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_icechunk_python.pyi
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2745 lines (2417 loc) · 83.5 KB
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import abc
import datetime
from collections.abc import (
AsyncGenerator,
AsyncIterator,
Callable,
Iterable,
Mapping,
Sequence,
)
from enum import Enum
from typing import Any, TypeAlias
class S3Options:
"""Options for accessing an S3-compatible storage backend"""
def __init__(
self,
region: str | None = None,
endpoint_url: str | None = None,
allow_http: bool = False,
anonymous: bool = False,
force_path_style: bool = False,
network_stream_timeout_seconds: int | None = None,
requester_pays: bool = False,
) -> None:
"""
Create a new `S3Options` object
Parameters
----------
region: str | None
Optional, the region to use for the storage backend.
endpoint_url: str | None
Optional, the endpoint URL to use for the storage backend.
allow_http: bool
Whether to allow HTTP requests to the storage backend.
anonymous: bool
Whether to use anonymous credentials to the storage backend. When `True`, the s3 requests will not be signed.
force_path_style: bool
Whether to force use of path-style addressing for buckets.
network_stream_timeout_seconds: int | None
Timeout requests if no bytes can be transmitted during this period of time.
If set to 0, timeout is disabled. Default is 60 seconds.
requester_pays: bool
Enable requester pays for S3 buckets
"""
@property
def region(self) -> str | None:
"""
Optional region to use for the storage backend.
Returns
-------
str | None
The region configured for the storage backend.
"""
...
@region.setter
def region(self, value: str | None) -> None:
"""
Set the region to use for the storage backend.
Parameters
----------
value: str | None
The region to use for the storage backend.
"""
...
@property
def endpoint_url(self) -> str | None:
"""
Optional endpoint URL for the storage backend.
Returns
-------
str | None
The endpoint URL configured for the storage backend.
"""
...
@endpoint_url.setter
def endpoint_url(self, value: str | None) -> None:
"""
Set the endpoint URL for the storage backend.
Parameters
----------
value: str | None
The endpoint URL to use for the storage backend.
"""
...
@property
def allow_http(self) -> bool:
"""
Whether HTTP requests are allowed for the storage backend.
Returns
-------
bool
``True`` when HTTP requests to the storage backend are permitted.
"""
...
@allow_http.setter
def allow_http(self, value: bool) -> None:
"""
Set whether HTTP requests are allowed for the storage backend.
Parameters
----------
value: bool
``True`` to allow HTTP requests to the storage backend, ``False`` otherwise.
"""
...
@property
def anonymous(self) -> bool:
"""
Whether to use anonymous credentials (unsigned requests).
Returns
-------
bool
``True`` when anonymous access is configured.
"""
...
@anonymous.setter
def anonymous(self, value: bool) -> None:
"""
Set whether to use anonymous credentials.
Parameters
----------
value: bool
``True`` to perform unsigned requests, ``False`` to sign requests.
"""
...
@property
def force_path_style(self) -> bool:
"""
Whether to force path-style bucket addressing.
Returns
-------
bool
``True`` when path-style addressing is forced.
"""
...
@force_path_style.setter
def force_path_style(self, value: bool) -> None:
"""
Set whether to force path-style bucket addressing.
Parameters
----------
value: bool
``True`` to always use path-style addressing, ``False`` to allow virtual-host style.
"""
...
@property
def network_stream_timeout_seconds(self) -> int | None:
"""
Timeout in seconds for idle network streams.
Returns
-------
int | None
The timeout duration; ``0`` disables the timeout and ``None`` uses the default.
"""
...
@network_stream_timeout_seconds.setter
def network_stream_timeout_seconds(self, value: int | None) -> None:
"""
Set the timeout for idle network streams.
Parameters
----------
value: int | None
Timeout duration in seconds. Use ``0`` to disable or ``None`` for the default.
"""
...
class ObjectStoreConfig:
class InMemory:
def __init__(self) -> None: ...
class LocalFileSystem:
def __init__(self, path: str) -> None: ...
class S3Compatible:
def __init__(self, options: S3Options) -> None: ...
class S3:
def __init__(self, options: S3Options) -> None: ...
class Gcs:
def __init__(self, opts: Mapping[str, str] | None = None) -> None: ...
class Azure:
def __init__(self, opts: Mapping[str, str] | None = None) -> None: ...
class Tigris:
def __init__(self, opts: S3Options) -> None: ...
class Http:
def __init__(self, opts: Mapping[str, str] | None = None) -> None: ...
