ragie

Summary

Table of Contents

• ragie
  • SDK Installation
  • IDE Support
  • SDK Example Usage
  • Available Resources and Operations
  • Pagination
  • File uploads
  • Retries
  • Error Handling
  • Server Selection
  • Custom HTTP Client
  • Authentication
  • Resource Management
  • Debugging
• Development
  • Maturity
  • Contributions
• ragie-python

SDK Installation

Note

Python version upgrade policy

Once a Python version reaches its official end of life date, a 3-month grace period is provided for users to upgrade. Following this grace period, the minimum python version supported in the SDK will be updated.

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 ragie

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 ragie

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 ragie 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 = ">=3.9"
# dependencies = [
#     "ragie",
# ]
# ///

from ragie import Ragie

sdk = Ragie(
  # 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.

• PyCharm Pydantic Plugin

SDK Example Usage

Example 1

# Synchronous Example
from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    })

    assert res is not None

    # Handle response
    print(res)

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

# Asynchronous Example
import asyncio
from ragie import Ragie

async def main():

    async with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_client:

        res = await r_client.documents.create_async(request={
            "file": {
                "file_name": "example.file",
                "content": open("example.file", "rb"),
            },
        })

        assert res is not None

        # Handle response
        print(res)

asyncio.run(main())

Example 2

# Synchronous Example
import ragie
from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.connections.create_connection(request=ragie.PublicCreateConnection(
        partition_strategy=ragie.MediaModeParam(),
        page_limit=None,
        config=None,
        connection=ragie.PublicGCSConnection(
            data=ragie.BucketData(
                bucket="<value>",
            ),
            credentials={
                "key": "<value>",
                "key1": "<value>",
            },
        ),
    ))

    assert res is not None

    # Handle response
    print(res)

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

# Asynchronous Example
import asyncio
import ragie
from ragie import Ragie

async def main():

    async with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_client:

        res = await r_client.connections.create_connection_async(request=ragie.PublicCreateConnection(
            partition_strategy=ragie.MediaModeParam(),
            page_limit=None,
            config=None,
            connection=ragie.PublicGCSConnection(
                data=ragie.BucketData(
                    bucket="<value>",
                ),
                credentials={
                    "key": "<value>",
                    "key1": "<value>",
                },
            ),
        ))

        assert res is not None

        # Handle response
        print(res)

asyncio.run(main())

Example 3

# Synchronous Example
import ragie
from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.authenticators.create(request={
        "provider": ragie.Provider.ATLASSIAN,
        "name": "<value>",
        "client_id": "<id>",
        "client_secret": "<value>",
    })

    assert res is not None

    # Handle response
    print(res)

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

# Asynchronous Example
import asyncio
import ragie
from ragie import Ragie

async def main():

    async with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_client:

        res = await r_client.authenticators.create_async(request={
            "provider": ragie.Provider.ATLASSIAN,
            "name": "<value>",
            "client_id": "<id>",
            "client_secret": "<value>",
        })

        assert res is not None

        # Handle response
        print(res)

asyncio.run(main())

Example 4

# Synchronous Example
import ragie
from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.authenticators.create_authenticator_connection(authenticator_id="84b0792c-1330-4854-b4f2-5d9c7bf9a385", create_authenticator_connection=ragie.CreateAuthenticatorConnection(
        partition_strategy=ragie.MediaModeParam(),
        page_limit=None,
        config=None,
        connection=ragie.AuthenticatorDropboxConnection(
            data=ragie.FolderData(
                folder_id="<id>",
                folder_name="<value>",
            ),
            email="[email protected]",
            credentials=ragie.OAuthRefreshTokenCredentials(
                refresh_token="<value>",
            ),
        ),
    ))

    assert res is not None

    # Handle response
    print(res)

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

# Asynchronous Example
import asyncio
import ragie
from ragie import Ragie

async def main():

    async with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_client:

        res = await r_client.authenticators.create_authenticator_connection_async(authenticator_id="84b0792c-1330-4854-b4f2-5d9c7bf9a385", create_authenticator_connection=ragie.CreateAuthenticatorConnection(
            partition_strategy=ragie.MediaModeParam(),
            page_limit=None,
            config=None,
            connection=ragie.AuthenticatorDropboxConnection(
                data=ragie.FolderData(
                    folder_id="<id>",
                    folder_name="<value>",
                ),
                email="[email protected]",
                credentials=ragie.OAuthRefreshTokenCredentials(
                    refresh_token="<value>",
                ),
            ),
        ))

        assert res is not None

        # Handle response
        print(res)

asyncio.run(main())

