Source code for apache_beam.testing.util

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#    http://www.apache.org/licenses/LICENSE-2.0
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"""Utilities for testing Beam pipelines."""

from __future__ import absolute_import

import collections
import glob
import io
import tempfile
from builtins import object

from apache_beam import pvalue
from apache_beam.transforms import window
from apache_beam.transforms.core import Create
from apache_beam.transforms.core import DoFn
from apache_beam.transforms.core import Map
from apache_beam.transforms.core import ParDo
from apache_beam.transforms.core import WindowInto
from apache_beam.transforms.ptransform import PTransform
from apache_beam.transforms.util import CoGroupByKey
from apache_beam.utils.annotations import experimental

__all__ = [
    'assert_that',
    'equal_to',
    'is_empty',
    'is_not_empty',
    'matches_all',
    # open_shards is internal and has no backwards compatibility guarantees.
    'open_shards',
    'TestWindowedValue',
    ]


class BeamAssertException(Exception):
  """Exception raised by matcher classes used by assert_that transform."""

  pass


# Used for reifying timestamps and windows for assert_that matchers.
TestWindowedValue = collections.namedtuple(
    'TestWindowedValue', 'value timestamp windows')


def contains_in_any_order(iterable):
  """Creates an object that matches another iterable if they both have the
  same count of items.

  Arguments:
    iterable: An iterable of hashable objects.
  """
  class InAnyOrder(object):
    def __init__(self, iterable):
      self._counter = collections.Counter(iterable)

    def __eq__(self, other):
      return self._counter == collections.Counter(other)

    def __ne__(self, other):
      # TODO(BEAM-5949): Needed for Python 2 compatibility.
      return not self == other

    def __hash__(self):
      return hash(self._counter)

    def __repr__(self):
      return "InAnyOrder(%s)" % self._counter

  return InAnyOrder(iterable)


def equal_to_per_window(expected_window_to_elements):
  """Matcher used by assert_that to check on values for specific windows.

  Arguments:
    expected_window_to_elements: A dictionary where the keys are the windows
      to check and the values are the elements associated with each window.
  """
  def matcher(elements):
    actual_elements_in_window, window = elements
    if window in expected_window_to_elements:
      expected_elements_in_window = list(
          expected_window_to_elements[window])
      sorted_expected = sorted(expected_elements_in_window)
      sorted_actual = sorted(actual_elements_in_window)
      if sorted_expected != sorted_actual:
        # Results for the same window don't necessarily come all
        # at once. Hence the same actual window may contain only
        # subsets of the expected elements for the window.
        # For example, in the presence of early triggers.
        if all(elem in sorted_expected for elem in sorted_actual) is False:
          raise BeamAssertException(
              'Failed assert: %r not in %r' % (sorted_actual, sorted_expected))
  return matcher


# Note that equal_to checks if expected and actual are permutations of each
# other. However, only permutations of the top level are checked. Therefore
# [1,2] and [2,1] are considered equal and [[1,2]] and [[2,1]] are not.
[docs]def equal_to(expected): def _equal(actual): expected_list = list(expected) # Try to compare actual and expected by sorting. This fails with a # TypeError in Python 3 if different types are present in the same # collection. It can also raise false negatives for types that don't have # a deterministic sort order, like pyarrow Tables as of 0.14.1 try: sorted_expected = sorted(expected) sorted_actual = sorted(actual) if sorted_expected != sorted_actual: raise BeamAssertException( 'Failed assert: %r == %r' % (sorted_expected, sorted_actual)) # Slower method, used in two cases: # 1) If sorted expected != actual, use this method to verify the inequality. # This ensures we don't raise any false negatives for types that don't # have a deterministic sort order. # 2) As a fallback if we encounter a TypeError in python 3. this method # works on collections that have different types. except (BeamAssertException, TypeError): for element in actual: try: expected_list.remove(element) except ValueError: raise BeamAssertException( 'Failed assert: %r == %r' % (expected, actual)) if expected_list: raise BeamAssertException( 'Failed assert: %r == %r' % (expected, actual)) return _equal
[docs]def matches_all(expected): """Matcher used by assert_that to check a set of matchers. Args: expected: A list of elements or hamcrest matchers to be used to match the elements of a single PCollection. """ def _matches(actual): from hamcrest.core import assert_that as hamcrest_assert from hamcrest.library.collection import contains_inanyorder expected_list = list(expected) hamcrest_assert(actual, contains_inanyorder(*expected_list)) return _matches
[docs]def is_empty(): def _empty(actual): actual = list(actual) if actual: raise BeamAssertException( 'Failed assert: [] == %r' % actual) return _empty
[docs]def is_not_empty(): """ This is test method which makes sure that the pcol is not empty and it has some data in it. :return: """ def _not_empty(actual): actual = list(actual) if not actual: raise BeamAssertException('Failed assert: pcol is empty') return _not_empty
[docs]def assert_that(actual, matcher, label='assert_that', reify_windows=False, use_global_window=True): """A PTransform that checks a PCollection has an expected value. Note that assert_that should be used only for testing pipelines since the check relies on materializing the entire PCollection being checked. Args: actual: A PCollection. matcher: A matcher function taking as argument the actual value of a materialized PCollection. The matcher validates this actual value against expectations and raises BeamAssertException if they are not met. label: Optional string label. This is needed in case several assert_that transforms are introduced in the same pipeline. reify_windows: If True, matcher is passed a list of TestWindowedValue. use_global_window: If False, matcher is passed a dictionary of (k, v) = (window, elements in the window). Returns: Ignored. """ assert isinstance(actual, pvalue.PCollection) class ReifyTimestampWindow(DoFn): def process(self, element, timestamp=DoFn.TimestampParam, window=DoFn.WindowParam): # This returns TestWindowedValue instead of # beam.utils.windowed_value.WindowedValue because ParDo will extract # the timestamp and window out of the latter. return [TestWindowedValue(element, timestamp, [window])] class AddWindow(DoFn): def process(self, element, window=DoFn.WindowParam): yield element, window class AssertThat(PTransform): def expand(self, pcoll): if reify_windows: pcoll = pcoll | ParDo(ReifyTimestampWindow()) keyed_singleton = pcoll.pipeline | Create([(None, None)]) if use_global_window: pcoll = pcoll | WindowInto(window.GlobalWindows()) keyed_actual = pcoll | "ToVoidKey" >> Map(lambda v: (None, v)) plain_actual = ((keyed_singleton, keyed_actual) | "Group" >> CoGroupByKey() | "Unkey" >> Map(lambda k_values: k_values[1][1])) if not use_global_window: plain_actual = plain_actual | "AddWindow" >> ParDo(AddWindow()) plain_actual = plain_actual | "Match" >> Map(matcher) def default_label(self): return label actual | AssertThat() # pylint: disable=expression-not-assigned
[docs]@experimental() def open_shards(glob_pattern, mode='rt', encoding='utf-8'): """Returns a composite file of all shards matching the given glob pattern. Args: glob_pattern (str): Pattern used to match files which should be opened. mode (str): Specify the mode in which the file should be opened. For available modes, check io.open() documentation. encoding (str): Name of the encoding used to decode or encode the file. This should only be used in text mode. Returns: A stream with the contents of the opened files. """ if 'b' in mode: encoding = None with tempfile.NamedTemporaryFile(delete=False) as out_file: for shard in glob.glob(glob_pattern): with open(shard, 'rb') as in_file: out_file.write(in_file.read()) concatenated_file_name = out_file.name return io.open(concatenated_file_name, mode, encoding=encoding)