AnyObjectStoreConfig = (
ObjectStoreConfig.InMemory
| ObjectStoreConfig.LocalFileSystem
| ObjectStoreConfig.S3
| ObjectStoreConfig.S3Compatible
| ObjectStoreConfig.Gcs
| ObjectStoreConfig.Azure
| ObjectStoreConfig.Tigris
| ObjectStoreConfig.Http
)
class VirtualChunkContainer:
"""A virtual chunk container is a configuration that allows Icechunk to read virtual references from a storage backend.
Attributes
----------
url_prefix: str
The prefix of urls that will use this containers configuration for reading virtual references.
store: ObjectStoreConfig
The storage backend to use for the virtual chunk container.
"""
name: str
url_prefix: str
store: ObjectStoreConfig
def __init__(self, url_prefix: str, store: AnyObjectStoreConfig):
"""
Create a new `VirtualChunkContainer` object
Parameters
----------
url_prefix: str
The prefix of urls that will use this containers configuration for reading virtual references.
store: ObjectStoreConfig
The storage backend to use for the virtual chunk container.
"""
class VirtualChunkSpec:
"""The specification for a virtual chunk reference."""
@property
def index(self) -> list[int]:
"""The chunk index, in chunk coordinates space"""
...
@property
def location(self) -> str:
"""The URL to the virtual chunk data, something like 's3://bucket/foo.nc'"""
...
@property
def offset(self) -> int:
"""The chunk offset within the pointed object, in bytes"""
...
@property
def length(self) -> int:
"""The length of the chunk in bytes"""
...
@property
def etag_checksum(self) -> str | None:
"""Optional object store e-tag for the containing object.
Icechunk will refuse to serve data from this chunk if the etag has changed.
"""
...
@property
def last_updated_at_checksum(self) -> datetime.datetime | None:
"""Optional timestamp for the containing object.
Icechunk will refuse to serve data from this chunk if it has been modified in object store after this time.
"""
...
def __init__(
self,
index: list[int],
location: str,
offset: int,
length: int,
etag_checksum: str | None = None,
last_updated_at_checksum: datetime.datetime | None = None,
) -> None: ...
class CompressionAlgorithm(Enum):
"""Enum for selecting the compression algorithm used by Icechunk to write its metadata files
Attributes
----------
Zstd: int
The Zstd compression algorithm.
"""
Zstd = 0
def __init__(self) -> None: ...
@staticmethod
def default() -> CompressionAlgorithm:
"""
The default compression algorithm used by Icechunk to write its metadata files.
Returns
-------
CompressionAlgorithm
The default compression algorithm.
"""
...
class CompressionConfig:
"""Configuration for how Icechunk compresses its metadata files"""
def __init__(
self, algorithm: CompressionAlgorithm | None = None, level: int | None = None
) -> None:
"""
Create a new `CompressionConfig` object
Parameters
----------
algorithm: CompressionAlgorithm | None
The compression algorithm to use.
level: int | None
The compression level to use.
"""
...
@property
def algorithm(self) -> CompressionAlgorithm | None:
"""
The compression algorithm used by Icechunk to write its metadata files.
Returns
-------
CompressionAlgorithm | None
The compression algorithm used by Icechunk to write its metadata files.
"""
...
@algorithm.setter
def algorithm(self, value: CompressionAlgorithm | None) -> None:
"""
Set the compression algorithm used by Icechunk to write its metadata files.
Parameters
----------
value: CompressionAlgorithm | None
The compression algorithm to use.
"""
...
@property
def level(self) -> int | None:
"""
The compression level used by Icechunk to write its metadata files.
Returns
-------
int | None
The compression level used by Icechunk to write its metadata files.
"""
...
@level.setter
def level(self, value: int | None) -> None:
"""
Set the compression level used by Icechunk to write its metadata files.
Parameters
----------
value: int | None
The compression level to use.
"""
...
@staticmethod
def default() -> CompressionConfig:
"""
The default compression configuration used by Icechunk to write its metadata files.
Returns
-------
CompressionConfig
"""
class CachingConfig:
"""Configuration for how Icechunk caches its metadata files"""
def __init__(
self,
num_snapshot_nodes: int | None = None,
num_chunk_refs: int | None = None,
num_transaction_changes: int | None = None,
num_bytes_attributes: int | None = None,
num_bytes_chunks: int | None = None,
) -> None:
"""
Create a new `CachingConfig` object
Parameters
----------
num_snapshot_nodes: int | None
The number of snapshot nodes to cache.
num_chunk_refs: int | None
The number of chunk references to cache.
num_transaction_changes: int | None
The number of transaction changes to cache.
num_bytes_attributes: int | None
The number of bytes of attributes to cache.
num_bytes_chunks: int | None
The number of bytes of chunks to cache.
