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Support Location Providers #1452
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| Original file line number | Diff line number | Diff line change |
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@@ -136,6 +136,7 @@ | |
| visit, | ||
| visit_with_partner, | ||
| ) | ||
| from pyiceberg.table.locations import LocationProvider, load_location_provider | ||
| from pyiceberg.table.metadata import TableMetadata | ||
| from pyiceberg.table.name_mapping import NameMapping, apply_name_mapping | ||
| from pyiceberg.transforms import TruncateTransform | ||
|
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@@ -2296,7 +2297,9 @@ def data_file_statistics_from_parquet_metadata( | |
| ) | ||
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| def write_file(io: FileIO, table_metadata: TableMetadata, tasks: Iterator[WriteTask]) -> Iterator[DataFile]: | ||
| def write_file( | ||
| io: FileIO, location_provider: LocationProvider, table_metadata: TableMetadata, tasks: Iterator[WriteTask] | ||
| ) -> Iterator[DataFile]: | ||
| from pyiceberg.table import DOWNCAST_NS_TIMESTAMP_TO_US_ON_WRITE, TableProperties | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. we might want
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. WDYT about leaving the signature as before and doing
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. that would mean we need to run
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't think so? At the start of the function means not in
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. ah makes sense, write_parquet is called once per we can do that to preserve backwards compatibility
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sounds good! (typo correction: |
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| parquet_writer_kwargs = _get_parquet_writer_kwargs(table_metadata.properties) | ||
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@@ -2327,7 +2330,10 @@ def write_parquet(task: WriteTask) -> DataFile: | |
| for batch in task.record_batches | ||
| ] | ||
| arrow_table = pa.Table.from_batches(batches) | ||
| file_path = f"{table_metadata.location}/data/{task.generate_data_file_path('parquet')}" | ||
| file_path = location_provider.new_data_location( | ||
| data_file_name=task.generate_data_file_filename("parquet"), | ||
| partition_key=task.partition_key, | ||
| ) | ||
| fo = io.new_output(file_path) | ||
| with fo.create(overwrite=True) as fos: | ||
| with pq.ParquetWriter(fos, schema=arrow_table.schema, **parquet_writer_kwargs) as writer: | ||
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@@ -2503,13 +2509,15 @@ def _dataframe_to_data_files( | |
| property_name=TableProperties.WRITE_TARGET_FILE_SIZE_BYTES, | ||
| default=TableProperties.WRITE_TARGET_FILE_SIZE_BYTES_DEFAULT, | ||
| ) | ||
| location_provider = load_location_provider(table_location=table_metadata.location, table_properties=table_metadata.properties) | ||
|
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Don't love this. I wanted to do something like this and cache on at least the
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. thats an interesting edge case. it seems like an anti-pattern to change the table property and write in the same transaction, although its currently allowed
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 3555932 (fyi the Java tests don't have one) |
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| name_mapping = table_metadata.schema().name_mapping | ||
| downcast_ns_timestamp_to_us = Config().get_bool(DOWNCAST_NS_TIMESTAMP_TO_US_ON_WRITE) or False | ||
| task_schema = pyarrow_to_schema(df.schema, name_mapping=name_mapping, downcast_ns_timestamp_to_us=downcast_ns_timestamp_to_us) | ||
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| if table_metadata.spec().is_unpartitioned(): | ||
| yield from write_file( | ||
| io=io, | ||
| location_provider=location_provider, | ||
| table_metadata=table_metadata, | ||
| tasks=iter( | ||
| [ | ||
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@@ -2522,6 +2530,7 @@ def _dataframe_to_data_files( | |
| partitions = _determine_partitions(spec=table_metadata.spec(), schema=table_metadata.schema(), arrow_table=df) | ||
| yield from write_file( | ||
| io=io, | ||
| location_provider=location_provider, | ||
| table_metadata=table_metadata, | ||
| tasks=iter( | ||
| [ | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -187,6 +187,14 @@ class TableProperties: | |
| WRITE_PARTITION_SUMMARY_LIMIT = "write.summary.partition-limit" | ||
| WRITE_PARTITION_SUMMARY_LIMIT_DEFAULT = 0 | ||
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| WRITE_PY_LOCATION_PROVIDER_IMPL = "write.py-location-provider.impl" | ||
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| OBJECT_STORE_ENABLED = "write.object-storage.enabled" | ||
| OBJECT_STORE_ENABLED_DEFAULT = True # Differs from Java + docs | ||
|
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. (See discussion #1452 (comment)) |
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| WRITE_OBJECT_STORE_PARTITIONED_PATHS = "write.object-storage.partitioned-paths" | ||
| WRITE_OBJECT_STORE_PARTITIONED_PATHS_DEFAULT = True | ||
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| DELETE_MODE = "write.delete.mode" | ||
| DELETE_MODE_COPY_ON_WRITE = "copy-on-write" | ||
| DELETE_MODE_MERGE_ON_READ = "merge-on-read" | ||
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@@ -1613,13 +1621,6 @@ def generate_data_file_filename(self, extension: str) -> str: | |
| # https://github.com/apache/iceberg/blob/a582968975dd30ff4917fbbe999f1be903efac02/core/src/main/java/org/apache/iceberg/io/OutputFileFactory.java#L92-L101 | ||
