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fix: Use timestamp type when converting unixtimestamp feature type to…
… arrow (feast-dev#2593) * use timestamp Signed-off-by: pyalex <moskalenko.alexey@gmail.com> * add timezone to type definition Signed-off-by: pyalex <moskalenko.alexey@gmail.com>
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Original file line number | Diff line number | Diff line change |
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from typing import List | ||
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import pyarrow as pa | ||
import pytz | ||
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from feast.protos.feast.types import Value_pb2 | ||
from feast.types import Array, PrimitiveFeastType | ||
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PA_TIMESTAMP_TYPE = pa.timestamp("s", tz=pytz.UTC) | ||
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ARROW_TYPE_TO_PROTO_FIELD = { | ||
pa.int32(): "int32_val", | ||
pa.int64(): "int64_val", | ||
pa.float32(): "float_val", | ||
pa.float64(): "double_val", | ||
pa.bool_(): "bool_val", | ||
pa.string(): "string_val", | ||
pa.binary(): "bytes_val", | ||
PA_TIMESTAMP_TYPE: "unix_timestamp_val", | ||
} | ||
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ARROW_LIST_TYPE_TO_PROTO_FIELD = { | ||
pa.int32(): "int32_list_val", | ||
pa.int64(): "int64_list_val", | ||
pa.float32(): "float_list_val", | ||
pa.float64(): "double_list_val", | ||
pa.bool_(): "bool_list_val", | ||
pa.string(): "string_list_val", | ||
pa.binary(): "bytes_list_val", | ||
PA_TIMESTAMP_TYPE: "unix_timestamp_list_val", | ||
} | ||
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ARROW_LIST_TYPE_TO_PROTO_LIST_CLASS = { | ||
pa.int32(): Value_pb2.Int32List, | ||
pa.int64(): Value_pb2.Int64List, | ||
pa.float32(): Value_pb2.FloatList, | ||
pa.float64(): Value_pb2.DoubleList, | ||
pa.bool_(): Value_pb2.BoolList, | ||
pa.string(): Value_pb2.StringList, | ||
pa.binary(): Value_pb2.BytesList, | ||
PA_TIMESTAMP_TYPE: Value_pb2.Int64List, | ||
} | ||
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FEAST_TYPE_TO_ARROW_TYPE = { | ||
PrimitiveFeastType.INT32: pa.int32(), | ||
PrimitiveFeastType.INT64: pa.int64(), | ||
PrimitiveFeastType.FLOAT32: pa.float32(), | ||
PrimitiveFeastType.FLOAT64: pa.float64(), | ||
PrimitiveFeastType.STRING: pa.string(), | ||
PrimitiveFeastType.BYTES: pa.binary(), | ||
PrimitiveFeastType.BOOL: pa.bool_(), | ||
PrimitiveFeastType.UNIX_TIMESTAMP: pa.timestamp("s"), | ||
Array(PrimitiveFeastType.INT32): pa.list_(pa.int32()), | ||
Array(PrimitiveFeastType.INT64): pa.list_(pa.int64()), | ||
Array(PrimitiveFeastType.FLOAT32): pa.list_(pa.float32()), | ||
Array(PrimitiveFeastType.FLOAT64): pa.list_(pa.float64()), | ||
Array(PrimitiveFeastType.STRING): pa.list_(pa.string()), | ||
Array(PrimitiveFeastType.BYTES): pa.list_(pa.binary()), | ||
Array(PrimitiveFeastType.BOOL): pa.list_(pa.bool_()), | ||
Array(PrimitiveFeastType.UNIX_TIMESTAMP): pa.list_(pa.timestamp("s")), | ||
} | ||
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def arrow_array_to_array_of_proto( | ||
arrow_type: pa.DataType, arrow_array: pa.Array | ||
) -> List[Value_pb2.Value]: | ||
values = [] | ||
if isinstance(arrow_type, pa.ListType): | ||
proto_list_class = ARROW_LIST_TYPE_TO_PROTO_LIST_CLASS[arrow_type.value_type] | ||
proto_field_name = ARROW_LIST_TYPE_TO_PROTO_FIELD[arrow_type.value_type] | ||
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if arrow_type.value_type == PA_TIMESTAMP_TYPE: | ||
arrow_array = arrow_array.cast(pa.list_(pa.int64())) | ||
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for v in arrow_array.tolist(): | ||
values.append( | ||
Value_pb2.Value(**{proto_field_name: proto_list_class(val=v)}) | ||
) | ||
else: | ||
proto_field_name = ARROW_TYPE_TO_PROTO_FIELD[arrow_type] | ||
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if arrow_type == PA_TIMESTAMP_TYPE: | ||
arrow_array = arrow_array.cast(pa.int64()) | ||
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for v in arrow_array.tolist(): | ||
values.append(Value_pb2.Value(**{proto_field_name: v})) | ||
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return values |