orq-rc-poc

Developer-friendly & type-safe Python SDK specifically catered to leverage orq-rc-poc API.

Summary

[Dev] orq.ai API: The Orquesta API

For more information about the API: orq.ai Documentation

Table of Contents

• SDK Installation
• IDE Support
• SDK Example Usage
• Available Resources and Operations
• Server-sent event streaming
• File uploads
• Retries
• Error Handling
• Server Selection
• Custom HTTP Client
• Authentication
• Debugging

SDK Installation

The SDK can be installed with either pip or poetry package managers.

PIP

PIP is the default package installer for Python, enabling easy installation and management of packages from PyPI via the command line.

pip install git+<UNSET>.git

Poetry

Poetry is a modern tool that simplifies dependency management and package publishing by using a single pyproject.toml file to handle project metadata and dependencies.

poetry add git+<UNSET>.git

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.

• PyCharm Pydantic Plugin

SDK Example Usage

Example

# Synchronous Example
from orq_rc_poc2 import Orq
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.contacts.create(request={
    "external_id": "<id>",
})

if res is not None:
    # handle response
    pass

The same SDK client can also be used to make asychronous requests by importing asyncio.

# Asynchronous Example
import asyncio
from orq_rc_poc2 import Orq
import os

async def main():
    s = Orq(
        api_key=os.getenv("ORQ_API_KEY", ""),
    )
    res = await s.contacts.create_async(request={
        "external_id": "<id>",
    })
    if res is not None:
        # handle response
        pass

asyncio.run(main())

Available Resources and Operations

Available methods

contacts

• create - Update user information

deployments

• all - List all deployments
• invalidate - Invalidates cache
• get_config - Get config
• invoke - Invoke

deployments.metrics

• create - Add metrics

feedback

• create - Submit feedback

files

• upload - Upload file
• bulk_upload - Bulk upload file

prompt

prompt.snippets

• find_one - Get one prompt snippet

prompt.templates

• get_all - Get all prompt templates

prompts

• create - Create a new prompt
• create_version - Create a new prompt version
• delete - Delete a prompt
• get_one - Get one prompt
• update - Update a prompt
• duplicate - Duplicate a prompt
• get_all - Get all prompts

remoteconfig

• get_config - Get Configurations

Server-sent event streaming

Server-sent events are used to stream content from certain operations. These operations will expose the stream as Generator that can be consumed using a simple for loop. The loop will terminate when the server no longer has any events to send and closes the underlying connection.

from orq_rc_poc2 import Orq
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.deployments.invoke(request={
    "key": "<key>",
})

if res is not None:
    for event in res:
        # handle event
        print(event, flush=True)

File uploads

Certain SDK methods accept file objects as part of a request body or multi-part request. It is possible and typically recommended to upload files as a stream rather than reading the entire contents into memory. This avoids excessive memory consumption and potentially crashing with out-of-memory errors when working with very large files. The following example demonstrates how to attach a file stream to a request.

from orq_rc_poc2 import Orq
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.files.upload()

if res is not None:
    # handle response
    pass

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 orq.utils import BackoffStrategy, RetryConfig
from orq_rc_poc2 import Orq
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.contacts.create(request={
    "external_id": "<id>",
},
    RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False))

if res is not None:
    # handle response
    pass

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 orq.utils import BackoffStrategy, RetryConfig
from orq_rc_poc2 import Orq
import os

s = Orq(
    retry_config=RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False),
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.contacts.create(request={
    "external_id": "<id>",
})

if res is not None:
    # handle response
    pass

Error Handling

Handling errors in this SDK should largely match your expectations. All operations return a response object or raise an exception.

By default, an API error will raise a models.APIError exception, which has the following properties:

Property	Type	Description
.status_code	int	The HTTP status code
.message	str	The error message
.raw_response	httpx.Response	The raw HTTP response
.body	str	The response content

When custom error responses are specified for an operation, the SDK may also raise their associated exceptions. You can refer to respective Errors tables in SDK docs for more details on possible exception types for each operation. For example, the all_async method may raise the following exceptions:

Error Type	Status Code	Content Type
models.HonoAPIError	500	application/json
models.APIError	4XX, 5XX	*/*

Example

from orq_rc_poc2 import Orq, models
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = None
try:
    res = s.deployments.all()

    if res is not None:
        # handle response
        pass

except models.HonoAPIError as e:
    # handle e.data: models.HonoAPIErrorData
    raise(e)
except models.APIError as e:
    # handle exception
    raise(e)

Server Selection

Override Server URL Per-Client

The default server can also be overridden globally by passing a URL to the server_url: str optional parameter when initializing the SDK client instance. For example:

from orq_rc_poc2 import Orq
import os

s = Orq(
    server_url="https://my.staging.orq.ai",
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.contacts.create(request={
    "external_id": "<id>",
})

if res is not None:
    # handle response
    pass

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 orq_rc_poc2 import Orq
import httpx

http_client = httpx.Client(headers={"x-custom-header": "someValue"})
s = Orq(client=http_client)

or you could wrap the client with your own custom logic:

from orq_rc_poc2 import Orq
from orq_rc_poc2.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 = Orq(async_client=CustomClient(httpx.AsyncClient()))

Authentication

Per-Client Security Schemes

This SDK supports the following security scheme globally:

Name	Type	Scheme	Environment Variable
api_key	http	HTTP Bearer	ORQ_API_KEY

To authenticate with the API the api_key parameter must be set when initializing the SDK client instance. For example:

from orq_rc_poc2 import Orq
import os

s = Orq(
    api_key=os.getenv("ORQ_API_KEY", ""),
)

res = s.contacts.create(request={
    "external_id": "<id>",
})

if res is not None:
    # handle response
    pass

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 orq_rc_poc2 import Orq
import logging

logging.basicConfig(level=logging.DEBUG)
s = Orq(debug_logger=logging.getLogger("orq_rc_poc2"))

You can also enable a default debug logger by setting an environment variable ORQ_DEBUG to true.

Development

Maturity

This SDK is in beta, and there may be breaking changes between versions without a major version update. Therefore, we recommend pinning usage to a specific package version. This way, you can install the same version each time without breaking changes unless you are intentionally looking for the latest version.

Contributions

While we value open-source contributions to this SDK, this library is generated programmatically. Any manual changes added to internal files will be overwritten on the next generation. We look forward to hearing your feedback. Feel free to open a PR or an issue with a proof of concept and we'll do our best to include it in a future release.

SDK Created by Speakeasy