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obstore
-based Store implementation
#1661
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Original file line number | Diff line number | Diff line change |
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@@ -70,6 +70,7 @@ test = [ | |
"mypy", | ||
"hypothesis", | ||
"universal-pathlib", | ||
"obstore==0.3.0b9", | ||
] | ||
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jupyter = [ | ||
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,330 @@ | ||
from __future__ import annotations | ||
|
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import asyncio | ||
import contextlib | ||
from collections import defaultdict | ||
from collections.abc import Iterable | ||
from typing import TYPE_CHECKING, Any, TypedDict | ||
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import obstore as obs | ||
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from zarr.abc.store import ByteRangeRequest, Store | ||
from zarr.core.buffer import Buffer | ||
from zarr.core.buffer.core import BufferPrototype | ||
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if TYPE_CHECKING: | ||
from collections.abc import AsyncGenerator, Coroutine, Iterable | ||
from typing import Any | ||
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from obstore import ListStream, ObjectMeta, OffsetRange, SuffixRange | ||
from obstore.store import ObjectStore as _ObjectStore | ||
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from zarr.core.buffer import Buffer, BufferPrototype | ||
from zarr.core.common import BytesLike | ||
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class ObjectStore(Store): | ||
"""A Zarr store that uses obstore for fast read/write from AWS, GCP, and Azure. | ||
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Parameters | ||
---------- | ||
store : obstore.store.ObjectStore | ||
An obstore store instance that is set up with the proper credentials. | ||
""" | ||
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store: _ObjectStore | ||
"""The underlying obstore instance.""" | ||
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def __eq__(self, value: object) -> bool: | ||
if not isinstance(value, ObjectStore): | ||
return False | ||
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return bool(self.store.__eq__(value.store)) | ||
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def __init__(self, store: _ObjectStore, *, read_only: bool = False) -> None: | ||
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. if
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 @jhamman. @kylebarron and I discussed xfailing the pickling tests in this PR and implementing 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. Sure, let's add the |
||
if not isinstance( | ||
store, | ||
( | ||
obs.store.AzureStore, | ||
obs.store.GCSStore, | ||
obs.store.HTTPStore, | ||
obs.store.S3Store, | ||
obs.store.LocalStore, | ||
obs.store.MemoryStore, | ||
kylebarron marked this conversation as resolved.
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|
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), | ||
): | ||
raise TypeError(f"expected ObjectStore class, got {store!r}") | ||
self.store = store | ||
super().__init__(read_only=read_only) | ||
|
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def __str__(self) -> str: | ||
return f"object://{self.store}" | ||
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def __repr__(self) -> str: | ||
return f"ObjectStore({self})" | ||
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async def get( | ||
self, key: str, prototype: BufferPrototype, byte_range: ByteRangeRequest | None = None | ||
) -> Buffer: | ||
if byte_range is None: | ||
resp = await obs.get_async(self.store, key) | ||
return prototype.buffer.from_bytes(await resp.bytes_async()) | ||
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start, end = byte_range | ||
if (start is None or start == 0) and end is None: | ||
resp = await obs.get_async(self.store, key) | ||
return prototype.buffer.from_bytes(await resp.bytes_async()) | ||
if start is not None and end is not None: | ||
resp = await obs.get_range_async(self.store, key, start=start, end=end) | ||
return prototype.buffer.from_bytes(memoryview(resp)) | ||
elif start is not None: | ||
if start > 0: | ||
# Offset request | ||
resp = await obs.get_async(self.store, key, options={"range": {"offset": start}}) | ||
else: | ||
resp = await obs.get_async(self.store, key, options={"range": {"suffix": start}}) | ||
return prototype.buffer.from_bytes(await resp.bytes_async()) | ||
elif end is not None: | ||
resp = await obs.get_range_async(self.store, key, start=0, end=end) | ||
return prototype.buffer.from_bytes(memoryview(resp)) | ||
else: | ||
raise ValueError(f"Unexpected input to `get`: {start=}, {end=}") | ||
|
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async def get_partial_values( | ||
self, | ||
prototype: BufferPrototype, | ||
key_ranges: Iterable[tuple[str, ByteRangeRequest]], | ||
) -> list[Buffer | None]: | ||
