hyperstream/tools/relative_apply/2016-09-11_v0.0.2.py
# The MIT License (MIT) # Copyright (c) 2014-2017 University of Bristol
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
# MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
# IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,
# DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR
# OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE
# OR OTHER DEALINGS IN THE SOFTWARE.
from hyperstream.tool import Tool, check_input_stream_count
from collections import defaultdict
from hyperstream.stream import StreamInstance
class RelativeApply(Tool):
def __init__(self, func):
super(RelativeApply, self).__init__(func=func)
self.func = func
@check_input_stream_count(1)
def _execute(self, sources, alignment_stream, interval):
for tt, rows in sources[0].window(interval, force_calculation=True):
vals = defaultdict(list)
for row in rows:
try:
for kk, vv in iter(row.value):
if isinstance(vv, (int, float)):
vals[kk].append(vv)
except AttributeError:
# This is not iterable, try to apply directly here
if isinstance(row, (int, float)):
vals[None].append(row)
if len(vals) == 1 and None in vals:
result = self.func(iter(vals[None]))
else:
result = {}
for kk, vv in iter(vals):
x = self.func(vv)
if x is not None:
result[kk] = x
# result = {kk: self.func(vv) for kk, vv in iter(vals)}
if result is not None:
yield StreamInstance(tt, result)