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from __future__ import division, with_statement, absolute_import, print_function | ||
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__copyright__ = """ | ||
Copyright (c) 2011, Eric Bainville | ||
Copyright (c) 2015, Ilya Efimoff | ||
All rights reserved. | ||
""" | ||
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# based on code at | ||
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__license__ = """ | ||
Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
1. Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
2. Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
3. Neither the name of the copyright holder nor the names of its contributors | ||
may be used to endorse or promote products derived from this software without | ||
specific prior written permission. | ||
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND | ||
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED | ||
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) | ||
HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT | ||
LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT | ||
OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
""" | ||
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import pyopencl as cl | ||
from pyopencl.tools import dtype_to_ctype | ||
from mako.template import Template | ||
from operator import mul | ||
from functools import reduce | ||
from pytools import memoize_method | ||
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class BitonicSort(object): | ||
def __init__(self, context, shape, key_dtype, idx_dtype=None, axis=0): | ||
import pyopencl.bitonic_sort_templates as tmpl | ||
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self.cached_defs = {} | ||
self.kernels_srcs = { | ||
'B2': tmpl.ParallelBitonic_B2, | ||
'B4': tmpl.ParallelBitonic_B4, | ||
'B8': tmpl.ParallelBitonic_B8, | ||
'B16': tmpl.ParallelBitonic_B16, | ||
'C4': tmpl.ParallelBitonic_C4, | ||
'BL': tmpl.ParallelBitonic_Local, | ||
'BLO': tmpl.ParallelBitonic_Local_Optim, | ||
'PML': tmpl.ParallelMerge_Local | ||
} | ||
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self.dtype = dtype_to_ctype(key_dtype) | ||
self.context = context | ||
self.axis = axis | ||
if idx_dtype is None: | ||
self.argsort = 0 | ||
self.idx_t = 'uint' # Dummy | ||
else: | ||
self.argsort = 1 | ||
self.idx_t = dtype_to_ctype(idx_dtype) | ||
self.defstpl = Template(tmpl.defines) | ||
self.rq = self.sort_b_prepare_wl(shape, self.axis) | ||
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def __call__(self, _arr, idx=None, mkcpy=True): | ||
arr = _arr.copy() if mkcpy else _arr | ||
rq = self.rq | ||
p, nt, wg, aux = rq[0] | ||
if self.argsort and not type(idx)==type(None): | ||
if aux: | ||
p.run(arr.queue, (nt,), wg, arr.data, idx.data, cl.LocalMemory(wg[0]*4*arr.dtype.itemsize),\ | ||
cl.LocalMemory(wg[0]*4*idx.dtype.itemsize)) | ||
for p, nt, wg,_ in rq[1:]: | ||
p.run(arr.queue, (nt,), wg, arr.data, idx.data) | ||
elif self.argsort==0: | ||
if aux: | ||
p.run(arr.queue, (nt,), wg, arr.data, cl.LocalMemory(wg[0]*4*arr.dtype.itemsize)) | ||
for p, nt, wg,_ in rq[1:]: | ||
p.run(arr.queue, (nt,), wg, arr.data) | ||
else: | ||
raise ValueError("Array of indexes required for this sorter. If argsort is not needed,\ | ||
recreate sorter witout index datatype provided.") | ||
return arr | ||
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@memoize_method | ||
def get_program(self, letter, params): | ||
if params in self.cached_defs.keys(): | ||
defs = self.cached_defs[params] | ||
else: | ||
defs = self.defstpl.render( | ||
NS="\\", argsort=self.argsort, inc=params[0], dir=params[1], | ||
dtype=params[2], idxtype=params[3], | ||
dsize=params[4], nsize=params[5]) | ||
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self.cached_defs[params] = defs | ||
kid = Template(self.kernels_srcs[letter]).render(argsort=self.argsort) | ||
prg = cl.Program(self.context, defs + kid).build() | ||
return prg | ||
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def sort_b_prepare_wl(self, shape, axis): | ||
run_queue = [] | ||
ds = int(shape[axis]) | ||
size = reduce(mul, shape) | ||
ndim = len(shape) | ||
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ns = reduce(mul, shape[(axis+1):]) if axis < ndim-1 else 1 | ||
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ds = int(shape[axis]) | ||
allowb4 = True | ||
allowb8 = True | ||
allowb16 = True | ||
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wg = min(ds, self.context.devices[0].max_work_group_size) | ||
length = wg >> 1 | ||
prg = self.get_program('BLO', (1, 1, self.dtype, self.idx_t, ds, ns)) | ||
run_queue.append((prg, size, (wg,), True)) | ||
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while length < ds: | ||
inc = length | ||
while inc > 0: | ||
ninc = 0 | ||
direction = length << 1 | ||
if allowb16 and inc >= 8 and ninc == 0: | ||
letter = 'B16' | ||
ninc = 4 | ||
elif allowb8 and inc >= 4 and ninc == 0: | ||
letter = 'B8' | ||
ninc = 3 | ||
elif allowb4 and inc >= 2 and ninc == 0: | ||
letter = 'B4' | ||
ninc = 2 | ||
elif inc >= 0: | ||
letter = 'B2' | ||
ninc = 1 | ||
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nthreads = size >> ninc | ||
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prg = self.get_program(letter, | ||
(inc, direction, self.dtype, self.idx_t, ds, ns)) | ||
run_queue.append((prg, nthreads, None, False,)) | ||
inc >>= ninc | ||
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length <<= 1 | ||
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return run_queue |
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