def test_sharded_key_coder(self):
key_and_coders = [(b'', b'\x00', coders.BytesCoder()),
(b'key', b'\x03key', coders.BytesCoder()),
('key', b'\03\x6b\x65\x79', coders.StrUtf8Coder()),
(('k', 1), b'\x01\x6b\x01',
coders.TupleCoder(
(coders.StrUtf8Coder(), coders.VarIntCoder())))]
for key, bytes_repr, key_coder in key_and_coders:
coder = coders.ShardedKeyCoder(key_coder)
# Verify cloud object representation
self.assertEqual(
{
'@type': 'kind:sharded_key',
'component_encodings': [key_coder.as_cloud_object()]
}, coder.as_cloud_object())
self.assertEqual(b'\x00' + bytes_repr,
coder.encode(ShardedKey(key, b'')))
self.assertEqual(b'\x03123' + bytes_repr,
coder.encode(ShardedKey(key, b'123')))
# Test unnested
self.check_coder(coder, ShardedKey(key, b''))
self.check_coder(coder, ShardedKey(key, b'123'))
for other_key, _, other_key_coder in key_and_coders:
other_coder = coders.ShardedKeyCoder(other_key_coder)
# Test nested
self.check_coder(
coders.TupleCoder((coder, other_coder)),
(ShardedKey(key, b''), ShardedKey(other_key, b'')))
self.check_coder(
coders.TupleCoder((coder, other_coder)),
(ShardedKey(key, b'123'), ShardedKey(other_key, b'')))
def test_type_check_invalid_key_type(self):
constraint = ShardedKeyType[int]
obj = ShardedKey(key='abc', shard_id=b'123')
with self.assertRaises((TypeError, TypeError)) as e:
constraint.type_check(obj)
self.assertEqual(
"ShardedKey[int] type-constraint violated. The type of key in "
"'ShardedKey' is incorrect. Expected an instance of type 'int', "
"instead received an instance of type 'str'.", e.exception.args[0])
def test_sharded_key_coder(self):
key_and_coders = [(b'', b'\x00', coders.BytesCoder()),
(b'key', b'\x03key', coders.BytesCoder()),
('key', b'\03\x6b\x65\x79', coders.StrUtf8Coder()),
(('k', 1), b'\x01\x6b\x01',
coders.TupleCoder(
(coders.StrUtf8Coder(), coders.VarIntCoder())))]
for key, bytes_repr, key_coder in key_and_coders:
coder = coders.ShardedKeyCoder(key_coder)
# Verify cloud object representation
self.assertEqual(
{
'@type': 'kind:sharded_key',
'component_encodings': [key_coder.as_cloud_object()]
}, coder.as_cloud_object())
# Test str repr
self.assertEqual('%s' % coder, 'ShardedKeyCoder[%s]' % key_coder)
self.assertEqual(b'\x00' + bytes_repr,
coder.encode(ShardedKey(key, b'')))
self.assertEqual(b'\x03123' + bytes_repr,
coder.encode(ShardedKey(key, b'123')))
# Test unnested
self.check_coder(coder, ShardedKey(key, b''))
self.check_coder(coder, ShardedKey(key, b'123'))
# Test type hints
self.assertTrue(
isinstance(coder.to_type_hint(),
sharded_key_type.ShardedKeyTypeConstraint))
key_type = coder.to_type_hint().key_type
if isinstance(key_type, typehints.TupleConstraint):
self.assertEqual(key_type.tuple_types,
(type(key[0]), type(key[1])))
else:
self.assertEqual(key_type, type(key))
self.assertEqual(
coders.ShardedKeyCoder.from_type_hint(
coder.to_type_hint(), typecoders.CoderRegistry()), coder)
for other_key, _, other_key_coder in key_and_coders:
other_coder = coders.ShardedKeyCoder(other_key_coder)
# Test nested
self.check_coder(
coders.TupleCoder((coder, other_coder)),
(ShardedKey(key, b''), ShardedKey(other_key, b'')))
self.check_coder(
coders.TupleCoder((coder, other_coder)),
(ShardedKey(key, b'123'), ShardedKey(other_key, b'')))
def expand(self, pcoll):