| return f"00000-{self.task_id}-{self.write_uuid}.{extension}" | ||
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| def generate_data_file_path(self, extension: str) -> str: | ||
| if self.partition_key: | ||
| file_path = f"{self.partition_key.to_path()}/{self.generate_data_file_filename(extension)}" | ||
| return file_path | ||
| else: | ||
| return self.generate_data_file_filename(extension) | ||
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| @dataclass(frozen=True) | ||
| class AddFileTask: | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,143 @@ | ||
| # Licensed to the Apache Software Foundation (ASF) under one | ||
| # or more contributor license agreements. See the NOTICE file | ||
| # distributed with this work for additional information | ||
| # regarding copyright ownership. The ASF licenses this file | ||
| # to you under the Apache License, Version 2.0 (the | ||
| # "License"); you may not use this file except in compliance | ||
| # with the License. You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, | ||
| # software distributed under the License is distributed on an | ||
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
| # KIND, either express or implied. See the License for the | ||
| # specific language governing permissions and limitations | ||
| # under the License. | ||
| import importlib | ||
| import logging | ||
| from abc import ABC, abstractmethod | ||
| from typing import Optional | ||
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| import mmh3 | ||
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| from pyiceberg.partitioning import PartitionKey | ||
| from pyiceberg.table import TableProperties | ||
| from pyiceberg.typedef import Properties | ||
| from pyiceberg.utils.properties import property_as_bool | ||
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| logger = logging.getLogger(__name__) | ||
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| class LocationProvider(ABC): | ||
| """A base class for location providers, that provide data file locations for write tasks.""" | ||
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| table_location: str | ||
| table_properties: Properties | ||
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| def __init__(self, table_location: str, table_properties: Properties): | ||
| self.table_location = table_location | ||
| self.table_properties = table_properties | ||
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| @abstractmethod | ||
| def new_data_location(self, data_file_name: str, partition_key: Optional[PartitionKey] = None) -> str: | ||
| """Return a fully-qualified data file location for the given filename. | ||
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| Args: | ||
| data_file_name (str): The name of the data file. | ||
| partition_key (Optional[PartitionKey]): The data file's partition key. If None, the data is not partitioned. | ||
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| Returns: | ||
| str: A fully-qualified location URI for the data file. | ||
| """ | ||
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| class SimpleLocationProvider(LocationProvider): | ||
| def __init__(self, table_location: str, table_properties: Properties): | ||
| super().__init__(table_location, table_properties) | ||
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| def new_data_location(self, data_file_name: str, partition_key: Optional[PartitionKey] = None) -> str: | ||
| prefix = f"{self.table_location}/data" | ||
| return f"{prefix}/{partition_key.to_path()}/{data_file_name}" if partition_key else f"{prefix}/{data_file_name}" | ||
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| HASH_BINARY_STRING_BITS = 20 | ||
| ENTROPY_DIR_LENGTH = 4 | ||
| ENTROPY_DIR_DEPTH = 3 | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: move these into ObjectStoreLocationProvider
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Makes sense esp given the file has now grown. It's pretty unreadable to prefix all the constants here with
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. we had issues dealing with constants in the file itself. https://github.com/apache/iceberg-python/pull/1217/files#diff-942c2f54eac4f30f1a1e2fa18b719e17cc1cb03ad32908a402c4ba3abe9eca63L37-L38 if its only used in but also this is a nit comment :P
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I fully agree that it should be within the class - will find a way to do it readably 👍
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. |
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| class ObjectStoreLocationProvider(LocationProvider): | ||
| _include_partition_paths: bool | ||
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| def __init__(self, table_location: str, table_properties: Properties): | ||
| super().__init__(table_location, table_properties) | ||
| self._include_partition_paths = property_as_bool( | ||
| self.table_properties, | ||
| TableProperties.WRITE_OBJECT_STORE_PARTITIONED_PATHS, | ||
| TableProperties.WRITE_OBJECT_STORE_PARTITIONED_PATHS_DEFAULT, | ||
| ) | ||
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| def new_data_location(self, data_file_name: str, partition_key: Optional[PartitionKey] = None) -> str: | ||
|
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Tried to make this as consistent with its Java counter-part so file locations are consistent too. This means hashing on both the partition key and the data file name below, and using the same hash function. Seemed reasonable to port over the the object storage stuff in this PR, given that the original issue #861 mentions this.
