examples/plugins/example/tools/aligned_correlation/2017-08-17_v0.0.1.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 hyperstream.stream import StreamInstance
class AlignedCorrelation(Tool):
@check_input_stream_count(2)
def _execute(self, sources, alignment_stream, interval):
s0 = sources[0].window(interval, force_calculation=True).items()
s1 = sources[1].window(interval, force_calculation=True).items()
if len(s0) == 0 or len(s1) == 0:
return
i = 0
j = 0
while i < len(s0) or j < len(s1):
if s0[i].timestamp == s1[j].timestamp:
yield StreamInstance(s0[i].timestamp, float(s0[i].value) / s1[j].value)
i += 1
j += 1
elif s0[i].timestamp < s1[j].timestamp:
i += 1
else:
j += 1