Available Resources and Operations

Available methods

authenticators

• create - Create Authenticator
• list - List Authenticators
• create_authenticator_connection - Create Authenticator Connection
• delete_authenticator_connection - Delete Authenticator

connections

• create_connection - Create Connection
• list - List Connections
• create_o_auth_redirect_url - Create Oauth Redirect Url
• list_connection_source_types - List Connection Source Types
• set_enabled - Set Connection Enabled
• update - Update Connection
• get - Get Connection
• get_stats - Get Connection Stats
• set_limits - Set Connection Limits
• delete - Delete Connection
• sync - Sync Connection

documents

• create - Create Document
• list - List Documents
• create_raw - Create Document Raw
• create_document_from_url - Create Document From Url
• get - Get Document
• delete - Delete Document
• update_file - Update Document File
• update_raw - Update Document Raw
• update_document_from_url - Update Document Url
• patch_metadata - Patch Document Metadata
• get_chunks - Get Document Chunks
• get_chunk - Get Document Chunk
• get_chunk_content - Get Document Chunk Content
• get_content - Get Document Content
• get_source - Get Document Source
• get_summary - Get Document Summary

entities

• list_instructions - List Instructions
• create_instruction - Create Instruction
• update_instruction - Update Instruction
• delete - Delete Instruction
• list_by_instruction - Get Instruction Extracted Entities
• list_by_document - Get Document Extracted Entities

partitions

• list - List Partitions
• create - Create Partition
• get - Get Partition
• delete - Delete Partition
• set_limits - Set Partition Limits

retrievals

• retrieve - Retrieve

Pagination

Some of the endpoints in this SDK support pagination. To use pagination, you make your SDK calls as usual, but the returned response object will have a Next method that can be called to pull down the next group of results. If the return value of Next is None, then there are no more pages to be fetched.

Here's an example of one such pagination call:

from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.list(request={
        "filter_": "{\"department\":{\"$in\":[\"sales\",\"marketing\"]}}",
        "partition": "acme_customer_id",
    })

    while res is not None:
        # Handle items

        res = res.next()

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.

Tip

For endpoints that handle file uploads bytes arrays can also be used. However, using streams is recommended for large files.

from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    })

    assert res is not None

    # Handle response
    print(res)

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 ragie import Ragie
from ragie.utils import BackoffStrategy, RetryConfig


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    },
        RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False))

    assert res is not None

    # 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 ragie import Ragie
from ragie.utils import BackoffStrategy, RetryConfig


with Ragie(
    retry_config=RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False),
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    })

    assert res is not None

    # Handle response
    print(res)

Error Handling

RagieError 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

import ragie
from ragie import Ragie, models


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:
    res = None
    try:

        res = r_client.documents.create(request={
            "file": {
                "file_name": "example.file",
                "content": open("example.file", "rb"),
            },
        })

        assert res is not None

        # Handle response
        print(res)


    except models.RagieError 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, models.HTTPValidationError):
            print(e.data.detail)  # Optional[List[ragie.ValidationError]]

Error Classes

Primary errors:

• RagieError: The base class for HTTP error responses.
  • ErrorMessage: Unauthorized.
  • HTTPValidationError: Validation Error. Status code 422. *

Less common errors (5)

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 RagieError:

• ResponseValidationError: Type mismatch between the response data and the expected Pydantic model. Provides access to the Pydantic validation error via the cause attribute.

* 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 ragie import Ragie


with Ragie(
    server_url="https://api.ragie.ai",
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    })

    assert res is not None

    # 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 ragie import Ragie
import httpx

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

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

from ragie import Ragie
from ragie.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 = Ragie(async_client=CustomClient(httpx.AsyncClient()))

Authentication

Per-Client Security Schemes

This SDK supports the following security scheme globally:

Name	Type	Scheme
auth	http	HTTP Bearer

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

from ragie import Ragie


with Ragie(
    auth="<YOUR_BEARER_TOKEN_HERE>",
) as r_client:

    res = r_client.documents.create(request={
        "file": {
            "file_name": "example.file",
            "content": open("example.file", "rb"),
        },
    })

    assert res is not None

    # Handle response
    print(res)

Resource Management

The Ragie 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 ragie import Ragie
def main():

    with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_client:
        # Rest of application here...


# Or when using async:
async def amain():

    async with Ragie(
        auth="<YOUR_BEARER_TOKEN_HERE>",
    ) as r_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 ragie import Ragie
import logging

logging.basicConfig(level=logging.DEBUG)
s = Ragie(debug_logger=logging.getLogger("ragie"))

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](https://www.speakeasy.com/?utm_source=&utm_campaign=python)

ragie-python