"""
@property
def num_snapshot_nodes(self) -> int | None:
"""
The number of snapshot nodes to cache.
Returns
-------
int | None
The number of snapshot nodes to cache.
"""
...
@num_snapshot_nodes.setter
def num_snapshot_nodes(self, value: int | None) -> None:
"""
Set the number of snapshot nodes to cache.
Parameters
----------
value: int | None
The number of snapshot nodes to cache.
"""
...
@property
def num_chunk_refs(self) -> int | None:
"""
The number of chunk references to cache.
Returns
-------
int | None
The number of chunk references to cache.
"""
...
@num_chunk_refs.setter
def num_chunk_refs(self, value: int | None) -> None:
"""
Set the number of chunk references to cache.
Parameters
----------
value: int | None
The number of chunk references to cache.
"""
...
@property
def num_transaction_changes(self) -> int | None:
"""
The number of transaction changes to cache.
Returns
-------
int | None
The number of transaction changes to cache.
"""
...
@num_transaction_changes.setter
def num_transaction_changes(self, value: int | None) -> None:
"""
Set the number of transaction changes to cache.
Parameters
----------
value: int | None
The number of transaction changes to cache.
"""
...
@property
def num_bytes_attributes(self) -> int | None:
"""
The number of bytes of attributes to cache.
Returns
-------
int | None
The number of bytes of attributes to cache.
"""
...
@num_bytes_attributes.setter
def num_bytes_attributes(self, value: int | None) -> None:
"""
Set the number of bytes of attributes to cache.
Parameters
----------
value: int | None
The number of bytes of attributes to cache.
"""
...
@property
def num_bytes_chunks(self) -> int | None:
"""
The number of bytes of chunks to cache.
Returns
-------
int | None
The number of bytes of chunks to cache.
"""
...
@num_bytes_chunks.setter
def num_bytes_chunks(self, value: int | None) -> None:
"""
Set the number of bytes of chunks to cache.
Parameters
----------
value: int | None
The number of bytes of chunks to cache.
"""
...
class ManifestPreloadCondition:
"""Configuration for conditions under which manifests will preload on session creation"""
@staticmethod
def or_conditions(
conditions: list[ManifestPreloadCondition],
) -> ManifestPreloadCondition:
"""Create a preload condition that matches if any of `conditions` matches"""
...
@staticmethod
def and_conditions(
conditions: list[ManifestPreloadCondition],
) -> ManifestPreloadCondition:
"""Create a preload condition that matches only if all passed `conditions` match"""
...
@staticmethod
def path_matches(regex: str) -> ManifestPreloadCondition:
"""Create a preload condition that matches if the full path to the array matches the passed regex.
Array paths are absolute, as in `/path/to/my/array`
"""
...
@staticmethod
def name_matches(regex: str) -> ManifestPreloadCondition:
"""Create a preload condition that matches if the array's name matches the passed regex.
Example, for an array `/model/outputs/temperature`, the following will match:
```
name_matches(".*temp.*")
```
"""
...
@staticmethod
def num_refs(from_refs: int | None, to_refs: int | None) -> ManifestPreloadCondition:
"""Create a preload condition that matches only if the number of chunk references in the manifest is within the given range.
from_refs is inclusive, to_refs is exclusive.
"""
...
@staticmethod
def true() -> ManifestPreloadCondition:
"""Create a preload condition that always matches any manifest"""
...
@staticmethod
def false() -> ManifestPreloadCondition:
"""Create a preload condition that never matches any manifests"""
...
def __and__(self, other: ManifestPreloadCondition) -> ManifestPreloadCondition:
"""Create a preload condition that matches if both this condition and `other` match."""
...
def __or__(self, other: ManifestPreloadCondition) -> ManifestPreloadCondition:
"""Create a preload condition that matches if either this condition or `other` match."""
...
class ManifestPreloadConfig:
"""Configuration for how Icechunk manifest preload on session creation"""
def __init__(
self,
max_total_refs: int | None = None,
preload_if: ManifestPreloadCondition | None = None,
max_arrays_to_scan: int | None = None,
) -> None:
"""
Create a new `ManifestPreloadConfig` object
Parameters
----------
max_total_refs: int | None
The maximum number of references to preload.
preload_if: ManifestPreloadCondition | None
The condition under which manifests will be preloaded.
max_arrays_to_scan: int | None
The maximum number of arrays to scan when looking for manifests to preload.
Default is 50. Increase for repositories with many nested groups.
"""
...
@property
def max_total_refs(self) -> int | None:
"""
The maximum number of references to preload.
