Commit c57184a
## What's Changed
Per discussion in #615 , here is a first take on the core producers to
generate Avro data from Arrow vectors. There are a few points I'd like
to clarify before going further:
* Nullability. Avro only understands nullable types as unions but that
is not normally how they will be if the data comes from other sources. I
have added a special NullableProducer to handle nullable vectors which
are not unions. We will need something equivalent in the consumers and
probably a setting in the AvroToArrowConfig to control it on read,
defaulting to current behaviour. I have also added special handling for
nullable unions, because unions can't be nested (i.e. you can't nest
"type | null" as a type inside a union). I can add consumers to handle
both (unions and regular types) for review, if that sounds right? At the
moment the schema for nullable fields gets quite mangled on a round
trip!
* Arrow has a lot more types than Avro, at the level of minor / vector
types. Going Avro -> Arrow we just pick the direct equivalent. Going
Arrow -> Avro, we could cast silently if there is no loss of precision.
E.g. TinyInt and SmallInt -> Int and so on. For types like e.g.
Decimal256 and LargeVarChar we could write out safely but would need
support in the consumers to read back the wider types. I could start by
adding the safe conversions now and we could come back to the wide types
in a later PR maybe?
* I have made Producer inherit AutoClosable the same as Consumer does.
Not sure if that is always what you want though - it will free the
buffers in the VSR, but you might want to keep the VSR after you are
finished with IO. Do we need something like detachValueVector() to go
with resetValueVector()? Calling close() after detach would not affect
the vector.
* Type information is inferred from the list of vectors, using minor
types. We'll also need to generate the Avro schema, the input for that
would be a list of fields. I haven't done it yet but will do if that
sounds right.
* Dictionary encoding for enums not implemented yet, I'll add it if the
rest looks good. Caveat is that dictionaries must be fixed before the
encoding starts if we are writing out the whole file in one go (i.e. if
the Avro schema is at the start of the container file). If the schema is
saved separately that limitation need not apply, we could provide the
schema once encoding is finished.
Please do let me know if this is going in the right direction + any
comments. If it is I will add the missing pieces and start the
exhaustive test coverage to mirror the consumers. Once it's done this PR
should get us to the point where we can round trip the contents of an
individual block for most data types, but it does not address the
container format.
Closes #615.
---------
Co-authored-by: Martin Traverse <[email protected]>
1 parent 1e62e3b commit c57184a
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lines changed- adapter/avro/src
- main/java
- org/apache/arrow/adapter/avro
- producers
- logical
- test/java/org/apache/arrow/adapter/avro
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