40 lines
1.3 KiB
Python
40 lines
1.3 KiB
Python
import logging
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import pandas as pd
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import pyarrow
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import pyarrow.csv
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from .registry import register_array_parser
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@register_array_parser("csv")
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class CSVArrayParser(object):
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def __init__(self, delimiter=","):
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self.delimiter = delimiter
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def read(self, path):
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logging.debug(
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"Reading from %s using CSV format with configuration %s"
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% (path, self.__dict__)
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)
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# do not read the first line as header
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read_options = pyarrow.csv.ReadOptions(autogenerate_column_names=True)
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parse_options = pyarrow.csv.ParseOptions(delimiter=self.delimiter)
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arr = pyarrow.csv.read_csv(
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path, read_options=read_options, parse_options=parse_options
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)
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logging.debug("Done reading from %s" % path)
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return arr.to_pandas().to_numpy()
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def write(self, path, arr):
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logging.debug(
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"Writing to %s using CSV format with configuration %s"
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% (path, self.__dict__)
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)
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write_options = pyarrow.csv.WriteOptions(
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include_header=False, delimiter=self.delimiter
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)
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arr = pyarrow.Table.from_pandas(pd.DataFrame(arr))
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pyarrow.csv.write_csv(arr, path, write_options=write_options)
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logging.debug("Done writing to %s" % path)
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