Returns
-------
int | None
The maximum number of references to preload.
"""
...
@max_total_refs.setter
def max_total_refs(self, value: int | None) -> None:
"""
Set the maximum number of references to preload.
Parameters
----------
value: int | None
The maximum number of references to preload.
"""
...
@property
def preload_if(self) -> ManifestPreloadCondition | None:
"""
The condition under which manifests will be preloaded.
Returns
-------
ManifestPreloadCondition | None
The condition under which manifests will be preloaded.
"""
...
@preload_if.setter
def preload_if(self, value: ManifestPreloadCondition | None) -> None:
"""
Set the condition under which manifests will be preloaded.
Parameters
----------
value: ManifestPreloadCondition | None
The condition under which manifests will be preloaded.
"""
...
@property
def max_arrays_to_scan(self) -> int | None:
"""
The maximum number of arrays to scan when looking for manifests to preload.
Returns
-------
int | None
The maximum number of arrays to scan. Default is 50.
"""
...
@max_arrays_to_scan.setter
def max_arrays_to_scan(self, value: int | None) -> None:
"""
Set the maximum number of arrays to scan when looking for manifests to preload.
Parameters
----------
value: int | None
The maximum number of arrays to scan.
"""
...
class ManifestSplitCondition:
"""Configuration for conditions under which manifests will be split into splits"""
@staticmethod
def or_conditions(
conditions: list[ManifestSplitCondition],
) -> ManifestSplitCondition:
"""Create a splitting condition that matches if any of `conditions` matches"""
...
@staticmethod
def and_conditions(
conditions: list[ManifestSplitCondition],
) -> ManifestSplitCondition:
"""Create a splitting condition that matches only if all passed `conditions` match"""
...
@staticmethod
def path_matches(regex: str) -> ManifestSplitCondition:
"""Create a splitting condition that matches if the full path to the array matches the passed regex.
Array paths are absolute, as in `/path/to/my/array`
"""
...
@staticmethod
def name_matches(regex: str) -> ManifestSplitCondition:
"""Create a splitting condition that matches if the array's name matches the passed regex.
Example, for an array `/model/outputs/temperature`, the following will match:
```
name_matches(".*temp.*")
```
"""
...
@staticmethod
def AnyArray() -> ManifestSplitCondition:
"""Create a splitting condition that matches any array."""
...
def __or__(self, other: ManifestSplitCondition) -> ManifestSplitCondition:
"""Create a splitting condition that matches if either this condition or `other` matches"""
...
def __and__(self, other: ManifestSplitCondition) -> ManifestSplitCondition:
"""Create a splitting condition that matches if both this condition and `other` match"""
...
class ManifestSplitDimCondition:
"""Conditions for specifying dimensions along which to shard manifests."""
class Axis:
"""Split along specified integer axis."""
def __init__(self, axis: int) -> None: ...
class DimensionName:
"""Split along specified named dimension."""
def __init__(self, regex: str) -> None: ...
class Any:
"""Split along any other unspecified dimension."""
def __init__(self) -> None: ...
DimSplitSize: TypeAlias = int
SplitSizes: TypeAlias = tuple[
tuple[
ManifestSplitCondition,
tuple[
tuple[
ManifestSplitDimCondition.Axis
| ManifestSplitDimCondition.DimensionName
| ManifestSplitDimCondition.Any,
DimSplitSize,
],
...,
],
],
...,
]
class ManifestSplittingConfig:
"""Configuration for manifest splitting."""
@staticmethod
def from_dict(
split_sizes: dict[
ManifestSplitCondition,
dict[
ManifestSplitDimCondition.Axis
| ManifestSplitDimCondition.DimensionName
| ManifestSplitDimCondition.Any,
int,
],
],
) -> ManifestSplittingConfig: ...
def to_dict(
config: ManifestSplittingConfig,
) -> dict[
ManifestSplitCondition,
dict[
ManifestSplitDimCondition.Axis
| ManifestSplitDimCondition.DimensionName
| ManifestSplitDimCondition.Any,
int,
],
]: ...
def __init__(self, split_sizes: SplitSizes) -> None:
"""Configuration for how Icechunk manifests will be split.
Parameters
----------
split_sizes: tuple[tuple[ManifestSplitCondition, tuple[tuple[ManifestSplitDimCondition, int], ...]], ...]
The configuration for how Icechunk manifests will be preloaded.
Examples
--------
Split manifests for the `temperature` array, with 3 chunks per shard along the `longitude` dimension.
