Getting Started¶

Installation¶

pip install capo-sagemaker-runtime

Usage¶

from capo_sagemaker_runtime import AsyncSageMakerRuntimeClient


async def main():
    async with AsyncSageMakerRuntimeClient() as sage_maker_runtime:
        # Example: call the invoke_endpoint operation
        response = await sage_maker_runtime.invoke_endpoint()
        print(response["body"])

Error Handling¶

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

from capo_sagemaker_runtime import AsyncSageMakerRuntimeClient
from capo_sagemaker_runtime.error import InternalDependencyException


async def main():
    async with AsyncSageMakerRuntimeClient() as sage_maker_runtime:
        try:
            await sage_maker_runtime.invoke_endpoint()
        except InternalDependencyException 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 capo_sagemaker_runtime import AsyncSageMakerRuntimeClient


async def main():
    async with AsyncSageMakerRuntimeClient() as sage_maker_runtime:
        # Default: 3 attempts for every operation
        response = await sage_maker_runtime.invoke_endpoint()

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

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