def test_user_record(self):
"""
This schema example is from documentation http://avro.apache.org/docs/1.7.6/gettingstartedpython.html
"""
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "User",
"fields": [
{"name": "name", "type": "string"},
{"name": "favorite_number", "type": ["int", "null"]},
{"name": "favorite_color", "type": ["string", "null"]}
]
}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
deserializer = AvroJsonDeserializer(avro_schema)
alyssa = {"name": "Alyssa", "favorite_number": 256}
alyssa_full = {"name": "Alyssa", "favorite_number": 256, "favorite_color": None}
alyssa_json = """{"name":"Alyssa","favorite_number":{"int":256},"favorite_color":null}"""
self.assertEquals(serializer.to_json(alyssa), alyssa_json)
self.assertEquals(deserializer.from_json(alyssa_json), alyssa_full)
ben = {"name": "Ben", "favorite_number": 7, "favorite_color": "red"}
ben_json = """{"name":"Ben","favorite_number":{"int":7},"favorite_color":{"string":"red"}}"""
self.assertEquals(serializer.to_json(ben), ben_json)
self.assertEquals(deserializer.from_json(ben_json), ben)
lion = {"name": "Lion"}
lion_full = {"name": "Lion", "favorite_number": None, "favorite_color": None}
lion_json = """{"name":"Lion","favorite_number":null,"favorite_color":null}"""
self.assertEquals(serializer.to_json(lion), lion_json)
self.assertEquals(deserializer.from_json(lion_json), lion_full)
def _encode_payload(schema_cache, topic, batch):
value_schema = avro.schema.make_avsc_object(schema_cache[topic]['value'], avro.schema.Names())
value_serializer = AvroJsonSerializer(value_schema)
if schema_cache[topic].get('key') is not None:
key_schema = avro.schema.make_avsc_object(schema_cache[topic]['key'], avro.schema.Names())
key_serializer = AvroJsonSerializer(key_schema)
body = {'records': [{'value': value_serializer.to_ordered_dict(message.value),
'key': key_serializer.to_ordered_dict(message.key) if message.key is not None else None,
'partition': message.partition}
for message in batch]}
# The REST proxy's API requires us to double-encode the schemas.
# Don't ask why, because I have no idea.
if schema_cache[topic].get('value-id') is None:
body['value_schema'] = json_encode(schema_cache[topic]['value'])
else:
body['value_schema_id'] = schema_cache[topic]['value-id']
if schema_cache[topic].get('key') is not None:
if schema_cache[topic].get('key-id') is None:
body['key_schema'] = json_encode(schema_cache[topic]['key'])
else:
body['key_schema_id'] = schema_cache[topic]['key-id']
return json_encode(body)
def dict_to_json(data: Dict):
# to JSON
# avro_schema = schema.SchemaFromJSONData(schema_dict)
avro_schema = schema.Parse(open("rate.avsc", "rb").read())
serializer = AvroJsonSerializer(avro_schema)
json_str = serializer.to_json(data)
pretty_print(json_str)
def test_records_union(self):
avro_schema = make_avsc_object(self.UNION_RECORDS_SCHEMA,
avro.schema.Names())
data = {"funion_rec": {"field": 1}}
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(avro_json, """{"funion_rec":{"rec1":{"field":1}}}""")
data_another_record = {"funion_rec": {"field": "hi"}}
another_record_json = AvroJsonSerializer(avro_schema).to_json(
data_another_record)
self.assertEquals(another_record_json,
"""{"funion_rec":{"rec2":{"field":"hi"}}}""")
def test_fixed_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [self.FIELD_FIXED]
}
data = {"ffixed": b"fixed text here!"}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(json_data, """{"ffixed":"fixed text here!"}""")
def test_fixed_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [
self.FIELD_FIXED
]
}
data = {"ffixed": "fixed text here!"}
avro_schema = avro.schema.make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(json_data, """{"ffixed":"fixed text here!"}""")
def test_fixed_non_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [
self.FIELD_FIXED
]
}