sharded_pcoll = pcoll | Map(lambda key_value: (
ShardedKey(
key_value[0],
# Use [uuid, thread id] as the shard id.
GroupIntoBatches.WithShardedKey._shard_id_prefix + bytes(
threading.get_ident().to_bytes(8, 'big'))),
key_value[1]))
return (sharded_pcoll
| GroupIntoBatches(self.batch_size,
self.max_buffering_duration_secs))
def expand(self, pcoll):
key_type, value_type = pcoll.element_type.tuple_types
sharded_pcoll = pcoll | Map(lambda key_value: (
ShardedKey(
key_value[0],
# Use [uuid, thread id] as the shard id.
GroupIntoBatches.WithShardedKey._shard_id_prefix + bytes(
threading.get_ident().to_bytes(8, 'big'))),
key_value[1])).with_output_types(typehints.Tuple[
ShardedKeyType[key_type], # type: ignore[misc]
value_type])
return (sharded_pcoll
|
GroupIntoBatches(self.params.batch_size,
self.params.max_buffering_duration_secs))
def test_type_check_valid_composite_type(self):
constraint = ShardedKeyType[Tuple[int, str]]
obj = ShardedKey(key=(1, 'a'), shard_id=b'123')
self.assertIsNone(constraint.type_check(obj))
def test_type_check_valid_simple_type(self):
constraint = ShardedKeyType[str]
obj = ShardedKey(key='abc', shard_id=b'123')
self.assertIsNone(constraint.type_check(obj))
class StandardCodersTest(unittest.TestCase):
_urn_to_json_value_parser = {
'beam:coder:bytes:v1':
lambda x: x.encode('utf-8'),
'beam:coder:bool:v1':
lambda x: x,
'beam:coder:string_utf8:v1':
lambda x: x,
'beam:coder:varint:v1':
lambda x: x,
'beam:coder:kv:v1':
lambda x, key_parser, value_parser:
(key_parser(x['key']), value_parser(x['value'])),
'beam:coder:interval_window:v1':
lambda x: IntervalWindow(start=Timestamp(micros=(x['end'] - x['span'])
* 1000),
end=Timestamp(micros=x['end'] * 1000)),
'beam:coder:iterable:v1':
lambda x, parser: list(map(parser, x)),
'beam:coder:global_window:v1':
lambda x: window.GlobalWindow(),
'beam:coder:windowed_value:v1':
lambda x, value_parser, window_parser: windowed_value.create(
value_parser(x['value']), x['timestamp'] * 1000,
tuple([window_parser(w) for w in x['windows']])),
'beam:coder:param_windowed_value:v1':
lambda x, value_parser, window_parser: windowed_value.create(
value_parser(x['value']), x['timestamp'] * 1000,
tuple([window_parser(w) for w in x['windows']]),
PaneInfo(x['pane']['is_first'], x['pane']['is_last'],
PaneInfoTiming.from_string(x['pane']['timing']), x['pane']
['index'], x['pane']['on_time_index'])),
'beam:coder:timer:v1':
lambda x, value_parser, window_parser: userstate.Timer(
user_key=value_parser(x['userKey']),
dynamic_timer_tag=x['dynamicTimerTag'],
clear_bit=x['clearBit'],
windows=tuple([window_parser(w) for w in x['windows']]),
fire_timestamp=None,
hold_timestamp=None,
paneinfo=None)
if x['clearBit'] else userstate.Timer(
user_key=value_parser(x['userKey']),
dynamic_timer_tag=x['dynamicTimerTag'],
clear_bit=x['clearBit'],
fire_timestamp=Timestamp(micros=x['fireTimestamp'] * 1000),
hold_timestamp=Timestamp(micros=x['holdTimestamp'] * 1000),
windows=tuple([window_parser(w) for w in x['windows']]),
paneinfo=PaneInfo(x['pane']['is_first'], x['pane']['is_last'],
PaneInfoTiming.from_string(x['pane']['timing']),
x['pane']['index'], x['pane']['on_time_index'])),
'beam:coder:double:v1':
parse_float,
'beam:coder:sharded_key:v1':
lambda x, value_parser: ShardedKey(
key=value_parser(x['key']), shard_id=x['shardId'].encode('utf-8')),
'beam:coder:custom_window:v1':
lambda x, window_parser: window_parser(x['window'])
}
def test_standard_coders(self):
for name, spec in _load_test_cases(STANDARD_CODERS_YAML):
logging.info('Executing %s test.', name)
self._run_standard_coder(name, spec)
def _run_standard_coder(self, name, spec):
def assert_equal(actual, expected):
"""Handle nan values which self.assertEqual fails on."""
