如何从vaex读取tsv文件并输出pyarrow镶木地板文件



在这些vaex和pyarrow版本上:

>>> vaex.__version__
{'vaex': '4.12.0',
'vaex-core': '4.12.0',
'vaex-viz': '0.5.3',
'vaex-hdf5': '0.12.3',
'vaex-server': '0.8.1',
'vaex-astro': '0.9.1',
'vaex-jupyter': '0.8.0',
'vaex-ml': '0.18.0'}
>>> pyarrow.__version__
8.0.0

当读取tsv文件并将其导出到arrow时,pyarrow.read_table()无法正确加载箭头表,例如给定一个文件,例如s2t.tsv:

$ printf "test-1nfoobarntest-1nfoobarntest-1nfoobarntest-1nfoobarn" > s
$ printf "1-bestnpoo bearn1-bestnpoo bearn1-bestnpoo bearn1-bestnpoo bearn" > t
$ paste s t > s2t.tsv

文件如下:

test-1  1-best
foobar  poo bear
test-1  1-best
foobar  poo bear
test-1  1-best
foobar  poo bear
test-1  1-best
foobar  poo bear

当我尝试将tsv导出为箭头时,然后读回:

import vaex
import pyarrow as pa
df = vaex.from_csv('s2t.tsv', sep='t', header=None)
df.export_arrow('s2t.parquet')
pa.parquet.read_table('s2t.parquet')

它抛出以下错误:

---------------------------------------------------------------------------
ArrowInvalid                              Traceback (most recent call last)
/tmp/ipykernel_17/3649263967.py in <module>
1 import pyarrow as pa
2 
----> 3 pa.parquet.read_table('s2t.parquet')
/opt/conda/lib/python3.7/site-packages/pyarrow/parquet/__init__.py in read_table(source, columns, use_threads, metadata, schema, use_pandas_metadata, memory_map, read_dictionary, filesystem, filters, buffer_size, partitioning, use_legacy_dataset, ignore_prefixes, pre_buffer, coerce_int96_timestamp_unit, decryption_properties)
2746                 ignore_prefixes=ignore_prefixes,
2747                 pre_buffer=pre_buffer,
-> 2748                 coerce_int96_timestamp_unit=coerce_int96_timestamp_unit
2749             )
2750         except ImportError:
/opt/conda/lib/python3.7/site-packages/pyarrow/parquet/__init__.py in __init__(self, path_or_paths, filesystem, filters, partitioning, read_dictionary, buffer_size, memory_map, ignore_prefixes, pre_buffer, coerce_int96_timestamp_unit, schema, decryption_properties, **kwargs)
2338 
2339             self._dataset = ds.FileSystemDataset(
-> 2340                 [fragment], schema=schema or fragment.physical_schema,
2341                 format=parquet_format,
2342                 filesystem=fragment.filesystem
/opt/conda/lib/python3.7/site-packages/pyarrow/_dataset.pyx in pyarrow._dataset.Fragment.physical_schema.__get__()
/opt/conda/lib/python3.7/site-packages/pyarrow/error.pxi in pyarrow.lib.pyarrow_internal_check_status()
/opt/conda/lib/python3.7/site-packages/pyarrow/error.pxi in pyarrow.lib.check_status()
ArrowInvalid: Could not open Parquet input source 's2t.parquet': Parquet magic bytes not found in footer. Either the file is corrupted or this is not a parquet file.

在导出或读取镶木地板文件时,是否需要添加一些其他args/kwargs

或者导出到arrow的程序不知怎么被窃听/破坏了

根据https://github.com/vaexio/vaex/issues/2228

df.export_parquet("file.parquet")
# or 
df.export("file.parquet") 

将导出到可以读取的正确格式

pa.parquet.read_table("file.parquet")

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