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"""
Copyright (c) 2011, Douban Inc. <http://www.douban.com/>
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are
met:
* Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
* 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.
* Neither the name of the Douban Inc. 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
OWNER 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.
"""
from pyspark.resultiterable import ResultIterable
from functools import reduce
def _do_python_join(rdd, other, numPartitions, dispatch):
vs = rdd.mapValues(lambda v: (1, v))
ws = other.mapValues(lambda v: (2, v))
return vs.union(ws).groupByKey(numPartitions).flatMapValues(lambda x: dispatch(x.__iter__()))
def python_join(rdd, other, numPartitions):
def dispatch(seq):
vbuf, wbuf = [], []
for (n, v) in seq:
if n == 1:
vbuf.append(v)
50 ↛ 47line 50 didn't jump to line 47, because the condition on line 50 was never false elif n == 2:
wbuf.append(v)
return ((v, w) for v in vbuf for w in wbuf)
return _do_python_join(rdd, other, numPartitions, dispatch)
def python_right_outer_join(rdd, other, numPartitions):
def dispatch(seq):
vbuf, wbuf = [], []
for (n, v) in seq:
if n == 1:
vbuf.append(v)
62 ↛ 59line 62 didn't jump to line 59, because the condition on line 62 was never false elif n == 2:
wbuf.append(v)
if not vbuf:
vbuf.append(None)
return ((v, w) for v in vbuf for w in wbuf)
return _do_python_join(rdd, other, numPartitions, dispatch)
def python_left_outer_join(rdd, other, numPartitions):
def dispatch(seq):
vbuf, wbuf = [], []
for (n, v) in seq:
if n == 1:
vbuf.append(v)
76 ↛ 73line 76 didn't jump to line 73, because the condition on line 76 was never false elif n == 2:
wbuf.append(v)
if not wbuf:
wbuf.append(None)
return ((v, w) for v in vbuf for w in wbuf)
return _do_python_join(rdd, other, numPartitions, dispatch)
def python_full_outer_join(rdd, other, numPartitions):
def dispatch(seq):
vbuf, wbuf = [], []
for (n, v) in seq:
if n == 1:
vbuf.append(v)
90 ↛ 87line 90 didn't jump to line 87, because the condition on line 90 was never false elif n == 2:
wbuf.append(v)
if not vbuf:
vbuf.append(None)
if not wbuf:
wbuf.append(None)
return ((v, w) for v in vbuf for w in wbuf)
return _do_python_join(rdd, other, numPartitions, dispatch)
def python_cogroup(rdds, numPartitions):
def make_mapper(i):
return lambda v: (i, v)
vrdds = [rdd.mapValues(make_mapper(i)) for i, rdd in enumerate(rdds)]
union_vrdds = reduce(lambda acc, other: acc.union(other), vrdds)
rdd_len = len(vrdds)
def dispatch(seq):
bufs = [[] for _ in range(rdd_len)]
for n, v in seq:
bufs[n].append(v)
return tuple(ResultIterable(vs) for vs in bufs)
return union_vrdds.groupByKey(numPartitions).mapValues(dispatch)
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