if (isinstance(actual, float) and isinstance(expected, float)
and math.isnan(actual) and math.isnan(expected)):
return
self.assertEqual(actual, expected)
coder = self.parse_coder(spec['coder'])
parse_value = self.json_value_parser(spec['coder'])
nested_list = [spec['nested']] if 'nested' in spec else [True, False]
for nested in nested_list:
for expected_encoded, json_value in spec['examples'].items():
value = parse_value(json_value)
expected_encoded = expected_encoded.encode('latin1')
if not spec['coder'].get('non_deterministic', False):
actual_encoded = encode_nested(coder, value, nested)
if self.fix and actual_encoded != expected_encoded:
self.to_fix[spec['index'],
expected_encoded] = actual_encoded
else:
self.assertEqual(expected_encoded, actual_encoded)
decoded = decode_nested(coder, expected_encoded,
nested)
assert_equal(decoded, value)
else:
# Only verify decoding for a non-deterministic coder
self.assertEqual(
decode_nested(coder, expected_encoded, nested), value)
def parse_coder(self, spec):
context = pipeline_context.PipelineContext()
coder_id = str(hash(str(spec)))
component_ids = [
context.coders.get_id(self.parse_coder(c))
for c in spec.get('components', ())
]
context.coders.put_proto(
coder_id,
beam_runner_api_pb2.Coder(spec=beam_runner_api_pb2.FunctionSpec(
urn=spec['urn'],
payload=spec.get('payload', '').encode('latin1')),
component_coder_ids=component_ids))
return context.coders.get_by_id(coder_id)
def json_value_parser(self, coder_spec):
# TODO: integrate this with the logic for the other parsers
if coder_spec['urn'] == 'beam:coder:row:v1':
schema = schema_pb2.Schema.FromString(
coder_spec['payload'].encode('latin1'))
return value_parser_from_schema(schema)
component_parsers = [
self.json_value_parser(c)
for c in coder_spec.get('components', ())
]
return lambda x: self._urn_to_json_value_parser[coder_spec['urn']](
x, *component_parsers)
# Used when --fix is passed.
fix = False
to_fix = {} # type: Dict[Tuple[int, bytes], bytes]
@classmethod
def tearDownClass(cls):
if cls.fix and cls.to_fix:
print("FIXING", len(cls.to_fix), "TESTS")
doc_sep = '\n---\n'
docs = open(STANDARD_CODERS_YAML).read().split(doc_sep)
def quote(s):
return json.dumps(s.decode('latin1')).replace(r'\u0000', r'\0')
for (doc_ix,
expected_encoded), actual_encoded in cls.to_fix.items():
print(quote(expected_encoded), "->", quote(actual_encoded))
docs[doc_ix] = docs[doc_ix].replace(
quote(expected_encoded) + ':',
quote(actual_encoded) + ':')
open(STANDARD_CODERS_YAML, 'w').write(doc_sep.join(docs))
def decode_from_stream(self, in_stream, nested): # type: (create_InputStream, bool) -> ShardedKey shard_id = self._shard_id_coder_impl.decode_from_stream(in_stream, True) key = self._key_coder_impl.decode_from_stream(in_stream, True) return ShardedKey(key=key, shard_id=shard_id)