data = {"ffixed": "(~^\xfbzoW\x13p\x19!4\x0b+\x00\x00"}
avro_schema = avro.schema.make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(json_data, """{"ffixed":"(~^\\u00fbzoW\\u0013p\\u0019!4\\u000b+\\u0000\\u0000"}""")
def test_fixed_non_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [self.FIELD_FIXED]
}
data = {"ffixed": b"(~^\xfbzoW\x13p\x19!4\x0b+\x00\x00"}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(
json_data,
"""{"ffixed":"(~^\\u00fbzoW\\u0013p\\u0019!4\\u000b+\\u0000\\u0000"}"""
)
def test_nested_union_records(self):
schema_dict = {
"namespace":
"nested",
"name":
"OuterType",
"type":
"record",
"fields": [{
"name":
"outer",
"type": [
"null", {
"name":
"MiddleType",
"type":
"record",
"fields": [{
"name":
"middle",
"type": [
"null", {
"name": "InnerType",
"type": "record",
"fields": [{
"name": "inner",
"type": "int"
}]
}
]
}]
}
]
}]
}
data1 = {"outer": {"middle": {"inner": 1}}}
data2 = {"outer": {"middle": None}}
avro1 = """{"outer":{"nested.MiddleType":{"middle":{"nested.InnerType":{"inner":1}}}}}"""
avro2 = """{"outer":{"nested.MiddleType":{"middle":null}}}"""
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
self.assertEquals(serializer.to_json(data1), avro1)
self.assertEquals(serializer.to_json(data2), avro2)
deserializer = AvroJsonDeserializer(avro_schema)
self.assertEquals(deserializer.from_json(avro1), data1)
self.assertEquals(deserializer.from_json(avro2), data2)
def test_bytes_field_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [{
"type": "bytes",
"name": "fbytes"
}]
}
data = {"fbytes": b"this is some long bytes field"}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(json_data,
"""{"fbytes":"this is some long bytes field"}""")
class AvroSerializer(EventSerializer):
def __init__(self, schema: Schema):
self._schema: Schema = schema
self._serializer: Union[DatumWriter, AvroJsonSerializer] = None
def serialize(self, event, serialization_type: SerializationType) -> bytes:
if serialization_type is SerializationType.AVRO_BINARY:
return self._serialize_avro_binary(event)
elif serialization_type is SerializationType.AVRO_JSON:
return self._serialize_avro_json(event)
else:
raise UnsupportedSerializationTypeException(
f"The serialization type {serialization_type} is not supported for Avro"
)
def _serialize_avro_binary(self, event_data: object) -> bytes:
if self._serializer is None or not isinstance(self._serializer,
DatumWriter):
self._serializer = avro.io.DatumWriter(self._schema)
bytes_writer = BytesIO()
encoder = avro.io.BinaryEncoder(bytes_writer)
self._serializer.write(event_data, encoder)
bytes_writer.flush()
return bytes_writer.getvalue()
def _serialize_avro_json(self, event_data: object) -> bytes:
if self._serializer is None or not isinstance(self._serializer,
AvroJsonSerializer):
self._serializer = AvroJsonSerializer(self._schema)
return self._serializer.to_json(event_data).encode("utf-8")
def test_fails_validation(self):
avro_schema = make_avsc_object(self.ALL_FIELDS_SCHEMA,
avro.schema.Names())
data = dict(self.VALID_DATA_ALL_FIELDS)
data["ffloat"] = "hi"
serializer = AvroJsonSerializer(avro_schema)
self.assertRaises(avro.io.AvroTypeException, serializer.to_json, data)
def test_user_record(self):
"""
This schema example is from documentation http://avro.apache.org/docs/1.7.6/gettingstartedpython.html
"""
schema_dict = {
"namespace":
"example.avro",
"type":
"record",
"name":
"User",
"fields": [{
"name": "name",
"type": "string"
}, {
"name": "favorite_number",
"type": ["int", "null"]
}, {
"name": "favorite_color",
"type": ["string", "null"]
}]
}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
deserializer = AvroJsonDeserializer(avro_schema)
alyssa = {"name": "Alyssa", "favorite_number": 256}
alyssa_full = {
"name": "Alyssa",
"favorite_number": 256,
"favorite_color": None
}
