Findit] Flake Checker: Pipeline to trigger try jobs to identify flake culprits

appengine/findit/waterfall/flake/recursive_flake_try_job_pipeline.py

+# Copyright 2016 The Chromium Authors. All rights reserved.
+# Use of this source code is governed by a BSD-style license that can be
+# found in the LICENSE file.
+
+import logging
+
+from google.appengine.ext import ndb
+
+from gae_libs.http.http_client_appengine import HttpClientAppengine
+from gae_libs.gitiles.cached_gitiles_repository import CachedGitilesRepository
+from libs import time_util
+
+from common import appengine_util
+from common import constants
+from common.pipeline_wrapper import BasePipeline
+from common.pipeline_wrapper import pipeline
+from common.waterfall import failure_type
+from model import analysis_status
+from model import result_status
+from model.flake.flake_culprit import FlakeCulprit
+from model.flake.flake_try_job import FlakeTryJob
+from waterfall.flake.process_flake_try_job_result_pipeline import (
+    ProcessFlakeTryJobResultPipeline)
+from waterfall.monitor_try_job_pipeline import MonitorTryJobPipeline

[chanli, 2017/01/13 00:47:33]

Nit: Move this after ln 25.

[lijeffrey, 2017/01/13 01:39:24]

Done.

+from waterfall.flake.schedule_flake_try_job_pipeline import (
+    ScheduleFlakeTryJobPipeline)
+
+
+# TODO(lijeffrey): The lookback algorithms for RecursiveFlakePipeline and
+# RecursiveFlakeTryJob are to be identical. Refactor both files to use a base
+# algorithm.
+
+
+_GIT_REPO = CachedGitilesRepository(
+    HttpClientAppengine(),
+    'https://chromium.googlesource.com/chromium/src.git')
+
+
+def _CreateCulprit(revision, commit_position, repo_name='chromium'):

[chanli, 2017/01/13 00:47:33]

Naming Nit: maybe change the function name to CreateCulpritInfo or something?

[lijeffrey, 2017/01/13 01:39:24]

CulpritInfo sounds like a dict representation which this is not. The name of the
entity is FlakeCulprit, so I'll leave this as is.

+  """Sets culprit information."""
+  change_log = _GIT_REPO.GetChangeLog(revision)
+
+  if change_log:
+    url = change_log.code_review_url or change_log.commit_url
+    culprit = FlakeCulprit.Create(
+        repo_name, revision, commit_position, url)
+  else:
+    logging.error('Unable to retrieve change logs for %s', revision)
+    culprit = FlakeCulprit.Create(repo_name, revision, commit_position, None)
+
+  return culprit
+
+
+def _UpdateAnalysisTryJobStatusUponCompletion(
+    flake_analysis, culprit, status, error):
+  flake_analysis.end_time = time_util.GetUTCNow()
+  flake_analysis.try_job_status = status
+
+  if error:
+    flake_analysis.error = error
+  elif culprit:
+    flake_analysis.culprit = culprit
+    flake_analysis.result_status = result_status.FOUND_UNTRIAGED
+  else:
+    flake_analysis.result_status = result_status.NOT_FOUND_UNTRIAGED
+
+  flake_analysis.put()
+
+
+class RecursiveFlakeTryJobPipeline(BasePipeline):
+  """Starts a series of flake try jobs to identify the exact culprit."""
+
+  # Arguments number differs from overridden method - pylint: disable=W0221
+  def run(self, urlsafe_flake_analysis_key, commit_position, revision):
+    """Runs a try job at a revision to determine its flakiness.
+
+    Args:
+      urlsafe_flake_analysis_key (str): The urlsafe-key of the flake analysis
+          for which the try jobs are to analyze.
+      commit_position (int): The commit position corresponding to |revision| to
+        analyze.
+      revision (str): The revision to run the try job against corresponding to
+        |commit_position|.
+    """
+    flake_analysis = ndb.Key(urlsafe=urlsafe_flake_analysis_key).get()
+    assert flake_analysis
+
+    if (flake_analysis.error or
+        flake_analysis.status != analysis_status.COMPLETED):
+      # Don't start start try-jobs if the flake swarming tasks had error or are

[chanli, 2017/01/13 00:47:33]

Nit: two start

[lijeffrey, 2017/01/13 01:39:24]

Done.