return await _get_partial_values(self.store, prototype=prototype, key_ranges=key_ranges) | ||
|
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async def exists(self, key: str) -> bool: | ||
try: | ||
await obs.head_async(self.store, key) | ||
except FileNotFoundError: | ||
return False | ||
else: | ||
return True | ||
|
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@property | ||
def supports_writes(self) -> bool: | ||
return True | ||
|
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async def set(self, key: str, value: Buffer) -> None: | ||
self._check_writable() | ||
buf = value.to_bytes() | ||
await obs.put_async(self.store, key, buf) | ||
|
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async def set_if_not_exists(self, key: str, value: Buffer) -> None: | ||
self._check_writable() | ||
buf = value.to_bytes() | ||
with contextlib.suppress(obs.exceptions.AlreadyExistsError): | ||
await obs.put_async(self.store, key, buf, mode="create") | ||
|
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@property | ||
def supports_deletes(self) -> bool: | ||
return True | ||
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async def delete(self, key: str) -> None: | ||
self._check_writable() | ||
await obs.delete_async(self.store, key) | ||
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@property | ||
def supports_partial_writes(self) -> bool: | ||
return False | ||
|
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async def set_partial_values( | ||
self, key_start_values: Iterable[tuple[str, int, BytesLike]] | ||
) -> None: | ||
raise NotImplementedError | ||
|
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@property | ||
def supports_listing(self) -> bool: | ||
return True | ||
|
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def list(self) -> AsyncGenerator[str, None]: | ||
objects: ListStream[list[ObjectMeta]] = obs.list(self.store) | ||
return _transform_list(objects) | ||
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def list_prefix(self, prefix: str) -> AsyncGenerator[str, None]: | ||
objects: ListStream[list[ObjectMeta]] = obs.list(self.store, prefix=prefix) | ||
return _transform_list(objects) | ||
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def list_dir(self, prefix: str) -> AsyncGenerator[str, None]: | ||
objects: ListStream[list[ObjectMeta]] = obs.list(self.store, prefix=prefix) | ||
return _transform_list_dir(objects, prefix) | ||
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async def _transform_list( | ||
list_stream: AsyncGenerator[list[ObjectMeta], None], | ||
) -> AsyncGenerator[str, None]: | ||
async for batch in list_stream: | ||
for item in batch: | ||
yield item["path"] | ||
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async def _transform_list_dir( | ||
list_stream: AsyncGenerator[list[ObjectMeta], None], prefix: str | ||
) -> AsyncGenerator[str, None]: | ||
# We assume that the underlying object-store implementation correctly handles the | ||
# prefix, so we don't double-check that the returned results actually start with the | ||
# given prefix. | ||
prefix_len = len(prefix) + 1 # If one is not added to the length, all items will contain "/" | ||
async for batch in list_stream: | ||
for item in batch: | ||
# Yield this item if "/" does not exist after the prefix | ||
item_path = item["path"][prefix_len:] | ||
if "/" not in item_path: | ||
yield item_path | ||
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class _BoundedRequest(TypedDict): | ||
"""Range request with a known start and end byte. | ||
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These requests can be multiplexed natively on the Rust side with | ||
`obstore.get_ranges_async`. | ||
""" | ||
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original_request_index: int | ||
"""The positional index in the original key_ranges input""" | ||
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start: int | ||
"""Start byte offset.""" | ||
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end: int | ||
"""End byte offset.""" | ||
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class _OtherRequest(TypedDict): | ||
"""Offset or suffix range requests. | ||
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These requests cannot be concurrent on the Rust side, and each need their own call | ||
to `obstore.get_async`, passing in the `range` parameter. | ||
""" | ||
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original_request_index: int | ||
"""The positional index in the original key_ranges input""" | ||
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path: str | ||
"""The path to request from.""" | ||
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range: OffsetRange | SuffixRange | ||
"""The range request type.""" | ||
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class _Response(TypedDict): | ||
"""A response buffer associated with the original index that it should be restored to.""" | ||
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original_request_index: int | ||
"""The positional index in the original key_ranges input""" | ||
