Source S3: choose between data types when merging master schema (airbytehq#16631)

* airbytehq#422 source s3: choose broadest data type when there is a mismatch during merging json schemas

* airbytehq#422 source s3: upd changelog

Author: davydov-d

airbyte-integrations/connectors/source-s3/Dockerfile

@@ -17,5 +17,5 @@ COPY source_s3 ./source_s3
 ENV AIRBYTE_ENTRYPOINT "python /airbyte/integration_code/main.py"
 ENTRYPOINT ["python", "/airbyte/integration_code/main.py"]
 
-LABEL io.airbyte.version=0.1.18
+LABEL io.airbyte.version=0.1.19
 LABEL io.airbyte.name=airbyte/source-s3

airbyte-integrations/connectors/source-s3/source_s3/source_files_abstract/stream.py

@@ -185,6 +185,21 @@ def get_json_schema(self) -> Mapping[str, Any]:
         properties[self.ab_last_mod_col]["format"] = "date-time"
         return {"type": "object", "properties": properties}
 
+    @staticmethod
+    def _broadest_type(type_1: str, type_2: str) -> Optional[str]:
+        non_comparable_types = ["object", "array", "null"]
+        if type_1 in non_comparable_types or type_2 in non_comparable_types:
+            return None
+        types = {type_1, type_2}
+        if types == {"boolean", "string"}:
+            return "string"
+        if types == {"integer", "number"}:
+            return "number"
+        if types == {"integer", "string"}:
+            return "string"
+        if types == {"number", "string"}:
+            return "string"
+
     def _get_master_schema(self, min_datetime: datetime = None) -> Dict[str, Any]:
         """
         In order to auto-infer a schema across many files and/or allow for additional properties (columns),
@@ -223,22 +238,27 @@ def _get_master_schema(self, min_datetime: datetime = None) -> Dict[str, Any]:
                 # this compares datatype of every column that the two schemas have in common
                 for col in column_superset:
                     if (col in master_schema.keys()) and (col in this_schema.keys()) and (master_schema[col] != this_schema[col]):
-                        # If this column exists in a provided schema or schema state, we'll WARN here rather than throw an error
-                        # this is to allow more leniency as we may be able to coerce this datatype mismatch on read according to
-                        # provided schema state. If not, then the read will error anyway
-                        if col in self._schema.keys():
+                        # If this column exists in a provided schema or schema state, we'll WARN here rather than throw an error.
+                        # This is to allow more leniency as we may be able to coerce this datatype mismatch on read according to
+                        # provided schema state. Else we're inferring the schema (or at least this column) from scratch, and therefore
+                        # we try to choose the broadest type among two if possible
+                        broadest_of_types = self._broadest_type(master_schema[col], this_schema[col])
+                        type_explicitly_defined = col in self._schema.keys()
+                        override_type = broadest_of_types and not type_explicitly_defined
+                        if override_type:
+                            master_schema[col] = broadest_of_types
+                        if override_type or type_explicitly_defined:
                             LOGGER.warn(
                                 f"Detected mismatched datatype on column '{col}', in file '{storagefile.url}'. "
                                 + f"Should be '{master_schema[col]}', but found '{this_schema[col]}'. "
                                 + f"Airbyte will attempt to coerce this to {master_schema[col]} on read."
                             )
-                        # else we're inferring the schema (or at least this column) from scratch and therefore
-                        # throw an error on mismatching datatypes
-                        else:
-                            raise RuntimeError(
-                                f"Detected mismatched datatype on column '{col}', in file '{storagefile.url}'. "
-                                + f"Should be '{master_schema[col]}', but found '{this_schema[col]}'."
-                            )
+                            continue
+                        # otherwise throw an error on mismatching datatypes
+                        raise RuntimeError(
+                            f"Detected mismatched datatype on column '{col}', in file '{storagefile.url}'. "
+                            + f"Should be '{master_schema[col]}', but found '{this_schema[col]}'."
+                        )
 
                 # missing columns in this_schema doesn't affect our master_schema, so we don't check for it here
 

airbyte-integrations/connectors/source-s3/unit_tests/test_stream.py

@@ -593,6 +593,30 @@ def test_filepath_iterator(self, bucket, path_prefix, list_v2_objects, expected_
                 False,
                 False,
             ),
+            (  # int becomes str in case of type mismatch in different files
+                "{}",
+                datetime(2020, 5, 5, 13, 5, 5),
+                [
+                    FileInfo(last_modified=datetime(2022, 1, 1, 13, 5, 5), key="first", size=128),
+                    FileInfo(last_modified=datetime(2022, 6, 7, 8, 9, 10), key="second", size=128),
+                ],
+                [
+                    {"pk": "string", "full_name": "string", "street_address": "string", "customer_code": "integer", "email": "string",
+                     "dob": "string"},
+                    {"pk": "integer", "full_name": "string", "street_address": "string", "customer_code": "integer", "email": "string",
+                     "dob": "string"}
+                ],
+                {
+                    "pk": "string",
+                    "full_name": "string",
+                    "street_address": "string",
+                    "customer_code": "integer",
+                    "email": "string",
+                    "dob": "string"
+                },
+                True,
+                False,
+            ),
         ),
     )
     @patch("source_s3.stream.IncrementalFileStreamS3.storagefile_class", MagicMock())

docs/integrations/sources/s3.md

@@ -205,7 +205,8 @@ The Jsonl parser uses pyarrow hence,only the line-delimited JSON format is suppo
 
 | Version | Date       | Pull Request                                                                                                    | Subject                                                                                 |
 |:--------|:-----------|:----------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------|
-| 0.1.18  | 2022-08-01 | [14213](https://github.com/airbytehq/airbyte/pull/14213)                                                        | Add support for jsonl format files.                                                        |
+| 0.1.19  | 2022-09-13 | [16631](https://github.com/airbytehq/airbyte/pull/16631)                                                        | Adjust column type to a broadest one when merging two or more json schemas              |
+| 0.1.18  | 2022-08-01 | [14213](https://github.com/airbytehq/airbyte/pull/14213)                                                        | Add support for jsonl format files.                                                     |
 | 0.1.17  | 2022-07-21 | [14911](https://github.com/airbytehq/airbyte/pull/14911)                                                        | "decimal" type added for parquet                                                        |
 | 0.1.16  | 2022-07-13 | [14669](https://github.com/airbytehq/airbyte/pull/14669)                                                        | Fixed bug when extra columns apeared to be non-present in master schema                 |
 | 0.1.15  | 2022-05-31 | [12568](https://github.com/airbytehq/airbyte/pull/12568)                                                        | Fixed possible case of files being missed during incremental syncs                      |