+      # not done yet.
+      return
+
+    try_job = FlakeTryJob.Get(
+        flake_analysis.master_name, flake_analysis.builder_name,
+        flake_analysis.step_name, flake_analysis.test_name, revision)
+
+    if try_job:   # pragma: no cover

[chanli, 2017/01/13 00:47:33]

Any reason to add no cover here?

Will add # pragma: no branch at line 99 work?

[lijeffrey, 2017/01/13 01:39:24]

This case actually should not happen for flake try jobs, until we support rerun.
Removed.

+      if try_job.failed:
+        try_job.status = analysis_status.PENDING
+        try_job.put()
+    else:
+      try_job = FlakeTryJob.Create(
+          flake_analysis.master_name, flake_analysis.builder_name,
+          flake_analysis.step_name, flake_analysis.test_name, revision)
+      try_job.put()
+
+    if flake_analysis.try_job_status is None:  # pragma: no branch
+      flake_analysis.try_job_status = analysis_status.RUNNING

[chanli, 2017/01/13 00:47:33]

RUNNING or PENDING?

[lijeffrey, 2017/01/13 01:39:23]

As discussed before try job status at the analysis level should be whether or
not try jobs are running, so no PENDING since each try job will have
pending/running/completed and there will be more than 1. This is simply to
indicate that this analysis is currently running try jobs, regardless of the
state of the individual try jobs.

+      flake_analysis.put()
+
+    with pipeline.InOrder():
+      try_job_id = yield ScheduleFlakeTryJobPipeline(
+          flake_analysis.master_name, flake_analysis.builder_name,
+          flake_analysis.step_name, flake_analysis.test_name, revision)
+
+      try_job_result = yield MonitorTryJobPipeline(
+          try_job.key.urlsafe(), failure_type.FLAKY_TEST, try_job_id)
+
+      yield ProcessFlakeTryJobResultPipeline(
+          revision, commit_position, try_job_result, try_job.key.urlsafe(),
+          urlsafe_flake_analysis_key)
+
+      yield NextCommitPositionPipeline(
+          urlsafe_flake_analysis_key, try_job.key.urlsafe())
+
+
+def _IsStable(pass_rate, lower_flake_threshold, upper_flake_threshold):
+  return (
+      pass_rate < lower_flake_threshold or pass_rate > upper_flake_threshold)
+
+
+def _GetNextCommitPosition(data_points, flake_settings,
+                           lower_boundary_commit_position):
+  """Finds the next commit_position to analyze, or gets final result.
+
+  Args:
+    data_points (list): Already-completed data points.
+    flake_settings (dict): Parameters for flakiness algorithm.
+    lower_boundary_commit_position (int): The commit position not to pass when
+        looking back.
+
+  Returns:
+    (next_commit_position, suspected_commit_position): The commit position of
+        the next revision to check and suspected commit position that that the
+        flakiness was introduced in. If next_commit_position needs to be
+        checked, suspected_commit_position will be None. If
+        suspected_commit_position is found, next_commit_position will be
+        None. If no findings eventually, both will be None.
+  """
+  lower_flake_threshold = flake_settings.get('lower_flake_threshold')
+  upper_flake_threshold = flake_settings.get('upper_flake_threshold')
+  max_stable_in_a_row = flake_settings.get('max_stable_in_a_row')
+  max_flake_in_a_row = flake_settings.get('max_flake_in_a_row')
+  max_dive_in_a_row = flake_settings.get('max_dive_in_a_row')
+  dive_rate_threshold = flake_settings.get('dive_rate_threshold')
+
+  stables_in_a_row = 0
+  flakes_in_a_row = 0
+  dives_in_a_row = 0
+  stables_happened = False
+  flakes_first = 0
+  flaked_out = False
+  next_commit_position = None
+
+  total_data_points = len(data_points)
+
+  for i in xrange(total_data_points):
+    pass_rate = data_points[i].pass_rate
+    commit_position = data_points[i].commit_position
+
+    if pass_rate < 0:  # Test doesn't exist at this revision.
+      if flaked_out or flakes_first:
+        stables_in_a_row += 1
+        lower_boundary = data_points[i - stables_in_a_row + 1].commit_position
+        return lower_boundary + 1, None
+      else:
+        return None, None
+    elif _IsStable(pass_rate, lower_flake_threshold, upper_flake_threshold):
+      stables_in_a_row += 1
+      flakes_in_a_row = 0
+      dives_in_a_row = 0
+      stables_happened = True
+
+      # These cases are not needed for try jobs.

[chanli, 2017/01/13 00:47:33]

What cases are you referring to? "if stables_in_a_row <= max_stable_in_a_row"
should be one case, what else?