alyssa_json = """{"name":"Alyssa","favorite_number":{"int":256},"favorite_color":null}"""
self.assertEquals(serializer.to_json(alyssa), alyssa_json)
self.assertEquals(deserializer.from_json(alyssa_json), alyssa_full)
ben = {"name": "Ben", "favorite_number": 7, "favorite_color": "red"}
ben_json = """{"name":"Ben","favorite_number":{"int":7},"favorite_color":{"string":"red"}}"""
self.assertEquals(serializer.to_json(ben), ben_json)
self.assertEquals(deserializer.from_json(ben_json), ben)
lion = {"name": "Lion"}
lion_full = {
"name": "Lion",
"favorite_number": None,
"favorite_color": None
}
lion_json = """{"name":"Lion","favorite_number":null,"favorite_color":null}"""
self.assertEquals(serializer.to_json(lion), lion_json)
self.assertEquals(deserializer.from_json(lion_json), lion_full)
def test_union_serialization_not_null(self):
avro_schema = make_avsc_object(self.UNION_FIELDS_SCHEMA,
avro.schema.Names())
data = {"funion_null": 1}
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(avro_json, """{"funion_null":{"int":1}}""")
json_data = AvroJsonDeserializer(avro_schema).from_json(avro_json)
self.assertEquals(json_data, data)
def test_bytes_field_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [
{
"type": "bytes",
"name": "fbytes"
}
]
}
data = {"fbytes": "this is some long bytes field"}
avro_schema = avro.schema.make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
json_data = serializer.to_json(data)
self.assertEquals(json_data, """{"fbytes":"this is some long bytes field"}""")
def test_all_supported_types(self):
avro_schema = make_avsc_object(self.ALL_FIELDS_SCHEMA,
avro.schema.Names())
avro_json = AvroJsonSerializer(avro_schema).to_json(
self.VALID_DATA_ALL_FIELDS)
self.assertEquals(
avro_json,
"""{"fint":1,"flong":1,"fstring":"hi there","ffixed":"1234567890123456","frec":{"subfint":2},"funion_null":null,"ffloat":1.0,"fdouble":2.0}"""
)
def test_user_record(self):
"""
This schema example is from documentation http://avro.apache.org/docs/1.7.6/gettingstartedpython.html
"""
schema_dict = {
"namespace":
"example.avro",
"type":
"record",
"name":
"User",
"fields": [{
"name": "name",
"type": "string"
}, {
"name": "favorite_number",
"type": ["int", "null"]
}, {
"name": "favorite_color",
"type": ["string", "null"]
}]
}
avro_schema = avro.schema.make_avsc_object(schema_dict,
avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
self.assertEquals(
serializer.to_json({
"name": "Alyssa",
"favorite_number": 256
}),
"""{"name":"Alyssa","favorite_number":{"int":256},"favorite_color":null}"""
)
self.assertEquals(
serializer.to_json({
"name": "Ben",
"favorite_number": 7,
"favorite_color": "red"
}),
"""{"name":"Ben","favorite_number":{"int":7},"favorite_color":{"string":"red"}}"""
)
self.assertEquals(
serializer.to_json({"name": "Lion"}),
"""{"name":"Lion","favorite_number":null,"favorite_color":null}""")
def test_bytes_field_non_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [
{
"type": "bytes",
"name": "fbytes"
}
]
}
data = {"fbytes": b"(~^\xfbzoW\x13p\x19!4\x0b+\x00\x00\x0b+\x00\x00"}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
avro_json = serializer.to_json(data)
self.assertEquals(avro_json, """{"fbytes":"(~^\\u00fbzoW\\u0013p\\u0019!4\\u000b+\\u0000\\u0000\\u000b+\\u0000\\u0000"}""")
json_data = AvroJsonDeserializer(avro_schema).from_json(avro_json)
self.assertEquals(json_data, data)
def test_array(self):
schema_dict = {
"type": "record",
"name": "rec",
"fields": [self.FIELD_ARRAY_INT]
}
data = {"intarr": [1, 2, 3]}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(avro_json, """{"intarr":[1,2,3]}""")
def test_individually_allowed_fields_separately(self):
for field in self.INDIVIDUALLY_SERIALIZABLE:
# unwrap enum, fixed, array, and map but save the name for value lookup
name = field['name']
if isinstance(field['type'], dict):
field = field['type']
avro_schema = make_avsc_object(field, avro.schema.Names())
