Calibrate Python Library
The Calibrate Python SDK provides convenient, typed access to the Calibrate
agent evaluation platform API. Authenticate with an API key (sk_…) scoped
to your organization to run agent tests and poll their results.
Table of Contents
- Documentation
- Installation
- Pre Requisites
- Reference
- Quick Start
- Usage
- Environments
- Async Client
- Exception Handling
- Advanced
Documentation
API reference documentation is available here.
Installation
pip install calibrate-sdk
Pre-requisites
You need to have a Calibrate API key. You can get the API key from the UI.
Reference
A full reference for this library is available here.
Quick Start
from calibrate import Calibrate
client = Calibrate(api_key="sk_...")
# List the agents in your organization
agents = client.agents.list()
# Kick off a test run for an agent and poll for the result
run = client.agent_tests.run(agent_uuid="<agent-uuid>")
result = client.agent_tests.get_run(task_id=run.task_id)
Usage
Instantiate and use the client with the following:
from calibrate import Calibrate
client = Calibrate(
api_key="<value>",
)
client.agents.resolve(
names=[
"my-agent",
"support-bot"
],
)
Environments
This SDK allows you to configure different environments for API requests.
from calibrate import Calibrate
from calibrate.environment import CalibrateEnvironment
client = Calibrate(
environment=CalibrateEnvironment.DEFAULT,
)
Async Client
The SDK also exports an async client so that you can make non-blocking calls to our API. Note that if you are constructing an Async httpx client class to pass into this client, use httpx.AsyncClient() instead of httpx.Client() (e.g. for the httpx_client parameter of this client).
import asyncio
from calibrate import AsyncCalibrate
client = AsyncCalibrate(
api_key="<value>",
)
async def main() -> None:
await client.agents.resolve(
names=[
"my-agent",
"support-bot"
],
)
asyncio.run(main())
Exception Handling
When the API returns a non-success status code (4xx or 5xx response), a subclass of the following error will be thrown.
from calibrate.core.api_error import ApiError
try:
client.agents.resolve(...)
except ApiError as e:
print(e.status_code)
print(e.body)
Advanced
Access Raw Response Data
The SDK provides access to raw response data, including headers, through the .with_raw_response property.
The .with_raw_response property returns a "raw" client that can be used to access the .headers and .data attributes.
from calibrate import Calibrate
client = Calibrate(...)
response = client.agents.with_raw_response.resolve(...)
print(response.headers) # access the response headers
print(response.status_code) # access the response status code
print(response.data) # access the underlying object
Retries
The SDK is instrumented with automatic retries with exponential backoff. A request will be retried as long as the request is deemed retryable and the number of retry attempts has not grown larger than the configured retry limit (default: 2).
Which status codes are retried depends on the retryStatusCodes generator configuration:
legacy (current default): retries on
recommended: retries on
- 408 (Timeout)
- 409 (Conflict)
- 429 (Too Many Requests)
- 502 (Bad Gateway)
- 503 (Service Unavailable)
- 504 (Gateway Timeout)
Use the max_retries request option to configure this behavior.
client.agents.resolve(..., request_options={
"max_retries": 1
})
Timeouts
The SDK defaults to a 60 second timeout. You can configure this with a timeout option at the client or request level.
from calibrate import Calibrate
client = Calibrate(..., timeout=20.0)
# Override timeout for a specific method
client.agents.resolve(..., request_options={
"timeout_in_seconds": 1
})
Custom Client
You can override the httpx client to customize it for your use-case. Some common use-cases include support for proxies
and transports.
import httpx
from calibrate import Calibrate
client = Calibrate(
...,
httpx_client=httpx.Client(
proxy="http://my.test.proxy.example.com",
transport=httpx.HTTPTransport(local_address="0.0.0.0"),
),
)
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