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airbyte/tools/integrations/schema_generator.py
vovavovavovavova 286f30f9ed CDK: tool for auto-generating schemas from the stream output (#3948)
* tool for creating schemas from configured_catalog within genson stripping `required`

* gen from all output (add_schema for all)

* all except extra_strategies

* apply extra strategies

* merge && small upd

* upd docstring
2021-06-16 14:16:32 +03:00

78 lines
2.8 KiB
Python

#
# MIT License
#
# Copyright (c) 2020 Airbyte
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.
#
import json
import os
import sys
from airbyte_cdk.models import AirbyteMessage, Type
from genson import SchemaBuilder
from genson.schema.strategies.object import Object
class NoRequiredObj(Object):
"""
This class has Object behaviour, but it does not generate "required[]" fields
every time it parses object. So we dont add unnecessary extra field.
"""
def to_schema(self):
schema = super(Object, self).to_schema()
schema["type"] = "object"
if self._properties:
schema["properties"] = self._properties_to_schema(self._properties)
if self._pattern_properties:
schema["patternProperties"] = self._properties_to_schema(self._pattern_properties)
return schema
class NoRequiredSchemaBuilder(SchemaBuilder):
EXTRA_STRATEGIES = (NoRequiredObj,)
def main():
default_folder = os.path.join(os.getcwd(), "schemas")
if not os.path.exists(default_folder):
os.mkdir(default_folder)
builders = {}
for line in sys.stdin:
message = AirbyteMessage.parse_raw(line)
if message.type == Type.RECORD:
stream_name = message.record.stream
if stream_name not in builders:
builder = NoRequiredSchemaBuilder()
builders[stream_name] = builder
else:
builder = builders[stream_name]
builder.add_object(message.record.data)
for stream_name, builder in builders.items():
schema = builder.to_schema()
output_file_name = os.path.join(default_folder, stream_name + ".json")
with open(output_file_name, "w") as outfile:
json.dump(schema, outfile, indent=2, sort_keys=True)
if __name__ == "__main__":
main()