data = self.VALID_DATA_ALL_FIELDS[name]
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
json_data = AvroJsonDeserializer(avro_schema).from_json(avro_json)
self.assertEquals(json_data, data)
def test_map(self):
schema_dict = {
"type": "record",
"name": "rec",
"fields": [self.FIELD_MAP_INT]
}
data = {"intmap": {"one": 1, "two": 2}}
avro_schema = avro.schema.make_avsc_object(schema_dict,
avro.schema.Names())
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(avro_json, """{"intmap":{"two":2,"one":1}}""")
def test_bytes_field_non_ascii(self):
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "WithFixed",
"fields": [{
"type": "bytes",
"name": "fbytes"
}]
}
data = {"fbytes": b"(~^\xfbzoW\x13p\x19!4\x0b+\x00\x00\x0b+\x00\x00"}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
avro_json = serializer.to_json(data)
self.assertEquals(
avro_json,
"""{"fbytes":"(~^\\u00fbzoW\\u0013p\\u0019!4\\u000b+\\u0000\\u0000\\u000b+\\u0000\\u0000"}"""
)
json_data = AvroJsonDeserializer(avro_schema).from_json(avro_json)
self.assertEquals(json_data, data)
def test_all_supported_types(self):
avro_schema = make_avsc_object(self.ALL_FIELDS_SCHEMA,
avro.schema.Names())
data = self.VALID_DATA_ALL_FIELDS
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(
avro_json,
"""{"fruit":"ORANGE","fint":1,"flong":1,"fstring":"hi there","ffixed":"1234567890123456","frec":{"subfint":2},"funion_null":null,"ffloat":1.0,"fdouble":2.0,"intarr":[1,2,3],"intmap":{"one":1}}"""
)
json_data = AvroJsonDeserializer(avro_schema).from_json(avro_json)
self.assertEquals(json_data, data)
def _encode_payload(schema_cache, topic, batch):
value_schema = avro.schema.make_avsc_object(schema_cache[topic]['value'],
avro.schema.Names())
value_serializer = AvroJsonSerializer(value_schema)
if schema_cache[topic].get('key') is not None:
key_schema = avro.schema.make_avsc_object(schema_cache[topic]['key'],
avro.schema.Names())
key_serializer = AvroJsonSerializer(key_schema)
body = {
'records': [{
'value':
value_serializer.to_ordered_dict(message.value),
'key':
key_serializer.to_ordered_dict(message.key)
if message.key is not None else None,
'partition':
message.partition
} for message in batch]
}
# The REST proxy's API requires us to double-encode the schemas.
# Don't ask why, because I have no idea.
if schema_cache[topic].get('value-id') is None:
body['value_schema'] = json_encode(schema_cache[topic]['value'])
else:
body['value_schema_id'] = schema_cache[topic]['value-id']
if schema_cache[topic].get('key') is not None:
if schema_cache[topic].get('key-id') is None:
body['key_schema'] = json_encode(schema_cache[topic]['key'])
else:
body['key_schema_id'] = schema_cache[topic]['key-id']
return json_encode(body)
def test_user_record(self):
"""
This schema example is from documentation http://avro.apache.org/docs/1.7.6/gettingstartedpython.html
"""
schema_dict = {
"namespace": "example.avro",
"type": "record",
"name": "User",
"fields": [
{"name": "name", "type": "string"},
{"name": "favorite_number", "type": ["int", "null"]},
{"name": "favorite_color", "type": ["string", "null"]}
]
}
avro_schema = avro.schema.make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
self.assertEquals(serializer.to_json({"name": "Alyssa", "favorite_number": 256}),
"""{"name":"Alyssa","favorite_number":{"int":256},"favorite_color":null}""")
self.assertEquals(serializer.to_json({"name": "Ben", "favorite_number": 7, "favorite_color": "red"}),
"""{"name":"Ben","favorite_number":{"int":7},"favorite_color":{"string":"red"}}""")
self.assertEquals(serializer.to_json({"name": "Lion"}),
"""{"name":"Lion","favorite_number":null,"favorite_color":null}""")
def test_map(self):
schema_dict = {
"type": "record",
"name": "rec",
"fields": [self.FIELD_MAP_INT]
}
data = {"intmap": {"one": 1, "two": 2}}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
