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fix: Handle array of strings columns in Athena materialization #6324
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Signed-off-by: Alan Gauthier <alan.gauthier@jobteaser.com>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -739,7 +739,7 @@ def _validate_collection_item_types( | |
| """ | ||
| if sample is None: | ||
| return | ||
| if all(type(item) in valid_types for item in sample): | ||
| if all(type(item) in valid_types for item in sample if item is not None): | ||
| return | ||
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||
| # to_numpy() upcasts INT32/INT64 with NULL to Float64 automatically | ||
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@@ -750,6 +750,8 @@ def _validate_collection_item_types( | |
| ValueType.INT64_SET, | ||
| ] | ||
| for item in sample: | ||
| if item is None: | ||
| continue # None elements in STRING_LIST are replaced with ""; for other types they are dropped | ||
| if type(item) not in valid_types: | ||
| if feast_value_type in int_collection_types: | ||
| # Check if the float values are due to NULL upcast | ||
|
|
@@ -868,6 +870,46 @@ def convert_set_to_list(value: Any) -> Any: | |
| ] | ||
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| # Sentinel value used by _to_proto_safe_list to indicate that None elements | ||
| # should simply be filtered (dropped) rather than replaced with a default. | ||
| _DROP_NONE = object() | ||
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| # Per-type default values substituted for None elements inside list columns. | ||
| # Only STRING_LIST uses ""; numeric/bytes types drop None entirely because | ||
| # there is no meaningful in-band sentinel (protobuf rejects wrong scalar types). | ||
| _LIST_TYPE_NONE_REPLACEMENT: Dict[ValueType, Any] = { | ||
| ValueType.STRING_LIST: "", | ||
| } | ||
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| def _to_proto_safe_list( | ||
| value: Any, feast_value_type: ValueType = ValueType.STRING_LIST | ||
| ) -> Any: | ||
| """Convert an array/list column value to a proto-safe Python list. | ||
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| Arrow/Athena returns Array columns as numpy.ndarray (object dtype). | ||
| Protobuf repeated fields reject ndarrays and (for non-string types) None | ||
| elements, so we: | ||
| 1. Call .tolist() to convert any numpy.ndarray to a plain Python list. | ||
| 2. For STRING_LIST: replace None elements with "" (empty string). | ||
| For all other list types: drop None elements, since there is no valid | ||
| in-band default for numeric/bytes protobuf fields. | ||
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| Args: | ||
| value: The raw column value (ndarray, list, or scalar). | ||
| feast_value_type: The Feast ValueType of the list column. Controls how | ||
| None elements are handled. Defaults to STRING_LIST. | ||
| """ | ||
| if isinstance(value, np.ndarray): | ||
| value = value.tolist() | ||
| if isinstance(value, list): | ||
| none_replacement = _LIST_TYPE_NONE_REPLACEMENT.get(feast_value_type, _DROP_NONE) | ||
| if none_replacement is _DROP_NONE: | ||
| return [x for x in value if x is not None] | ||
| return [x if x is not None else none_replacement for x in value] | ||
|
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| return value | ||
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| def _convert_list_values_to_proto( | ||
| feast_value_type: ValueType, | ||
| values: List[Any], | ||
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@@ -946,8 +988,14 @@ def _convert_list_values_to_proto( | |
| ] | ||
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| # Generic list conversion | ||
| # Arrow/Athena deserializes Array columns as numpy.ndarray (object dtype). | ||
| # _to_proto_safe_list converts to a plain Python list and sanitizes None | ||
| # elements in a type-appropriate way (replaced with "" for STRING_LIST, | ||
| # dropped for numeric/bytes types). | ||
| return [ | ||
| ProtoValue(**{field_name: proto_type(val=value)}) # type: ignore[arg-type] | ||
| ProtoValue( | ||
| **{field_name: proto_type(val=_to_proto_safe_list(value, feast_value_type))} # type: ignore[arg-type] | ||
| ) | ||
| if value is not None | ||
| else ProtoValue() | ||
| for value in values | ||
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