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fix: Handle numpy ndarray in Array(String) materialization #6327
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Signed-off-by: Siddhesh Khairnar <khairnarsiddhesh4057@gmail.com>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -694,7 +694,7 @@ def _validate_collection_item_types( | |
| """ | ||
| if sample is None: | ||
| return | ||
| if all(type(item) in valid_types for item in sample): | ||
| if all(item is None or type(item) in valid_types for item in sample): | ||
| return | ||
|
|
||
| # to_numpy() upcasts INT32/INT64 with NULL to Float64 automatically | ||
|
|
@@ -863,6 +863,38 @@ def _convert_list_values_to_proto( | |
| ] | ||
| raise _type_err(sample, valid_types[0]) | ||
|
|
||
| # Arrow/Athena may deserialize array columns as numpy.ndarray with | ||
| # object dtype instead of plain Python lists. Normalise every value | ||
| # to a Python list so that protobuf constructors accept them, and | ||
| # replace None elements with a type-appropriate default (protobuf | ||
| # repeated fields do not accept None). | ||
| _LIST_NONE_DEFAULTS: Dict[ValueType, Any] = { | ||
| ValueType.STRING_LIST: "", | ||
| ValueType.BYTES_LIST: b"", | ||
| ValueType.INT32_LIST: 0, | ||
| ValueType.INT64_LIST: 0, | ||
| ValueType.FLOAT_LIST: 0.0, | ||
| ValueType.DOUBLE_LIST: 0.0, | ||
| ValueType.BOOL_LIST: False, | ||
| ValueType.UNIX_TIMESTAMP_LIST: 0, | ||
|
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||
| ValueType.UUID_LIST: "", | ||
| ValueType.TIME_UUID_LIST: "", | ||
| ValueType.DECIMAL_LIST: "", | ||
| } | ||
| none_default = _LIST_NONE_DEFAULTS.get(feast_value_type) | ||
|
|
||
| def _sanitize(value: Any) -> Any: | ||
| """Convert ndarray to list and replace None elements.""" | ||
| if isinstance(value, np.ndarray): | ||
| value = value.tolist() | ||
| if none_default is not None and isinstance(value, list): | ||
| value = [none_default if v is None else v for v in value] | ||
| return value | ||
|
|
||
| values = [_sanitize(v) if v is not None else v for v in values] | ||
| if sample is not None: | ||
| sample = _sanitize(sample) | ||
|
|
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| # Validate item types using shared helper | ||
| _validate_collection_item_types(sample, valid_types, feast_value_type) | ||
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|
@@ -875,7 +907,6 @@ def _convert_list_values_to_proto( | |
| return _convert_bool_collection_to_proto(values, field_name, proto_type) | ||
|
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||
| if feast_value_type in (ValueType.UUID_LIST, ValueType.TIME_UUID_LIST): | ||
| # uuid.UUID objects must be converted to str for StringList proto. | ||
| return [ | ||
| ( | ||
| ProtoValue( | ||
|
|
@@ -888,7 +919,6 @@ def _convert_list_values_to_proto( | |
| ] | ||
|
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||
| if feast_value_type == ValueType.DECIMAL_LIST: | ||
| # decimal.Decimal objects must be converted to str for StringList proto. | ||
| return [ | ||
| ( | ||
| ProtoValue( | ||
|
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||
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