Skip to content

Instantly share code, notes, and snippets.

@crusaderky
Created April 15, 2018 12:10
Show Gist options
  • Save crusaderky/5d25a19159c3e0299c94dd1defff69ae to your computer and use it in GitHub Desktop.
Save crusaderky/5d25a19159c3e0299c94dd1defff69ae to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from itertools import product\n",
"from dask.array import Array\n",
"from dask.base import tokenize\n",
"from dask import sharedict\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def slice_by_da(a, idx, axis=0):\n",
" if idx.dtype.kind != 'i':\n",
" raise TypeError(\"Expected array of integers\")\n",
" if idx.ndim != 1:\n",
" raise NotImplementedError(\"Not implemented: support for multi-dimensional dask indexes\")\n",
" if axis < 0:\n",
" axis += a.ndim\n",
"\n",
" dsk = {}\n",
" token = tokenize(a, idx, axis)\n",
" name1 = 'slice_by_da_chunk-' + token\n",
" name2 = 'slice_by_da_aggregate-' + token\n",
"\n",
" res_numblocks = list(a.numblocks)\n",
" res_numblocks[axis] = idx.numblocks[0]\n",
" for res_block_ii in product(*[list(range(i)) for i in res_numblocks]):\n",
" chunk_keys = []\n",
"\n",
" idx_key = idx.name, res_block_ii[axis]\n",
"\n",
" for a_block_i in range(a.numblocks[axis]):\n",
" a_block_ii = tuple(\n",
" a_block_i if axis_i == axis else res_block_i\n",
" for axis_i, res_block_i in enumerate(res_block_ii))\n",
"\n",
" a_key = (a.name, ) + a_block_ii\n",
" chunk_key = (name1, ) + a_key[1:] + idx_key[1:]\n",
" chunk_keys.append(chunk_key)\n",
" offset = sum(a.chunks[axis][:a_block_i])\n",
" \n",
" dsk[chunk_key] = slice_by_da_chunk, a_key, idx_key, axis, offset\n",
"\n",
" dsk[(name2,) + res_block_ii] = slice_by_da_aggregate, idx_key, chunk_keys, a.chunks[axis], axis\n",
"\n",
" res_chunks = list(a.chunks)\n",
" res_chunks[axis] = idx.chunks[0]\n",
" return Array(sharedict.merge(dsk, a.dask, idx.dask),\n",
" name=name2, chunks=res_chunks, dtype=a.dtype)\n",
"\n",
"\n",
"def slice_by_da_chunk(a, idx, axis, offset):\n",
" idx = idx - offset\n",
" idx_filter = np.logical_and(idx >= 0, idx < a.shape[axis])\n",
" idx = idx[idx_filter]\n",
" return a[[\n",
" idx if i == axis else slice(None) \n",
" for i in range(a.ndim)\n",
" ]]\n",
"\n",
"\n",
"def slice_by_da_aggregate(idx, chunk_outputs, a_chunks, axis):\n",
" a_offset = 0\n",
" idx_ranges = []\n",
" for a_chunk in a_chunks:\n",
" idx_filter = np.logical_and(idx >= a_offset, idx < a_offset + a_chunk)\n",
" idx_ranges.append(np.arange(idx.size)[idx_filter])\n",
" a_offset += a_chunk\n",
"\n",
" chunk_outputs = np.concatenate(chunk_outputs, axis=axis)\n",
" idx_ranges = np.concatenate(idx_ranges)\n",
"\n",
" return chunk_outputs[[\n",
" idx_ranges if i == axis else slice(None)\n",
" for i in range(chunk_outputs.ndim)\n",
" ]]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from dask.array import from_array\n",
"a = np.array([[ 10, 20, 30, 40, 50],\n",
" [ 60, 70, 80, 90, 100],\n",
" [110, 120, 130, 140, 150]])\n",
"idx = np.array([2, 0, 2])\n",
"a_dask = from_array(a, chunks=2)\n",
"idx_dask = from_array(idx, chunks=2)\n",
"\n",
"np.testing.assert_array_equal(\n",
" a[idx, :],\n",
" slice_by_da(a_dask, idx_dask, axis=0))\n",
"np.testing.assert_array_equal(\n",
" a[:, idx],\n",
" slice_by_da(a_dask, idx_dask, axis=-1))"
]
},
{
"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": [
"slice_by_da(a_dask, idx_dask, axis=1).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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment