hyperstream/tools/splitter_from_stream/2016-12-13_v0.0.3.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
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# OR OTHER DEALINGS IN THE SOFTWARE.
from hyperstream import TimeInterval, MIN_DATE
from hyperstream.tool import MultiOutputTool
from hyperstream.stream import StreamMetaInstance, AssetStream
import logging
from copy import deepcopy
class SplitterFromStream(MultiOutputTool):
"""
This version of the splitter assumes that the mapping exists as the last
element in a (asset) stream From version 0.0.2 onwards it supports
element=None (the default value), in which case each document is assumed to
be a dict with keys corresponding to plate values, the respective values
will then be written into corresponding streams
"""
def __init__(self, element=None, use_mapping_keys_only=False):
super(SplitterFromStream, self).__init__(element=element,
use_mapping_keys_only=use_mapping_keys_only)
def _execute(self, source, splitting_stream, interval, meta_data_id, output_plate_values):
if splitting_stream is None:
raise ValueError("Splitting stream required for this tool")
if isinstance(splitting_stream, AssetStream):
time_interval = TimeInterval(MIN_DATE, interval.end)
splitter = splitting_stream.window(time_interval, force_calculation=True).last()
else:
splitter = splitting_stream.window(interval, force_calculation=True).last()
if not splitter:
logging.debug("No assets found for source {} and splitter {}"
.format(source.stream_id, splitting_stream.stream_id))
return
mapping = splitter.value
try: # try if mapping is a dict
if len(mapping.keys()) == 0:
logging.warn("""The mapping provided to splitter_from_stream by
the last element of the splitting stream is
empty""")
if self.use_mapping_keys_only:
mapping = dict([(x, x) for x in mapping.keys()])
except (AttributeError, ValueError, KeyError): # assume that mapping is a list
mapping = dict([(x, x) for x in mapping])
for timestamp, value in source.window(interval, force_calculation=True):
if self.element is None:
for meta_data, sub_value in value.items():
if meta_data not in mapping:
logging.warn("Unexpected splitting value {}"
.format(meta_data))
continue
plate_value = mapping[meta_data]
# TODO MPN: I removed elements with value None but I am not
# sure about all the possible implications
if sub_value is None:
continue
yield StreamMetaInstance((timestamp, sub_value),
(meta_data_id, plate_value))
else:
if self.element not in value:
logging.debug("Mapping element {} not in instance"
.format(self.element))
continue
value = deepcopy(value)
meta_data = str(value.pop(self.element))
if meta_data not in mapping:
logging.warn("Unknown value {} for meta data {}"
.format(meta_data, self.element))
continue
plate_value = mapping[meta_data]
yield StreamMetaInstance((timestamp, value), (meta_data_id, plate_value))