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Since Iceberg is mainly focussed on object-stores, I'm leaning towards making the
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Thanks for this great suggestion and context! I agree:
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. ^ cc @kevinjqliu, how does this sound to you? I realise the concerns you raised re things silently working differently with Java and PyIceberg seem a little contradicting with the above (but I think it's fine).
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Also, I've not yet changed
I'm very open to be swayed / discuss this. After reading through apache/iceberg#11112 it seems there was a strong case for still supporting partition values in paths though I haven't been able to flesh it out fully. Perhaps it's backwards compatibility, for folks that inspect storage to see how their files are actually laid out; it does group them together nicely. I'd be happy to change the default if there's reason for it. The readability of file paths will arguably anyway decrease with these hashes so the above might be a non-issue.
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. While im in favor of making
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
Makes sense! We can have the discussion regarding defaults there. I'd like to keep the
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. SGTM! 🚀 |
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| if self._include_partition_paths and partition_key: | ||
| return self.new_data_location(f"{partition_key.to_path()}/{data_file_name}") | ||
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| prefix = f"{self.table_location}/data" | ||
| hashed_path = self._compute_hash(data_file_name) | ||
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| return ( | ||
| f"{prefix}/{hashed_path}/{data_file_name}" | ||
| if self._include_partition_paths | ||
| else f"{prefix}/{hashed_path}-{data_file_name}" | ||
|
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Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Interesting that disabling
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. this is an interesting case, do we have a test to show this behavior explicitly? i think it'll be valuable to refer to it at a later time |
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| ) | ||
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| @staticmethod | ||
| def _compute_hash(data_file_name: str) -> str: | ||
| # Bitwise AND to combat sign-extension; bitwise OR to preserve leading zeroes that `bin` would otherwise strip. | ||
| hash_code = mmh3.hash(data_file_name) & ((1 << HASH_BINARY_STRING_BITS) - 1) | (1 << HASH_BINARY_STRING_BITS) | ||
| return ObjectStoreLocationProvider._dirs_from_hash(bin(hash_code)[-HASH_BINARY_STRING_BITS:]) | ||
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| @staticmethod | ||
| def _dirs_from_hash(file_hash: str) -> str: | ||
| """Divides hash into directories for optimized orphan removal operation using ENTROPY_DIR_DEPTH and ENTROPY_DIR_LENGTH.""" | ||
| hash_with_dirs = [] | ||
| for i in range(0, ENTROPY_DIR_DEPTH * ENTROPY_DIR_LENGTH, ENTROPY_DIR_LENGTH): | ||
| hash_with_dirs.append(file_hash[i : i + ENTROPY_DIR_LENGTH]) | ||
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| if len(file_hash) > ENTROPY_DIR_DEPTH * ENTROPY_DIR_LENGTH: | ||
| hash_with_dirs.append(file_hash[ENTROPY_DIR_DEPTH * ENTROPY_DIR_LENGTH :]) | ||
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| return "/".join(hash_with_dirs) | ||
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| def _import_location_provider( | ||
| location_provider_impl: str, table_location: str, table_properties: Properties | ||
| ) -> Optional[LocationProvider]: | ||
| try: | ||
| path_parts = location_provider_impl.split(".") | ||
| if len(path_parts) < 2: | ||
| raise ValueError( | ||
| f"{TableProperties.WRITE_PY_LOCATION_PROVIDER_IMPL} should be full path (module.CustomLocationProvider), got: {location_provider_impl}" | ||
| ) | ||
| module_name, class_name = ".".join(path_parts[:-1]), path_parts[-1] | ||
| module = importlib.import_module(module_name) | ||
| class_ = getattr(module, class_name) | ||
| return class_(table_location, table_properties) | ||
| except ModuleNotFoundError: | ||
| logger.warning("Could not initialize LocationProvider: %s", location_provider_impl) | ||
| return None | ||
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| def load_location_provider(table_location: str, table_properties: Properties) -> LocationProvider: | ||
| table_location = table_location.rstrip("/") | ||
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| if location_provider_impl := table_properties.get(TableProperties.WRITE_PY_LOCATION_PROVIDER_IMPL): | ||
| if location_provider := _import_location_provider(location_provider_impl, table_location, table_properties): | ||
| logger.info("Loaded LocationProvider: %s", location_provider_impl) | ||
| return location_provider | ||
| else: | ||
| raise ValueError(f"Could not initialize LocationProvider: {location_provider_impl}") | ||
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| if property_as_bool(table_properties, TableProperties.OBJECT_STORE_ENABLED, TableProperties.OBJECT_STORE_ENABLED_DEFAULT): | ||
| return ObjectStoreLocationProvider(table_location, table_properties) | ||
| else: | ||
| return SimpleLocationProvider(table_location, table_properties) | ||
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