Official Python SDK for the Raindrop Query API
Project description
raindrop-query
Official Python SDK for the Raindrop Query API.
Summary
Raindrop Query API (Beta): API for querying Signals, Events, Users, and Conversations data.
Table of Contents
SDK Installation
The SDK can be installed with pip or uv.
PIP
pip install raindrop-query
uv
uv add raindrop-query
Shell and script usage with uv
You can use this SDK in a Python shell with uv and the uvx command that comes with it like so:
uvx --from raindrop-query python
It's also possible to write a standalone Python script without needing to set up a whole project like so:
#!/usr/bin/env -S uv run --script
# /// script
# requires-python = ">=3.10"
# dependencies = [
# "raindrop-query",
# ]
# ///
from raindrop_query import RaindropQuery
sdk = RaindropQuery(
# SDK arguments
)
# Rest of script here...
Once that is saved to a file, you can run it with uv run script.py where
script.py can be replaced with the actual file name.
IDE Support
PyCharm
Generally, the SDK will work well with most IDEs out of the box. However, when using PyCharm, you can enjoy much better integration with Pydantic by installing an additional plugin.
SDK Example Usage
Example
# Synchronous Example
from raindrop_query import RaindropQuery
with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = rq_client.signals.list(limit=50, order_by="-timestamp")
# Handle response
print(res)
The same SDK client can also be used to make asynchronous requests by importing asyncio.
# Asynchronous Example
import asyncio
from raindrop_query import RaindropQuery
async def main():
async with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = await rq_client.signals.list_async(limit=50, order_by="-timestamp")
# Handle response
print(res)
asyncio.run(main())
Authentication
Per-Client Security Schemes
This SDK supports the following security scheme globally:
| Name | Type | Scheme |
|---|---|---|
api_key |
http | HTTP Bearer |
To authenticate with the API the api_key parameter must be set when initializing the SDK client instance. For example:
from raindrop_query import RaindropQuery
with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = rq_client.signals.list(limit=50, order_by="-timestamp")
# Handle response
print(res)
Available Resources and Operations
Available methods
Conversations
Events
- list - List events
- search - Search events (GET)
- count - Count events
- timeseries - Get event timeseries
- facets - Get event facets
- get - Get event details
SignalGroups
- list - List all signal groups
- get - Get signal group details
- list_signals - List signals in group
Signals
Traces
- list - List traces for an event
Users
Retries
Some of the endpoints in this SDK support retries. If you use the SDK without any configuration, it will fall back to the default retry strategy provided by the API. However, the default retry strategy can be overridden on a per-operation basis, or across the entire SDK.
To change the default retry strategy for a single API call, simply provide a RetryConfig object to the call:
from raindrop_query import RaindropQuery
from raindrop_query.utils import BackoffStrategy, RetryConfig
with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = rq_client.signals.list(limit=50, order_by="-timestamp",
RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False))
# Handle response
print(res)
If you'd like to override the default retry strategy for all operations that support retries, you can use the retry_config optional parameter when initializing the SDK:
from raindrop_query import RaindropQuery
from raindrop_query.utils import BackoffStrategy, RetryConfig
with RaindropQuery(
retry_config=RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False),
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = rq_client.signals.list(limit=50, order_by="-timestamp")
# Handle response
print(res)
Error Handling
RaindropQueryError is the base class for all HTTP error responses. It has the following properties:
| Property | Type | Description |
|---|---|---|
err.message |
str |
Error message |
err.status_code |
int |
HTTP response status code eg 404 |
err.headers |
httpx.Headers |
HTTP response headers |
err.body |
str |
HTTP body. Can be empty string if no body is returned. |
err.raw_response |
httpx.Response |
Raw HTTP response |
err.data |
Optional. Some errors may contain structured data. See Error Classes. |
Example
from raindrop_query import RaindropQuery, errors
with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = None
try:
res = rq_client.signals.list(limit=50, order_by="-timestamp")
# Handle response
print(res)
except errors.RaindropQueryError as e:
# The base class for HTTP error responses
print(e.message)
print(e.status_code)
print(e.body)
print(e.headers)
print(e.raw_response)
# Depending on the method different errors may be thrown
if isinstance(e, errors.SignalsListUnauthorizedError):
print(e.data.error) # models.SignalsListError
Error Classes
Primary error:
RaindropQueryError: The base class for HTTP error responses.
Less common errors (20)
Network errors:
httpx.RequestError: Base class for request errors.httpx.ConnectError: HTTP client was unable to make a request to a server.httpx.TimeoutException: HTTP request timed out.
