AshokDevireddy commented on code in PR #35379: URL: https://github.com/apache/beam/pull/35379#discussion_r2159732243
########## sdks/python/apache_beam/ml/ts/ordered_sliding_window.py: ########## @@ -0,0 +1,154 @@ +# +# 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 apache_beam as beam +from apache_beam.coders import PickleCoder, BooleanCoder +from apache_beam.transforms.userstate import OrderedListStateSpec, TimerSpec, on_timer, ReadModifyWriteStateSpec +from apache_beam.utils.timestamp import Timestamp, MIN_TIMESTAMP, MAX_TIMESTAMP +from apache_beam.transforms.timeutil import TimeDomain +import typing +from collections import defaultdict +import numpy as np +import logging +logging.basicConfig(level=logging.INFO) + +class OrderedSlidingWindowFn(beam.DoFn): + + ORDERED_BUFFER_STATE = OrderedListStateSpec('ordered_buffer', PickleCoder()) + WINDOW_TIMER = TimerSpec('window_timer', TimeDomain.WATERMARK) + TIMER_STATE = ReadModifyWriteStateSpec('timer_state', BooleanCoder()) + EARLIEST_TS_STATE = ReadModifyWriteStateSpec('earliest_ts', PickleCoder()) + + + def __init__(self, window_size, slide_interval): + self.window_size = window_size + self.slide_interval = slide_interval + + def start_bundle(self): + logging.info("start bundle") + + def finish_bundle(self): + logging.info("finish bundle") + + def process(self, + element, + timestamp=beam.DoFn.TimestampParam, + ordered_buffer=beam.DoFn.StateParam(ORDERED_BUFFER_STATE), + window_timer=beam.DoFn.TimerParam(WINDOW_TIMER), + timer_state=beam.DoFn.StateParam(TIMER_STATE), + earliest_ts_state=beam.DoFn.StateParam(EARLIEST_TS_STATE)): + + key, value = element + ordered_buffer.add((timestamp, value)) + + logging.info(f"receive {element} at {timestamp}") + timer_started = timer_state.read() + if not timer_started: + earliest_ts_state.write(timestamp) + + first_slide_start = int( + timestamp.micros / 1e6 // self.slide_interval) * self.slide_interval + first_slide_start_ts = Timestamp.of(first_slide_start) + + first_window_end_ts = first_slide_start_ts + self.window_size + logging.info(f"set timer to {first_window_end_ts}") + window_timer.set(first_window_end_ts) + + timer_state.write(True) + + @on_timer(WINDOW_TIMER) + def on_timer(self, + key=beam.DoFn.KeyParam, + fire_ts=beam.DoFn.TimestampParam, + ordered_buffer=beam.DoFn.StateParam(ORDERED_BUFFER_STATE), + window_timer=beam.DoFn.TimerParam(WINDOW_TIMER), + timer_state=beam.DoFn.StateParam(TIMER_STATE), + earliest_ts_state=beam.DoFn.StateParam(EARLIEST_TS_STATE)): + logging.info(f"timer fire at {fire_ts}") + window_end_ts = fire_ts + window_start_ts = window_end_ts - self.window_size + + window_values = list(ordered_buffer.read_range(window_start_ts, window_end_ts)) + logging.info(f"Window [{window_start_ts}, {window_end_ts}) contains {len(window_values)} elements.") + + + logging.info(f"window start: {window_start_ts}, window end: {window_end_ts}") + logging.info(f"windowed data in buffer {str(window_values)}") + if window_values: + yield (key, (window_start_ts, window_end_ts, window_values)) + + next_window_end_ts = fire_ts + self.slide_interval + next_window_start_ts = window_start_ts + self.slide_interval + + earliest_ts = earliest_ts_state.read() + ordered_buffer.clear_range(earliest_ts, next_window_start_ts) + + remaining_data = list(ordered_buffer.read_range(next_window_start_ts, MAX_TIMESTAMP)) + + if not remaining_data: + timer_state.clear() + earliest_ts_state.clear() + return + + logging.info(f"set timer to {next_window_end_ts}") + window_timer.set(next_window_end_ts) + + +class FillGapsFn(beam.DoFn): Review Comment: All my test cases use both. Is it fine to include both in the first PR? Both the DoFn go hand in hand. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: github-unsubscr...@beam.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org
