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Python SDK for Cleanroomsml.

Project description

Getting Started

Installation

pip install aws-sdk-cleanroomsml

Usage

from aws_sdk_cleanroomsml import AsyncCleanRoomsMLClient


async def main():
    async with AsyncCleanRoomsMLClient() as s3:
        # Example: call the list_collaboration_configured_model_algorithm_associations operation
        response = await s3.list_collaboration_configured_model_algorithm_associations()
        print(response["next_token"])

Pagination

Some operations in this SDK support pagination. If the operation supports pagination it will have an iter_ prefixed method that returns an async iterator.

from aws_sdk_cleanroomsml import AsyncCleanRoomsMLClient


async def main():
    async with AsyncCleanRoomsMLClient() as s3:
        # Example: paginate over list_collaboration_configured_model_algorithm_associations
        async for item in s3.iter_list_collaboration_configured_model_algorithm_associations():
            print(item)

Error Handling

The SDK raises exceptions for errors returned by the API. Catch them to handle failures gracefully.

from aws_sdk_cleanroomsml import AsyncCleanRoomsMLClient
from aws_sdk_cleanroomsml.error import AccessDeniedException


async def main():
    async with AsyncCleanRoomsMLClient() as s3:
        try:
            await s3.list_collaboration_configured_model_algorithm_associations()
        except AccessDeniedException as e:
            print(f"Error: {e}")
            print(e.data)  # additional error data

Retrying

The SDK retries failed operations automatically. Retry behaviour follows the Smithy specification: errors are retried based on their is_retryable and is_throttling_error attributes. Throttling errors use a longer base delay. Network-level failures (connection errors and timeouts) are also retried. Non-retryable errors, such as client errors without the @retryable trait, are raised immediately without further attempts.

The number of attempts defaults to 3 and can be changed at the client level via retry_max_attempts, or per call via config_overrides.

from aws_sdk_cleanroomsml import AsyncCleanRoomsMLClient


async def main():
    async with AsyncCleanRoomsMLClient() as s3:
        # Default: 3 attempts for every operation
        response = await s3.list_collaboration_configured_model_algorithm_associations()

        # Override per operation
        response = await s3.list_collaboration_configured_model_algorithm_associations(config_overrides={"retry_max_attempts": 5})

        # Disable retries for this call
        response = await s3.list_collaboration_configured_model_algorithm_associations(config_overrides={"retry_max_attempts": 1})

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