# Dictionaries are unsorted
self.assertIn(avro_json, ("""{"intmap":{"one":1,"two":2}}""",
"""{"intmap":{"two":2,"one":1}}"""))
def test_nested_union_records(self):
schema_dict = {
"namespace": "nested",
"name": "OuterType",
"type": "record",
"fields": [{
"name": "outer",
"type": ["null", {
"name": "MiddleType",
"type": "record",
"fields": [{
"name": "middle",
"type": ["null", {
"name": "InnerType",
"type": "record",
"fields": [{
"name": "inner",
"type": "int"
}]
}]
}]
}]
}]
}
data1 = {"outer": {"middle": {"inner": 1}}}
data2 = {"outer": {"middle": None}}
avro1 = """{"outer":{"nested.MiddleType":{"middle":{"nested.InnerType":{"inner":1}}}}}"""
avro2 = """{"outer":{"nested.MiddleType":{"middle":null}}}"""
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
self.assertEquals(serializer.to_json(data1), avro1)
self.assertEquals(serializer.to_json(data2), avro2)
deserializer = AvroJsonDeserializer(avro_schema)
self.assertEquals(deserializer.from_json(avro1), data1)
self.assertEquals(deserializer.from_json(avro2), data2)
def test_map(self):
schema_dict = {
"type": "record",
"name": "rec",
"fields": [self.FIELD_MAP_INT]
}
data = {"intmap": {"one": 1, "two": 2}}
unicode_dict = {'intmap': {'one': 1, u'two': 2}}
avro_schema = make_avsc_object(schema_dict, avro.schema.Names())
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
# Dictionaries are unsorted
self.assertIn(avro_json, ("""{"intmap":{"one":1,"two":2}}""",
"""{"intmap":{"two":2,"one":1}}"""))
deserializer = AvroJsonDeserializer(avro_schema)
json_data = deserializer.from_json(avro_json)
self.assertEquals(json_data, data)
mixed_unicode = deserializer.from_dict(unicode_dict)
self.assertEquals(mixed_unicode, data)
def test_union_serialization_invalid(self):
avro_schema = make_avsc_object(self.UNION_FIELDS_SCHEMA,
avro.schema.Names())
data = {"funion_null": "hi"}
serializer = AvroJsonSerializer(avro_schema)
self.assertRaises(avro.io.AvroTypeException, serializer.to_json, data)
def test_union_serialization_null(self):
avro_schema = make_avsc_object(self.UNION_FIELDS_SCHEMA,
avro.schema.Names())
data = {"funion_null": None}
avro_json = AvroJsonSerializer(avro_schema).to_json(data)
self.assertEquals(avro_json, """{"funion_null":null}""")
{"name": "uint8_t", "type":"fixed", "size":1},
{"name": "uint16_t", "type":"fixed", "size":2},
{"name": "uint32_t", "type":"fixed", "size":4},
"uint64_t",
{"name": "int8_t", "type":"fixed", "size":1},
{"name": "int16_t", "type":"fixed", "size":2},
{"name": "int32_t", "type":"fixed", "size":4},
"int64_t"]},
{"name": "tags", "type": ["null", {"type": "map", "values": "string"}]},
{"name": "metadata", "type": ["null", {"type": "map", "values": "string"}]}
]
}
# Create avro schema and serializer for schema
avro_schema = avro.schema.make_avsc_object(schema, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
# Create record (JSON)
record = {
"metric": 'hey',
"timestamp": 983993882838,
"value": 9,
"tags":
{
"hey": "there",
}
}
# Serialize JSON record, this will add proper union formatting (this will return a string)
record = serializer.to_json(record)
# Add proper 'value' wrapper around record (must json.loads(record) because record is a string)
message = {'value':json.loads(record)}
def serialize_to_json(self, result_dict):
avro_schema = make_avsc_object(self.avro_schema, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
return serializer.to_json(result_dict)
def serialize(schema, data):
avro_schema = SchemaFromJSONData(schema, avro.schema.Names())
serializer = AvroJsonSerializer(avro_schema)
return serializer.to_json(data)
def _serialize_avro_json(self, event_data: object) -> bytes:
if self._serializer is None or not isinstance(self._serializer,
AvroJsonSerializer):
self._serializer = AvroJsonSerializer(self._schema)
return self._serializer.to_json(event_data).encode("utf-8")
