| # |
| # Licensed to the Apache Software Foundation (ASF) under one or more |
| # contributor license agreements. See the NOTICE file distributed with |
| # this work for additional information regarding copyright ownership. |
| # The ASF licenses this file to You under the Apache License, Version 2.0 |
| # (the "License"); you may not use this file except in compliance with |
| # the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, software |
| # distributed under the License is distributed on an "AS IS" BASIS, |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| # See the License for the specific language governing permissions and |
| # limitations under the License. |
| # |
| import collections |
| import itertools |
| import sys |
| |
| import apache_beam as beam |
| from apache_beam import coders |
| from apache_beam.portability.api import beam_interactive_api_pb2 |
| from apache_beam.portability.api import beam_runner_api_pb2 |
| from apache_beam.runners.interactive.cache_manager import CacheManager |
| from apache_beam.utils.timestamp import Duration |
| from apache_beam.utils.timestamp import Timestamp |
| |
| |
| class InMemoryCache(CacheManager): |
| """A cache that stores all PCollections in an in-memory map. |
| |
| This is only used for checking the pipeline shape. This can't be used for |
| running the pipeline isn't shared between the SDK and the Runner. |
| """ |
| def __init__(self): |
| self._cached = {} |
| self._pcoders = {} |
| |
| def exists(self, *labels): |
| return self._key(*labels) in self._cached |
| |
| def _latest_version(self, *labels): |
| return True |
| |
| def read(self, *labels, **args): |
| if not self.exists(*labels): |
| return itertools.chain([]), -1 |
| |
| return itertools.chain(self._cached[self._key(*labels)]), None |
| |
| def write(self, value, *labels): |
| if not self.exists(*labels): |
| self._cached[self._key(*labels)] = [] |
| self._cached[self._key(*labels)] += value |
| |
| def save_pcoder(self, pcoder, *labels): |
| self._pcoders[self._key(*labels)] = pcoder |
| |
| def load_pcoder(self, *labels): |
| return self._pcoders[self._key(*labels)] |
| |
| def cleanup(self): |
| self._cached = collections.defaultdict(list) |
| self._pcoders = {} |
| |
| def clear(self, *label): |
| # Noop because in-memory. |
| pass |
| |
| def source(self, *labels): |
| vals = self._cached[self._key(*labels)] |
| return beam.Create(vals) |
| |
| def sink(self, labels, is_capture=False): |
| return beam.Map(lambda _: _) |
| |
| def size(self, *labels): |
| if self.exists(*labels): |
| return sys.getsizeof(self._cached[self._key(*labels)]) |
| return 0 |
| |
| def _key(self, *labels): |
| return '/'.join([l for l in labels]) |
| |
| |
| class NoopSink(beam.PTransform): |
| def expand(self, pcoll): |
| return pcoll | beam.Map(lambda x: x) |
| |
| |
| class FileRecordsBuilder(object): |
| def __init__(self, tag=None): |
| self._header = beam_interactive_api_pb2.TestStreamFileHeader(tag=tag) |
| self._records = [] |
| self._coder = coders.FastPrimitivesCoder() |
| |
| def add_element(self, element, event_time_secs): |
| element_payload = beam_runner_api_pb2.TestStreamPayload.TimestampedElement( |
| encoded_element=self._coder.encode(element), |
| timestamp=Timestamp.of(event_time_secs).micros) |
| record = beam_interactive_api_pb2.TestStreamFileRecord( |
| recorded_event=beam_runner_api_pb2.TestStreamPayload.Event( |
| element_event=beam_runner_api_pb2.TestStreamPayload.Event. |
| AddElements(elements=[element_payload]))) |
| self._records.append(record) |
| return self |
| |
| def advance_watermark(self, watermark_secs): |
| record = beam_interactive_api_pb2.TestStreamFileRecord( |
| recorded_event=beam_runner_api_pb2.TestStreamPayload.Event( |
| watermark_event=beam_runner_api_pb2.TestStreamPayload. |
| Event.AdvanceWatermark( |
| new_watermark=Timestamp.of(watermark_secs).micros))) |
| self._records.append(record) |
| return self |
| |
| def advance_processing_time(self, delta_secs): |
| record = beam_interactive_api_pb2.TestStreamFileRecord( |
| recorded_event=beam_runner_api_pb2.TestStreamPayload.Event( |
| processing_time_event=beam_runner_api_pb2.TestStreamPayload.Event. |
| AdvanceProcessingTime( |
| advance_duration=Duration.of(delta_secs).micros))) |
| self._records.append(record) |
| return self |
| |
| def build(self): |
| return [self._header] + self._records |