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Pyarrow writer not encoding correct URL for partitions in delta table #2978

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gprashmi opened this issue Nov 5, 2024 · 17 comments
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@gprashmi
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gprashmi commented Nov 5, 2024

Environment

Delta-rs version: 0.19.0

What happened:
We write data to delta table using delta-rs with PyArrow engine with DayHour as partition column.

        deltalake.write_deltalake(
            table_or_uri=delta_table_path,
            data=df,
            partition_by=[dayhour_partition_column],
            schema_mode='overwrite',
            mode="append",
            storage_options={"AWS_S3_ALLOW_UNSAFE_RENAME": "true"},
        )

I ran the optimize command using the spark sql query below on the delta table

optimize_query = f"""
OPTIMIZE delta.`s3_table_path`
ZORDER BY (col1, col2)
"""
spark.sql(optimize_query)

After optimize, it creates partitions with spaces and does not properly encode the partition urls as shown in the below image i.e; it creates new partitions url with spaces (.zstd.parquet).

image

@ion-elgreco Can you please let me know how we can run the optimize.compact without having partitions with spaces?

Similar issue was raised in June (#2634), where it was mentioned it is fixed in the 0.18.3 version but I still see the same issue when I optimize now. To clarify, I use Pyarrow engine and not Rust if that is causing the break in partitions.

@gprashmi gprashmi added the bug Something isn't working label Nov 5, 2024
@gprashmi
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gprashmi commented Nov 5, 2024

I tried to install the 0.18.3 version, but it says its not available , so I installed 0.19.0 and tried to optimize. the table is written in the 0.17.4 version

ERROR: Could not find a version that satisfies the requirement deltalake==0.18.3 (from versions: 0.2.0, 0.2.1, 0.3.0, 0.4.0, 0.4.1, 0.4.4, 0.4.5, 0.4.6, 0.4.7, 0.4.8, 0.5.0, 0.5.1, 0.5.2, 0.5.3, 0.5.4, 0.5.5, 0.5.6, 0.5.7, 0.5.8, 0.6.0, 0.6.1, 0.6.2, 0.6.3, 0.6.4, 0.7.0, 0.8.0, 0.8.1, 0.9.0, 0.10.0, 0.10.1, 0.10.2, 0.11.0, 0.12.0, 0.13.0, 0.14.0, 0.15.0, 0.15.1, 0.15.2, 0.15.3, 0.16.0, 0.16.1, 0.16.2, 0.16.3, 0.16.4, 0.17.0, 0.17.1, 0.17.2, 0.17.3, 0.17.4, 0.18.0, 0.18.1, 0.18.2, 0.19.0, 0.19.1, 0.19.2, 0.20.0, 0.20.1, 0.20.2, 0.21.0)
ERROR: No matching distribution found for deltalake==0.18.3

@gprashmi
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gprashmi commented Nov 6, 2024

@ion-elgreco @rtyler

@ion-elgreco
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Please use the latest version, this is already resolved

@gprashmi
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gprashmi commented Nov 6, 2024

@ion-elgreco
I used the latest version 0.21.0 to both write the table and optimize/ vacuum it .. even then I still see the same encoding, pls find details below:

deltalake = "0.21.0"

I tried to even optimize without Z-order
optimize_query = f"""
OPTIMIZE delta.s3_table_path
"""
spark.sql(optimize_query)

vacuum_query = f"""
VACUUM delta.`{s3_table_path}`
RETAIN 168 HOURS
"""

# Execute the VACUUM command
spark.sql(vacuum_query)

But still see the partitions like this after optimize/ vacuum
image

@gprashmi
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gprashmi commented Nov 6, 2024

with optimize, I also do not see the number of partition files reduced, in fact with new partitions (with spaces) the file count has increased. This is expected?

@gprashmi
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gprashmi commented Nov 6, 2024

@ion-elgreco It only works sometimes and since there is broken partitions created the optimize fails sometimes due to this with the below error:

pyspark.errors.exceptions.connect.SparkConnectGrpcException: (org.apache.spark.SparkException) Job aborted due to stage failure: Task 0 in stage 989746.0 failed 4 times, most recent failure: Lost task 0.3 in stage 989746.0 (TID 9353124) (10.13.14.133 executor 6): org.apache.spark.SparkException: [FAILED_EXECUTE_UDF] User defined function (CanonicalPathFunction: (string) => string) failed due to: java.net.URISyntaxException: Illegal character in path at index 18: DayHour=2024-11-06 22%253A00%253A00/part-00000-eac21980-5584-4515-9a80-bfe806ab5ceb.c000.snappy.parquet. SQLSTATE: 39000

@ion-elgreco
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Try recreating the table with latest version

@gprashmi
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gprashmi commented Nov 7, 2024

@ion-elgreco Yes, like I mentioned in the previous comment both the write to table, optimize/ vacuum is done using the latest version (0.21.0) which still breaks due to spaces in partition.

When I write to the table, there are no spaces in the partitions, but after optimize the spaces are created. My partition column is DayHour which is like (2024-1-09 21:00:00), is the spaces created because of this during optimize? Should we not have date and hour together as partition column? Is there an alternative we can do for this?

@thomasfrederikhoeck
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@gprashmi are you on Windows by any chance?

@gprashmi
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gprashmi commented Nov 11, 2024

@thomasfrederikhoeck I have a windows laptop, but I run these on a kubeflow experiment on a databricks cluster.

@thomasfrederikhoeck
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thomasfrederikhoeck commented Nov 12, 2024

Okay. It was just because a similar issue (apache/arrow-rs#5592) has been fixed upstream but I don't think object_store has been upgraded in delta-rs so the fix is not part of delta-rs yet.

@thomasfrederikhoeck
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Yeah delta-rs used object-store=0.10.1 and the fix was added in object-store=0.10.2

https://github.com/delta-io/delta-rs/blob/7a3b3ec38ce1004eab1998669a5a80f8e61c5589/Cargo.toml#L44C1-L45C1

@thomasfrederikhoeck
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I guess this PR is fixed then it should also fix this: #2843

@gprashmi
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gprashmi commented Nov 12, 2024

@thomasfrederikhoeck thank you for the update. Can you please let me know when would the delta-rs be updated to have the object-store=0.10.2?

@ion-elgreco Based on the comment from @thomasfrederikhoeck it looks like this would be fixed when delta-rs uses the updated object-store=0.10.2 version. Can you please let me know if this is in plan to have the delta-rs updated to latest object-store version?

@ion-elgreco
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@thomasfrederikhoeck thank you for the update. Can you please let me know when would the delta-rs be updated to have the object-store=0.10.2?

@ion-elgreco Based on the comment from @thomasfrederikhoeck it looks like this would be fixed when delta-rs uses the updated object-store=0.10.2 version. Can you please let me know if this is in plan to have the delta-rs updated to latest object-store version?

Feel free to create a PR for it

@thomasfrederikhoeck
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Maybe fixed by #2994

@thomasfrederikhoeck
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I'm not 100% sure this fixes this case so maybe leave it open @ion-elgreco ?

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