[lijeffrey, 2017/01/13 01:39:24]

For analysis at the revision level, there is no "flakes in a row" or "stable
region". It's simply lookback until a single stable revision is found, then look
forward. I've removed the comment since I plan to refactor this algorithm
anyway.

+      if stables_in_a_row <= max_stable_in_a_row:  # pragma: no cover.
+        # No stable region yet, keep searching.
+        next_commit_position = commit_position - 1
+        continue
+      # Stable region found.
+      if not flaked_out and not flakes_first:  # pragma: no cover.
+        # Already stabled_out but no flake region yet, no findings.
+        return None, None
+
+      # Flake region is also found, ready for sequential search.
+      lower_boundary_index = i - stables_in_a_row + 1
+      lower_boundary = data_points[lower_boundary_index].commit_position
+      previous_commit_position = data_points[
+          lower_boundary_index - 1].commit_position
+
+      if previous_commit_position == lower_boundary + 1:
+        # Sequential search is Done.
+        return None, previous_commit_position
+      # Continue sequential search.
+      return lower_boundary + 1, None
+
+    else:  # Flaky result.
+      flakes_in_a_row += 1
+      stables_in_a_row = 0
+
+      if flakes_in_a_row > max_flake_in_a_row:  # Identified a flaky region.
+        flaked_out = True
+
+      if not stables_happened:  # pragma: no branch
+        # No stables yet.
+        flakes_first += 1
+
+      if commit_position == lower_boundary_commit_position:  # pragma: no branch

[chanli, 2017/01/13 00:47:34]

Just double check: this means we don't handle dive at all at revision level,
right?

[lijeffrey, 2017/01/13 01:39:24]

That's correct, removed.

+        # The earliest commit_position to look back is already flaky. This is
+        # the culprit.
+        return None, commit_position
+
+      # Check the pass_rate of previous run, if this is the first data_point,
+      # consider the virtual previous run is stable.
+      previous_pass_rate = data_points[i - 1].pass_rate if i > 0 else 0
+      if _IsStable(
+          previous_pass_rate, lower_flake_threshold, upper_flake_threshold):
+        next_commit_position = commit_position - flakes_in_a_row
+        continue
+
+      # Checks for dives. A dive is a sudden drop in pass rate.
+      if pass_rate - previous_pass_rate > dive_rate_threshold:

[chanli, 2017/01/13 00:47:34]

If we don't handle dive, maybe we can remove this part?

[lijeffrey, 2017/01/13 01:39:24]

Done.

+        # Possibly a dive just happened.
+        # Set dives_in_a_row to one since this is the first sign of diving.
+        # For cases where we have pass rates like 0.1, 0.51, 0.92, we will use
+        # the earliest dive.
+        dives_in_a_row = 1
+      elif previous_pass_rate - pass_rate > dive_rate_threshold:
+        # A rise just happened, sets dives_in_a_row back to 0.
+        dives_in_a_row = 0
+      else:
+        # Two last results are close, increases dives_in_a_row if not 0.
+        dives_in_a_row = dives_in_a_row + 1 if dives_in_a_row else 0
+
+      if dives_in_a_row <= max_dive_in_a_row:
+        step_size = 1 if dives_in_a_row else flakes_in_a_row
+        next_commit_position = commit_position - step_size
+        continue
+
+      # Dived out.
+      # Flake region must have been found, ready for sequential search.
+      lower_boundary_index = i - dives_in_a_row + 1
+      lower_boundary = data_points[lower_boundary_index].commit_position
+      commit_after_lower_boundary = (
+          data_points[lower_boundary_index - 1].commit_position)
+
+      if commit_after_lower_boundary == lower_boundary + 1:
+        # Sequential search is Done.
+        return None, commit_after_lower_boundary
+      # Sequential search.
+      return lower_boundary + 1, None
+
+  if next_commit_position < lower_boundary_commit_position:
+    # Do not run past the bounds of the blame list.
+    return lower_boundary_commit_position, None
+
+  return next_commit_position, None
+
+
+def _GetTryJobDataPoints(analysis):
+  """Gets which data points should be used to determine the next revision.
+
+  Args:
+    all_data_points (list): A list of data points already analyzed and stored
+        in a MasterFlakeAnalysis entity.

[chanli, 2017/01/13 00:47:33]

Docstring needs to be updated

[lijeffrey, 2017/01/13 01:39:23]

Done.

