ptars

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Fast conversion between Protocol Buffers and Apache Arrow, using Rust, with Python bindings.

ptars converts directly between the protobuf wire format and Arrow columnar arrays. No intermediate message objects are created. Serialized protobuf bytes are parsed straight into Arrow builders. And Arrow arrays are encoded directly to protobuf wire format, skipping the overhead of DynamicMessage or any per-row object allocation.

Example

Take a protobuf:

message SearchRequest {
  string query = 1;
  int32 page_number = 2;
  int32 result_per_page = 3;
}

And convert serialized messages directly to pyarrow.RecordBatch:

from ptars import HandlerPool


messages = [
    SearchRequest(
        query="protobuf to arrow",
        page_number=0,
        result_per_page=10,
    ),
    SearchRequest(
        query="protobuf to arrow",
        page_number=1,
        result_per_page=10,
    ),
]
payloads = [message.SerializeToString() for message in messages]

pool = HandlerPool([SearchRequest.DESCRIPTOR.file])
handler = pool.get_for_message(SearchRequest.DESCRIPTOR)
record_batch = handler.list_to_record_batch(payloads)
query page_number result_per_page
protobuf to arrow 0 10
protobuf to arrow 1 10

You can also convert a pyarrow.RecordBatch back to serialized protobuf messages:

array: pa.BinaryArray = handler.record_batch_to_array(record_batch)
messages_back: list[SearchRequest] = [
    SearchRequest.FromString(s.as_py()) for s in array
]

Configuration

Customize Arrow type mappings with PtarsConfig:

from ptars import HandlerPool, PtarsConfig

config = PtarsConfig(
    timestamp_unit="us",  # microseconds instead of nanoseconds
    timestamp_tz="America/New_York",
)

pool = HandlerPool([SearchRequest.DESCRIPTOR.file], config=config)

Benchmark against protarrow

Ptars is a Rust implementation of protarrow, which is implemented in plain Python. By encoding and decoding directly between protobuf wire format and Arrow arrays, ptars is:

  • 7x+ faster when converting from proto to Arrow.
  • 30x+ faster when converting from Arrow to proto.
---- benchmark 'to_arrow': 2 tests ----
Name (time in us)        Mean
---------------------------------------
ptars_to_arrow          659 (1.0)
protarrow_to_arrow    5,037 (7.65)
---------------------------------------

---- benchmark 'to_proto': 2 tests -----
Name (time in us)         Mean
----------------------------------------
ptars_to_proto           397 (1.0)
protarrow_to_proto    12,534 (31.61)
----------------------------------------

Project links

Data verified by PyPI on Aug 15, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for 0x26res from gravatar.com 0x26res

Credits

Author: 0x26res

Maintainer: 0x26res

GitHub Statistics

Data verified by PyPI on Aug 15, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache Software License (Apache-2.0)

Requires

Python <4.0, >=3.10

Tags

apache-arrow data protobuf rust

Classifiers

Report project as malware

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