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https://issues.apache.org/jira/browse/ARROW-14429?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17432745#comment-17432745
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David Li commented on ARROW-14429:
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Also we can and should probably optimize this in the first place - at the very 
least, we should be able to read each record batch together with its metadata 
header, instead of separately like we currently do.

> [Python] RecordBatchFileReader performance really bad in S3
> -----------------------------------------------------------
>
>                 Key: ARROW-14429
>                 URL: https://issues.apache.org/jira/browse/ARROW-14429
>             Project: Apache Arrow
>          Issue Type: Bug
>          Components: Python
>    Affects Versions: 5.0.0
>            Reporter: Lingkai Kong
>            Priority: Major
>
> We are using RecordBatchFileWriter to write Arrow type directly to S3 using 
> the S3FileSystem, then using RecordBatchFileReader to read from S3. The write 
> is pretty efficient, write a 50MB finishes within 0.2s. But reading that file 
> is taking 30s, which is definitely too long. Then I did several tests:
>  # I tried to use S3FileSystem to read the file into bytes, it's only taking 
> 1s. which somehow makes me believe it's an issue with RecordBatchFileReader
>  # Half the size (around 25MB), with 
> [RecordBatchFileReader|https://arrow.apache.org/docs/python/generated/pyarrow.RecordBatchFileReader.html]
>  took 17s, without 
> [RecordBatchFileReader|https://arrow.apache.org/docs/python/generated/pyarrow.RecordBatchFileReader.html]
>  took 0.28s
>  # Double the size (around 100MB), with 
> [RecordBatchFileReader|https://arrow.apache.org/docs/python/generated/pyarrow.RecordBatchFileReader.html]
>  took 61s, without 
> [RecordBatchFileReader|https://arrow.apache.org/docs/python/generated/pyarrow.RecordBatchFileReader.html]
>  took 2.3s
>  # I tried to get all bytes using S3FileSystem first, then create a reader 
> from the bytes. Then read all context from the reader, it's only taking 0.1s. 



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