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@crusaderky
Last active April 13, 2018 23:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"from functools import partial\n",
"from operator import getitem\n",
"import numpy as np\n",
"from dask.array import Array, arange\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, x) 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",
" return res.map_blocks(topk_end, k=k, axis=axis, dtype=a.dtype)\n",
"\n",
"\n",
"def topk_chunk(a, k, axis, keepdims):\n",
" \"\"\"Kernel of topk and argtopk.\n",
" Extract the k largest elements from a on the given axis.\n",
" If k is negative, extract the -k smallest elements instead.\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_end(a, k, axis):\n",
" \"\"\"Kernel of topk and argtopk.\n",
" Post-processes the outpout of topk_chunk, sorting the results 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\n",
"\n",
"\n",
"def argtopk(a, k, axis=-1, split_every=None):\n",
" \"\"\"Extract the indexes of 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 indexes of the -k smallest elements instead,\n",
" and return them sorted from smallest to largest.\n",
" \"\"\"\n",
" # Convert a to a recarray that contains its index\n",
" if axis < 0:\n",
" axis += a.ndim\n",
" idx = arange(a.shape[axis], chunks=a.chunks[axis])\n",
" idx = idx[tuple(slice(None) if i == axis else np.newaxis for i in range(a.ndim))]\n",
" a_rec = a.map_blocks(argtopk_begin, idx, dtype=[('values', a.dtype), ('idx', int)])\n",
"\n",
" res = topk(a_rec, k, axis=axis, split_every=split_every)\n",
"\n",
" # Discard values\n",
" return res.map_blocks(getitem, 'idx', dtype=int)\n",
"\n",
"\n",
"def argtopk_begin(a, idx):\n",
" \"\"\"Kernel of argtopk.\n",
" Preprocess data, by putting it together with its indexes in a recarray\n",
" \"\"\"\n",
" res = np.recarray(a.shape, dtype=[('values', a.dtype), ('idx', int)])\n",
" res.values = a\n",
" res.idx = idx\n",
" return res"
]
},
{
"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:16: UserWarning: DeprecationWarning: topk(k, x) has been replaced with topk(a, k)\n",
" app.launch_new_instance()\n"
]
}
],
"source": [
"from dask.array import random, from_array\n",
"k = 5\n",
"a = random.random(1000, chunks=250)\n",
"b = random.random((10, 20, 30), chunks=(4, 8, 8))\n",
"c = from_array(np.array([(1, 'Hello'), (2, 'World')], dtype=[('foo', int), ('bar', '<U5')]), chunks=1)\n",
"\n",
"# Support for deprecated API\n",
"np.testing.assert_array_equal(topk(a, 5), topk(5, a))\n",
"\n",
"for npf, daskf in ((np.sort, topk), (np.argsort, argtopk)):\n",
" for se in (None, 2):\n",
" # 1-dimensional arrays\n",
" np.testing.assert_array_equal(npf(a)[-k:][::-1], daskf(a, k, split_every=se))\n",
" np.testing.assert_array_equal(npf(a)[:k], daskf(a, -k, split_every=se))\n",
"\n",
" # n-dimensional arrays\n",
" np.testing.assert_array_equal(npf(b, axis=0)[-k:, :, :][::-1, :, :], daskf(b, k, axis=0, split_every=se))\n",
" np.testing.assert_array_equal(npf(b, axis=1)[:, -k:, :][:, ::-1, :], daskf(b, k, axis=1, split_every=se))\n",
" np.testing.assert_array_equal(npf(b, axis=2)[:, :, -k:][:, :, ::-1], daskf(b, k, axis=2, split_every=se))\n",
"\n",
" np.testing.assert_array_equal(npf(b, axis=0)[:k, :, :], daskf(b, -k, axis=0, split_every=se))\n",
" np.testing.assert_array_equal(npf(b, axis=1)[:, :k, :], daskf(b, -k, axis=1, split_every=se))\n",
" np.testing.assert_array_equal(npf(b, axis=2)[:, :, :k], daskf(b, -k, axis=2, split_every=se))\n",
"\n",
" # structured arrays\n",
" np.testing.assert_array_equal(npf(c, axis=0)[-1:][::-1], daskf(c, 1, split_every=se))\n",
" np.testing.assert_array_equal(npf(c, axis=0)[:1], daskf(c, -1, split_every=se))"
]
},
{
"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": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"argtopk(a, k).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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