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Support Location Providers #1452
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# 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 | ||
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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: | ||
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. 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 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:
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). 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. 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 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 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}" | ||
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 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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nit: move these into ObjectStoreLocationProvider
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Makes sense esp given the file has now grown. It's pretty unreadable to prefix all the constants here with
ObjectStoreLocationProvider
though - I'll think about this.There was a problem hiding this comment.
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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
ObjectStoreLocationProvider
, i think its better to be in the class.but also this is a nit comment :P
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I fully agree that it should be within the class - will find a way to do it readably 👍
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