[Bug] PyPaimon DATE partition naming differs from Java

[wangzhigang1999]

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• I searched in the issues and found nothing similar.

Paimon version

2.2-SNAPSHOT, commit 10cf6ebc7c4f0ba6066d32d8aed2b0b85e0b8349.

Compute Engine

PyPaimon: Python 3.11.13, PyArrow 19.0.1. Java API: JDK 8, same Paimon revision.

Minimal reproduce step

Write one row with the default table options:

from datetime import date
from pathlib import Path
from tempfile import TemporaryDirectory

import pyarrow as pa
from pypaimon import CatalogFactory, Schema

with TemporaryDirectory() as warehouse:
    catalog = CatalogFactory.create({"warehouse": warehouse})
    catalog.create_database("default", False)
    arrow_schema = pa.schema([("id", pa.int64()), ("day", pa.date32())])
    catalog.create_table(
        "default.t",
        Schema.from_pyarrow_schema(arrow_schema, partition_keys=["day"]),
        False,
    )
    table = catalog.get_table("default.t")
    builder = table.new_batch_write_builder()
    writer, commit = builder.new_write(), builder.new_commit()
    try:
        writer.write_arrow(
            pa.table({"id": [1], "day": [date(1970, 1, 2)]}, schema=arrow_schema)
        )
        commit.commit(writer.prepare_commit())
    finally:
        writer.close()
        commit.close()

    partitions = sorted(p.name for p in Path(table.table_path).glob("day=*"))
    print(partitions)
    assert partitions == ["day=1"], partitions

The assertion fails:

AssertionError: ['day=1970-01-02']

What doesn't meet your expectations?

With partition.legacy-name=true (the default), Java uses day=1, while Python writes and reads day=1970-01-02. Cross-language reads fail. Python should honor the same option.

Anything else?

A strict reader fix would break existing Python-written tables after upgrading. Could we correct new writes while retaining a file-not-found fallback to historical Python paths?

Are you willing to submit a PR?

• I'm willing to submit a PR!