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@crusaderky
Last active April 13, 2018 21:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"from functools import partial\n",
"import numpy as np\n",
"from dask.array import Array\n",
"from dask.array.reductions import reduction\n",
"\n",
"\n",
"def topk(a, k, axis=-1, split_every=None):\n",
" \"\"\"Extract the k largest elements from a on the given axis,\n",
" and return them sorted from largest to smallest.\n",
" If k is negative, extract the -k smallest elements instead,\n",
" and return them sorted from smallest to largest.\n",
" \"\"\"\n",
" if isinstance(a, int) and isinstance(k, Array):\n",
" warnings.warn(\"DeprecationWarning: topk(k, a) has been replaced with topk(a, k)\")\n",
" a, k = k, a\n",
"\n",
" kernel = partial(topk_chunk, k=k)\n",
" res = reduction(a, kernel, kernel, axis=axis, keepdims=True,\n",
" dtype=a.dtype, split_every=split_every)\n",
" # reduction(keepdims=True) sets shape[axis] to 1. Fix it.\n",
" chunks = list(res.chunks)\n",
" chunks[axis] = (abs(k), )\n",
" res = Array(res.dask, res.name, chunks, res.dtype)\n",
"\n",
" # Sort result internally\n",
" res = res.map_blocks(topk_final, k=k, axis=axis, dtype=a.dtype)\n",
"\n",
" return res\n",
"\n",
"\n",
"def topk_chunk(a, k, axis, keepdims):\n",
" \"\"\"Chunkwise kernel of topk.\n",
" Returns the first k elements of a, on the given axis.\n",
" Note that, unlike in the parent function, the returned elements\n",
" are not sorted internally.\n",
" \"\"\"\n",
" axis = axis[0]\n",
" if abs(k) >= a.shape[axis]:\n",
" return a\n",
" a = np.partition(a, -k, axis=axis)\n",
" # a = a[-k:] if k>0 else a[:-k], on arbitrary axis\n",
" a = a[[\n",
" (slice(-k, None) if k > 0 else slice(None, -k))\n",
" if i == axis else slice(None)\n",
" for i in range(a.ndim)\n",
" ]]\n",
" return a\n",
"\n",
"\n",
"def topk_final(a, k, axis):\n",
" \"\"\"Sort the topk result internally\n",
" \"\"\"\n",
" if axis < 0:\n",
" axis += a.ndim\n",
" a = np.sort(a, axis=axis)\n",
" if k > 0:\n",
" # a = a[::-1] on arbitrary axis\n",
" a = a[[\n",
" slice(None, None, -1) if i == axis else slice(None)\n",
" for i in range(a.ndim)\n",
" ]]\n",
" return a"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/crusaderky/miniconda3/lib/python3.6/site-packages/ipykernel_launcher.py:15: UserWarning: DeprecationWarning: topk(k, a) has been replaced with topk(a, k)\n",
" from ipykernel import kernelapp as app\n"
]
}
],
"source": [
"from dask.array.random import random\n",
"k = 5\n",
"a = random(1000, chunks=250)\n",
"np.testing.assert_array_equal(np.sort(a)[-k:][::-1], topk(a, k))\n",
"np.testing.assert_array_equal(np.sort(a)[-k:][::-1], topk(k, a))\n",
"np.testing.assert_array_equal(np.sort(a)[-k:][::-1], topk(a, k, split_every=2))\n",
"np.testing.assert_array_equal(np.sort(a)[:k], topk(a, -k))\n",
"\n",
"b = random((10, 20, 30), chunks=(4, 8, 8))\n",
"np.testing.assert_array_equal(np.sort(b, axis=0)[-k:, :, :][::-1, :, :], topk(b, k, axis=0))\n",
"np.testing.assert_array_equal(np.sort(b, axis=1)[:, -k:, :][:, ::-1, :], topk(b, k, axis=1))\n",
"np.testing.assert_array_equal(np.sort(b, axis=2)[:, :, -k:][:, :, ::-1], topk(b, k, axis=2))\n",
"\n",
"np.testing.assert_array_equal(np.sort(b, axis=0)[:k, :, :], topk(b, -k, axis=0))\n",
"np.testing.assert_array_equal(np.sort(b, axis=1)[:, :k, :], topk(b, -k, axis=1))\n",
"np.testing.assert_array_equal(np.sort(b, axis=2)[:, :, :k], topk(b, -k, axis=2))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a.topk(k).visualize()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topk(a, k).visualize()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topk(a, k, split_every=2).visualize()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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