+
+  Returns:
+    A list of data points used to analyze and determine what try job to trigger
+        next.
+  """
+  all_data_points = analysis.data_points
+
+  # Include the suspected build itself first, which already has a result.
+  data_points = [analysis.GetDataPointOfSuspectedBuild()]
+
+  for i in range(0, len(all_data_points)):
+    if all_data_points[i].try_job_id is not None:

[chanli, 2017/01/13 00:47:33]

Nit: if all_data_points[i].try_job_id should also work. 

BTW, as we discussed offline, we can remove try_job_id and only use try_job_url

[lijeffrey, 2017/01/13 01:39:24]

Done.

+      data_points.append(all_data_points[i])
+
+  return sorted(data_points, key=lambda k: k.commit_position, reverse=True)
+
+
+class NextCommitPositionPipeline(BasePipeline):
+  """Returns the next index in the blame list to run a try job on."""
+
+  # Arguments number differs from overridden method - pylint: disable=W0221
+  def run(self, urlsafe_flake_analysis_key, urlsafe_try_job_key):
+    """Determines the next commit position to run a try job on.
+
+    Args:
+      urlsafe_flake_analysis_key (str): The url-safe key to the corresponding
+          flake analysis that triggered this pipeline.
+      urlsafe_try_job_key (str): The url-safe key to the try job that was just
+          run.
+    """
+    flake_analysis = ndb.Key(urlsafe=urlsafe_flake_analysis_key).get()
+    try_job = ndb.Key(urlsafe=urlsafe_try_job_key).get()
+    assert flake_analysis
+    assert try_job
+
+    # Don't call another pipeline if the previous try job failed.
+    if try_job.status == analysis_status.ERROR:
+      error = try_job.error or {
+          'error': 'Try job %s failed' % try_job.try_job_id,
+          'message': 'The last try job did not complete as expected'
+      }
+      _UpdateAnalysisTryJobStatusUponCompletion(
+          flake_analysis, None, analysis_status.ERROR, error)
+      return
+
+    # TODO(lijeffrey) Move parameters to config.
+    flake_settings = {
+        'lower_flake_threshold': 0.02,
+        'upper_flake_threshold': 0.98,
+        'max_flake_in_a_row': 1,
+        'max_stable_in_a_row': 0,
+        'max_dive_in_a_row': 4,

[chanli, 2017/01/13 00:47:34]

If don't handle dive for revision level, maybe we don't need these settings?

[lijeffrey, 2017/01/13 01:39:23]

Done.

+        'dive_rate_threshold': 0.4,
+    }
+
+    suspected_build_data_point = flake_analysis.GetDataPointOfSuspectedBuild()
+    lower_boundary_commit_position = (
+        suspected_build_data_point.previous_build_commit_position + 1)
+
+    # Because |suspected_build_data_point| already sets hard lower and upper
+    # bounds, only the data points involved in try jobs should be considered
+    # when determining the next commit position to test.
+    try_job_data_points = _GetTryJobDataPoints(flake_analysis)
+
+    # Figure out what commit position to trigger the next try job on, if any.
+    next_commit_position, suspected_commit_position = _GetNextCommitPosition(
+        try_job_data_points, flake_settings, lower_boundary_commit_position)
+
+    if (next_commit_position is None or
+        next_commit_position >= suspected_build_data_point.commit_position):

[chanli, 2017/01/13 00:47:34]

In what situation next_commit_position can be greater than
suspected_build_data_point.commit_position? I think if sequential run it should
be one by one?

[lijeffrey, 2017/01/13 01:39:24]

Changed to ==.

+      # Finished.
+      if next_commit_position == suspected_build_data_point.commit_position:
+        suspected_commit_position = next_commit_position
+
+      culprit_revision = suspected_build_data_point.GetRevisionAtCommitPosition(
+          suspected_commit_position)
+      culprit = _CreateCulprit(culprit_revision, suspected_commit_position)
+      _UpdateAnalysisTryJobStatusUponCompletion(
+          flake_analysis, culprit, analysis_status.COMPLETED, None)
+      return
+
+    next_revision = suspected_build_data_point.GetRevisionAtCommitPosition(
+        next_commit_position)
+
+    pipeline_job = RecursiveFlakeTryJobPipeline(
+        urlsafe_flake_analysis_key, next_commit_position, next_revision)
+    pipeline_job.target = appengine_util.GetTargetNameForModule(
+        constants.WATERFALL_BACKEND)
+    pipeline_job.start()