>>> ManifestSplittingConfig.from_dict(
... {
... ManifestSplitCondition.name_matches("temperature"): {
... ManifestSplitDimCondition.DimensionName("longitude"): 3
... }
... }
... )
"""
pass
@property
def split_sizes(self) -> SplitSizes:
"""
Configuration for how Icechunk manifests will be split.
Returns
-------
tuple[tuple[ManifestSplitCondition, tuple[tuple[ManifestSplitDimCondition, int], ...]], ...]
The configuration for how Icechunk manifests will be preloaded.
"""
...
@split_sizes.setter
def split_sizes(self, value: SplitSizes) -> None:
"""
Set the sizes for how Icechunk manifests will be split.
Parameters
----------
value: tuple[tuple[ManifestSplitCondition, tuple[tuple[ManifestSplitDimCondition, int], ...]], ...]
The configuration for how Icechunk manifests will be preloaded.
"""
...
class ManifestConfig:
"""Configuration for how Icechunk manifests"""
def __init__(
self,
preload: ManifestPreloadConfig | None = None,
splitting: ManifestSplittingConfig | None = None,
) -> None:
"""
Create a new `ManifestConfig` object
Parameters
----------
preload: ManifestPreloadConfig | None
The configuration for how Icechunk manifests will be preloaded.
splitting: ManifestSplittingConfig | None
The configuration for how Icechunk manifests will be split.
"""
...
@property
def preload(self) -> ManifestPreloadConfig | None:
"""
The configuration for how Icechunk manifests will be preloaded.
Returns
-------
ManifestPreloadConfig | None
The configuration for how Icechunk manifests will be preloaded.
"""
...
@preload.setter
def preload(self, value: ManifestPreloadConfig | None) -> None:
"""
Set the configuration for how Icechunk manifests will be preloaded.
Parameters
----------
value: ManifestPreloadConfig | None
The configuration for how Icechunk manifests will be preloaded.
"""
...
@property
def splitting(self) -> ManifestSplittingConfig | None:
"""
The configuration for how Icechunk manifests will be split.
Returns
-------
ManifestSplittingConfig | None
The configuration for how Icechunk manifests will be split.
"""
...
@splitting.setter
def splitting(self, value: ManifestSplittingConfig | None) -> None:
"""
Set the configuration for how Icechunk manifests will be split.
Parameters
----------
value: ManifestSplittingConfig | None
The configuration for how Icechunk manifests will be split.
"""
...
class StorageRetriesSettings:
"""Configuration for how Icechunk retries requests.
Icechunk retries failed requests with an exponential backoff algorithm."""
def __init__(
self,
max_tries: int | None = None,
initial_backoff_ms: int | None = None,
max_backoff_ms: int | None = None,
) -> None:
"""
Create a new `StorageRetriesSettings` object
Parameters
----------
max_tries: int | None
The maximum number of tries, including the initial one. Set to 1 to disable retries
initial_backoff_ms: int | None
The initial backoff duration in milliseconds
max_backoff_ms: int | None
The limit to backoff duration in milliseconds
"""
...
@property
def max_tries(self) -> int | None:
"""
The maximum number of tries, including the initial one.
Returns
-------
int | None
The maximum number of tries.
"""
...
@max_tries.setter
def max_tries(self, value: int | None) -> None:
"""
Set the maximum number of tries. Set to 1 to disable retries.
Parameters
----------
value: int | None
The maximum number of tries
"""
...
@property
def initial_backoff_ms(self) -> int | None:
"""
The initial backoff duration in milliseconds.
Returns
-------
int | None
The initial backoff duration in milliseconds.
"""
...
@initial_backoff_ms.setter
def initial_backoff_ms(self, value: int | None) -> None:
"""
Set the initial backoff duration in milliseconds.
Parameters
----------
value: int | None
The initial backoff duration in milliseconds.
"""
...
@property
def max_backoff_ms(self) -> int | None:
"""
The maximum backoff duration in milliseconds.
Returns
-------
int | None
The maximum backoff duration in milliseconds.
"""
...
@max_backoff_ms.setter
def max_backoff_ms(self, value: int | None) -> None:
"""
Set the maximum backoff duration in milliseconds.
Parameters
----------
value: int | None
The maximum backoff duration in milliseconds.
"""
...
class StorageConcurrencySettings:
"""Configuration for how Icechunk uses its Storage instance"""
def __init__(
self,
max_concurrent_requests_for_object: int | None = None,
ideal_concurrent_request_size: int | None = None,
) -> None:
"""
Create a new `StorageConcurrencySettings` object
Parameters
----------
max_concurrent_requests_for_object: int | None
The maximum number of concurrent requests for an object.
ideal_concurrent_request_size: int | None
The ideal concurrent request size.
"""
...
@property