Inherit from RaindropQueryError:
EventsSearchBadRequestError: Invalid request (e.g., date range exceeds maximum). Status code400. Applicable to 1 of 16 methods.*EventsFacetsBadRequestError: Invalid field name. Status code400. Applicable to 1 of 16 methods.*TracesListBadRequestError: Bad request (missing event_id). Status code400. Applicable to 1 of 16 methods.*SignalsListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*SignalGroupsListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*EventsListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*UsersListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*ConversationsListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*TracesListUnauthorizedError: Unauthorized. Status code401. Applicable to 1 of 16 methods.*SignalsGetNotFoundError: Signal not found. Status code404. Applicable to 1 of 16 methods.*SignalGroupsGetNotFoundError: Signal group not found. Status code404. Applicable to 1 of 16 methods.*SignalGroupsListSignalsNotFoundError: Signal group not found. Status code404. Applicable to 1 of 16 methods.*EventsGetNotFoundError: Event not found. Status code404. Applicable to 1 of 16 methods.*UsersGetNotFoundError: User not found. Status code404. Applicable to 1 of 16 methods.*ConversationsGetNotFoundError: Conversation not found. Status code404. Applicable to 1 of 16 methods.*ResponseValidationError: Type mismatch between the response data and the expected Pydantic model. Provides access to the Pydantic validation error via thecauseattribute.
* Check the method documentation to see if the error is applicable.
Server Selection
Override Server URL Per-Client
The default server can be overridden globally by passing a URL to the server_url: str optional parameter when initializing the SDK client instance. For example:
from raindrop_query import RaindropQuery
with RaindropQuery(
server_url="https://query.raindrop.ai",
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
res = rq_client.signals.list(limit=50, order_by="-timestamp")
# Handle response
print(res)
Custom HTTP Client
The Python SDK makes API calls using the httpx HTTP library. In order to provide a convenient way to configure timeouts, cookies, proxies, custom headers, and other low-level configuration, you can initialize the SDK client with your own HTTP client instance.
Depending on whether you are using the sync or async version of the SDK, you can pass an instance of HttpClient or AsyncHttpClient respectively, which are Protocol's ensuring that the client has the necessary methods to make API calls.
This allows you to wrap the client with your own custom logic, such as adding custom headers, logging, or error handling, or you can just pass an instance of httpx.Client or httpx.AsyncClient directly.
For example, you could specify a header for every request that this sdk makes as follows:
from raindrop_query import RaindropQuery
import httpx
http_client = httpx.Client(headers={"x-custom-header": "someValue"})
s = RaindropQuery(client=http_client)
or you could wrap the client with your own custom logic:
from raindrop_query import RaindropQuery
from raindrop_query.httpclient import AsyncHttpClient
import httpx
class CustomClient(AsyncHttpClient):
client: AsyncHttpClient
def __init__(self, client: AsyncHttpClient):
self.client = client
async def send(
self,
request: httpx.Request,
*,
stream: bool = False,
auth: Union[
httpx._types.AuthTypes, httpx._client.UseClientDefault, None
] = httpx.USE_CLIENT_DEFAULT,
follow_redirects: Union[
bool, httpx._client.UseClientDefault
] = httpx.USE_CLIENT_DEFAULT,
) -> httpx.Response:
request.headers["Client-Level-Header"] = "added by client"
return await self.client.send(
request, stream=stream, auth=auth, follow_redirects=follow_redirects
)
def build_request(
self,
method: str,
url: httpx._types.URLTypes,
*,
content: Optional[httpx._types.RequestContent] = None,
data: Optional[httpx._types.RequestData] = None,
files: Optional[httpx._types.RequestFiles] = None,
json: Optional[Any] = None,
params: Optional[httpx._types.QueryParamTypes] = None,
headers: Optional[httpx._types.HeaderTypes] = None,
cookies: Optional[httpx._types.CookieTypes] = None,
timeout: Union[
httpx._types.TimeoutTypes, httpx._client.UseClientDefault
] = httpx.USE_CLIENT_DEFAULT,
extensions: Optional[httpx._types.RequestExtensions] = None,
) -> httpx.Request:
return self.client.build_request(
method,
url,
content=content,
data=data,
files=files,
json=json,
params=params,
headers=headers,
cookies=cookies,
timeout=timeout,
extensions=extensions,
)
s = RaindropQuery(async_client=CustomClient(httpx.AsyncClient()))
Resource Management
The RaindropQuery class implements the context manager protocol and registers a finalizer function to close the underlying sync and async HTTPX clients it uses under the hood. This will close HTTP connections, release memory and free up other resources held by the SDK. In short-lived Python programs and notebooks that make a few SDK method calls, resource management may not be a concern. However, in longer-lived programs, it is beneficial to create a single SDK instance via a context manager and reuse it across the application.
from raindrop_query import RaindropQuery
def main():
with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
# Rest of application here...
# Or when using async:
async def amain():
async with RaindropQuery(
api_key="<YOUR_BEARER_TOKEN_HERE>",
) as rq_client:
# Rest of application here...
Debugging
You can setup your SDK to emit debug logs for SDK requests and responses.
You can pass your own logger class directly into your SDK.
from raindrop_query import RaindropQuery
import logging
logging.basicConfig(level=logging.DEBUG)
s = RaindropQuery(debug_logger=logging.getLogger("raindrop_query"))
Development
Maturity
This SDK is in beta. We recommend pinning to a specific version.
Support
For questions or issues, contact support@raindrop.ai
Project details
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