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buffer: Buffer | ||
"""The buffer returned from obstore's range request.""" | ||
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|
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async def _make_bounded_requests( | ||
store: obs.store.ObjectStore, | ||
path: str, | ||
requests: list[_BoundedRequest], | ||
prototype: BufferPrototype, | ||
) -> list[_Response]: | ||
"""Make all bounded requests for a specific file. | ||
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`obstore.get_ranges_async` allows for making concurrent requests for multiple ranges | ||
within a single file, and will e.g. merge concurrent requests. This only uses one | ||
single Python coroutine. | ||
""" | ||
|
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starts = [r["start"] for r in requests] | ||
ends = [r["end"] for r in requests] | ||
responses = await obs.get_ranges_async(store, path=path, starts=starts, ends=ends) | ||
|
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buffer_responses: list[_Response] = [] | ||
for request, response in zip(requests, responses, strict=True): | ||
buffer_responses.append( | ||
{ | ||
"original_request_index": request["original_request_index"], | ||
"buffer": prototype.buffer.from_bytes(memoryview(response)), | ||
} | ||
) | ||
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return buffer_responses | ||
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|
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async def _make_other_request( | ||
store: obs.store.ObjectStore, | ||
request: _OtherRequest, | ||
prototype: BufferPrototype, | ||
) -> list[_Response]: | ||
"""Make suffix or offset requests. | ||
|
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We return a `list[_Response]` for symmetry with `_make_bounded_requests` so that all | ||
futures can be gathered together. | ||
""" | ||
resp = await obs.get_async(store, request["path"], options={"range": request["range"]}) | ||
buffer = await resp.bytes_async() | ||
return [ | ||
{ | ||
"original_request_index": request["original_request_index"], | ||
"buffer": prototype.buffer.from_bytes(buffer), | ||
} | ||
] | ||
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|
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async def _get_partial_values( | ||
store: obs.store.ObjectStore, | ||
prototype: BufferPrototype, | ||
key_ranges: Iterable[tuple[str, ByteRangeRequest]], | ||
) -> list[Buffer | None]: | ||
"""Make multiple range requests. | ||
|
||
ObjectStore has a `get_ranges` method that will additionally merge nearby ranges, | ||
but it's _per_ file. So we need to split these key_ranges into **per-file** key | ||
ranges, and then reassemble the results in the original order. | ||
|
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We separate into different requests: | ||
|
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- One call to `obstore.get_ranges_async` **per target file** | ||
- One call to `obstore.get_async` for each other request. | ||
""" | ||
key_ranges = list(key_ranges) | ||
per_file_bounded_requests: dict[str, list[_BoundedRequest]] = defaultdict(list) | ||
other_requests: list[_OtherRequest] = [] | ||
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for idx, (path, (start, end)) in enumerate(key_ranges): | ||
if start is None: | ||
raise ValueError("Cannot pass `None` for the start of the range request.") | ||
|
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if end is not None: | ||
# This is a bounded request with known start and end byte. | ||
per_file_bounded_requests[path].append( | ||
{"original_request_index": idx, "start": start, "end": end} | ||
) | ||
elif start < 0: | ||
# Suffix request from the end | ||
other_requests.append( | ||
{"original_request_index": idx, "path": path, "range": {"suffix": abs(start)}} | ||
) | ||
elif start >= 0: | ||
# Offset request to the end | ||
other_requests.append( | ||
{"original_request_index": idx, "path": path, "range": {"offset": start}} | ||
) | ||
else: | ||
raise ValueError(f"Unsupported range input: {start=}, {end=}") | ||
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futs: list[Coroutine[Any, Any, list[_Response]]] = [] | ||
for path, bounded_ranges in per_file_bounded_requests.items(): | ||
futs.append(_make_bounded_requests(store, path, bounded_ranges, prototype)) | ||
|
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for request in other_requests: | ||
futs.append(_make_other_request(store, request, prototype)) # noqa: PERF401 | ||
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buffers: list[Buffer | None] = [None] * len(key_ranges) | ||
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# TODO: this gather a list of list of Response; not sure if there's a way to | ||
# unpack these lists inside of an `asyncio.gather`? | ||
for responses in await asyncio.gather(*futs): | ||
for resp in responses: | ||
buffers[resp["original_request_index"]] = resp["buffer"] | ||
|
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return buffers |
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