit(data):\n", | |
" \"\"\"Calc reverse cumsum by explicitly reversing the array twice.\"\"\"\n", | |
" return data.isel(\n", | |
" z=slice(None, None, -1)\n", | |
" ).cumsum(\n", | |
" \"z\"\n", | |
" ).isel(\n", | |
" z=slice(None, None, -1)\n", | |
" )\n", | |
"\n", | |
"\n", | |
"# make sure we reproduce the known result\n", | |
"np.testing.assert_allclose(\n", | |
" xr_rcs_explicit(test_data),\n", | |
" true_data_rcs\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def xr_rcs_alt(data):\n", | |
" \"\"\"Calc reverse cumsum by explicitly reversing the array twice.\"\"\"\n", | |
" return data.sum(\"z\") - data.cumsum(\"z\") + data\n", | |
"\n", | |
"\n", | |
"# make sure we reproduce the known result\n", | |
"np.testing.assert_allclose(\n", | |
" xr_rcs_alt(test_data),\n", | |
" true_data_rcs\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"And cross-check for many random test data arrays againg:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for n in range(100):\n", | |
" test_data = np.random.normal(size=(1000, ))\n", | |
" np.testing.assert_allclose(\n", | |
" xr_rcs_explicit(wrap_data_xr(test_data)),\n", | |
" xr_rcs_alt(wrap_data_xr(test_data))\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dask" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import dask.array as darr" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We'll just cross check:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for n in range(100):\n", | |
" test_data = darr.random.normal(size=(900, ), chunks=(300, ))\n", | |
" np.testing.assert_allclose(\n", | |
" xr_rcs_explicit(wrap_data_xr(test_data)).compute(),\n", | |
" xr_rcs_alt(wrap_data_xr(test_data)).compute()\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dask timing" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<tr>\n", | |
"<td>\n", | |
"<table>\n", | |
" <thead>\n", | |
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr><th> Bytes </th><td> 7.20 kB </td> <td> 2.40 kB </td></tr>\n", | |
" <tr><th> Shape </th><td> (900,) </td> <td> (300,) </td></tr>\n", | |
" <tr><th> Count </th><td> 3 Tasks </td><td> 3 Chunks </td></tr>\n", | |
" <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
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], | |
"text/plain": [ | |
"dask.array<normal, shape=(900,), dtype=float64, chunksize=(300,), chunktype=numpy.ndarray>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"test_data = darr.random.normal(size=(900, ), chunks=(300, ))\n", | |
"test_data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"14.8 ms ± 246 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" | |
] | |
} | |
], | |
"source": [ | |
"%timeit xr_rcs_explicit(wrap_data_xr(test_data)).compute()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"24.6 ms ± 1.28 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" | |
] | |
} | |
], | |
"source": [ | |
"%timeit xr_rcs_alt(wrap_data_xr(test_data)).compute()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"So the more elegant sum-formula arithmetics approach is slower." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Dask graph complexity" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"xr_rcs_explicit(wrap_data_xr(test_data)).data.visualize(collapse_outputs=True, rankdir=\"LR\", color=\"order\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"xr_rcs_alt(wrap_data_xr(test_data)).data.visualize(collapse_outputs=True, rankdir=\"LR\", color=\"order\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"So the elegant way is more complex internally." | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.8.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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