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Basic XML support (mostly copy pasted from text) (#7250)
basic xml (mostly copy pasted from text)
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Original file line number | Diff line number | Diff line change |
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import itertools | ||
from dataclasses import dataclass | ||
from typing import Optional | ||
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import pyarrow as pa | ||
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import datasets | ||
from datasets.features.features import require_storage_cast | ||
from datasets.table import table_cast | ||
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logger = datasets.utils.logging.get_logger(__name__) | ||
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@dataclass | ||
class XmlConfig(datasets.BuilderConfig): | ||
"""BuilderConfig for xml files.""" | ||
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features: Optional[datasets.Features] = None | ||
encoding: str = "utf-8" | ||
encoding_errors: Optional[str] = None | ||
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class Xml(datasets.ArrowBasedBuilder): | ||
BUILDER_CONFIG_CLASS = XmlConfig | ||
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def _info(self): | ||
return datasets.DatasetInfo(features=self.config.features) | ||
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def _split_generators(self, dl_manager): | ||
"""The `data_files` kwarg in load_dataset() can be a str, List[str], Dict[str,str], or Dict[str,List[str]]. | ||
If str or List[str], then the dataset returns only the 'train' split. | ||
If dict, then keys should be from the `datasets.Split` enum. | ||
""" | ||
if not self.config.data_files: | ||
raise ValueError(f"At least one data file must be specified, but got data_files={self.config.data_files}") | ||
dl_manager.download_config.extract_on_the_fly = True | ||
data_files = dl_manager.download_and_extract(self.config.data_files) | ||
splits = [] | ||
for split_name, files in data_files.items(): | ||
if isinstance(files, str): | ||
files = [files] | ||
files = [dl_manager.iter_files(file) for file in files] | ||
splits.append(datasets.SplitGenerator(name=split_name, gen_kwargs={"files": files})) | ||
return splits | ||
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def _cast_table(self, pa_table: pa.Table) -> pa.Table: | ||
if self.config.features is not None: | ||
schema = self.config.features.arrow_schema | ||
if all(not require_storage_cast(feature) for feature in self.config.features.values()): | ||
# cheaper cast | ||
pa_table = pa_table.cast(schema) | ||
else: | ||
# more expensive cast; allows str <-> int/float or str to Audio for example | ||
pa_table = table_cast(pa_table, schema) | ||
return pa_table | ||
else: | ||
return pa_table.cast(pa.schema({"xml": pa.string()})) | ||
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def _generate_tables(self, files): | ||
pa_table_names = list(self.config.features) if self.config.features is not None else ["xml"] | ||
for file_idx, file in enumerate(itertools.chain.from_iterable(files)): | ||
# open in text mode, by default translates universal newlines ("\n", "\r\n" and "\r") into "\n" | ||
with open(file, encoding=self.config.encoding, errors=self.config.encoding_errors) as f: | ||
xml = f.read() | ||
pa_table = pa.Table.from_arrays([pa.array([xml])], names=pa_table_names) | ||
yield file_idx, self._cast_table(pa_table) |