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47 lines
1.7 KiB
Python
47 lines
1.7 KiB
Python
# Copyright (c) ONNX Project Contributors
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# SPDX-License-Identifier: Apache-2.0
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from __future__ import annotations
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import numpy as np
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from onnx.reference.op_run import OpRun
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_acceptable_str_dtypes = ("U", "O")
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def pad_empty_string(
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split_lists: list | np.ndarray, padding_requirement: list | int
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) -> list:
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if isinstance(split_lists, list):
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assert isinstance(padding_requirement, int)
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return split_lists + ["" for _ in range(padding_requirement)]
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if isinstance(split_lists, np.ndarray):
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assert isinstance(padding_requirement, list)
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return list(map(pad_empty_string, split_lists, padding_requirement))
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raise TypeError(f"Invalid array type '{type(split_lists)}'")
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def split_with_padding(x, separator=None, maxsplit=None):
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split_lists = np.char.split(x.astype(np.str_), separator, maxsplit)
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# Find the maximum length after splitting
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num_splits = np.vectorize(len, otypes=[np.int64])(split_lists)
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padding_requirement = (np.max(num_splits, initial=0) - num_splits).tolist()
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# Add padding to lists that are shorter than the maximum length
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split_lists_padded = np.array(
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pad_empty_string(split_lists, padding_requirement), dtype=object
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)
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if x.size == 0:
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split_lists_padded = split_lists_padded.reshape(*x.shape, 0)
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return split_lists_padded, num_splits
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class StringSplit(OpRun):
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def _run(self, x, delimiter=None, maxsplit=None):
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if delimiter == "":
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delimiter = None
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if x.dtype.kind not in _acceptable_str_dtypes:
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raise TypeError(f"Inputs must be string tensors, received dtype {x.dtype}")
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return split_with_padding(x, delimiter, maxsplit)
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