capo-sagemaker-runtime-http2: typed, async Python SDK for AWS Sagemaker Runtime Http2¶
capo-sagemaker-runtime-http2 is a typed Python SDK for AWS Sagemaker Runtime Http2. It has an async client, AsyncSageMakerRuntimeHTTP2Client, for asyncio and trio, and a sync client, SageMakerRuntimeHTTP2Client, with the same methods. Requests and responses are typed with TypedDicts, so your editor and type checker know every field.
It is part of capo, a community-driven alternative to boto3 and aioboto3, built on its own HTTP stack instead of botocore and generated from the official AWS Smithy models. Documentation: https://capo-sdk.dev/services/sagemaker-runtime-http2/
Installation¶
Usage¶
from capo_sagemaker_runtime_http2 import AsyncSageMakerRuntimeHTTP2Client
async def main():
async with AsyncSageMakerRuntimeHTTP2Client() as sage_maker_runtime_http2:
# Example: call the invoke_endpoint_with_bidirectional_stream operation
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream()
print(response["body"])
Streaming Request¶
Some operations accept a streaming request body. Pass an async iterator of bytes chunks, or the whole body as bytes, for the streaming parameter.
A plain iterator can be sent only once, so if a request fails after its body was transmitted the operation is not retried. To get retries for streamed uploads, pass a Body instead: it wraps a source that can be reopened, and every attempt streams a fresh copy. Body.from_path (sync client) and Body.async_from_path (async client, needs anyio) stream a file from disk; Body(opener) takes any context manager that yields a (stream, length) pair.
from capo_sagemaker_runtime_http2 import AsyncSageMakerRuntimeHTTP2Client, Body
async def main():
async with AsyncSageMakerRuntimeHTTP2Client() as sage_maker_runtime_http2:
# Example: call invoke_endpoint_with_bidirectional_stream with a streaming request body
async def chunks():
yield b'Hello, World!'
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream(body=chunks())
print(response)
# Or pass the whole body as bytes
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream(body=b'Hello, World!')
print(response)
# Or stream a file with Body: the file is reopened on every retry
# and Content-Length is taken from its size, so no content_length needed
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream(body=Body.async_from_path("hello.txt"))
print(response)
Error Handling¶
The SDK raises exceptions for errors returned by the API. Catch them to handle failures gracefully.
from capo_sagemaker_runtime_http2 import AsyncSageMakerRuntimeHTTP2Client
from capo_sagemaker_runtime_http2.error import InputValidationError
async def main():
async with AsyncSageMakerRuntimeHTTP2Client() as sage_maker_runtime_http2:
try:
await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream()
except InputValidationError 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_http2 import AsyncSageMakerRuntimeHTTP2Client
async def main():
async with AsyncSageMakerRuntimeHTTP2Client() as sage_maker_runtime_http2:
# Default: 3 attempts for every operation
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream()
# Override per operation
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream(config_overrides={"retry_max_attempts": 5})
# Disable retries for this call
response = await sage_maker_runtime_http2.invoke_endpoint_with_bidirectional_stream(config_overrides={"retry_max_attempts": 1})