Python Client SDK Generated by Speakeasy.
Project description
ragie
Summary
Table of Contents
- SDK Installation
- IDE Support
- SDK Example Usage
- Available Resources and Operations
- Pagination
- 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 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
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 ragie import Ragie
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
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 ragie import Ragie
async def main():
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = await s.documents.create_async(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
if res is not None:
# handle response
pass
asyncio.run(main())
Available Resources and Operations
Available methods
connections
- list - List Connections
- set_connection_enabled - Set Connection Enabled
- update_connection - Update Connection
- get_connection_stats - Get Connection Stats
- delete_connection - Delete 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
- patch_metadata - Patch Document Metadata
- get_summary - Get Document Summary
entities
- list_instructions - List Instructions
- create_instruction - Create Instruction
- update_instruction - Update Instruction
- list_by_instruction - Get Instruction Extracted Entities
- list_by_document - Get Document Extracted Entities
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
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.list(request={
"filter_": "{\"department\":{\"$in\":[\"sales\",\"marketing\"]}}",
})
if res is not None:
while True:
# handle items
res = res.next()
if res is None:
break
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
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
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 ragie import Ragie
from ragie.utils import BackoffStrategy, RetryConfig
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
},
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 ragie import Ragie
from ragie.utils import BackoffStrategy, RetryConfig
s = Ragie(
retry_config=RetryConfig("backoff", BackoffStrategy(1, 50, 1.1, 100), False),
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
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.SDKError 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 create_async
method may raise the following exceptions:
Error Type | Status Code | Content Type |
---|---|---|
models.ErrorMessage | 400, 401 | application/json |
models.HTTPValidationError | 422 | application/json |
models.SDKError | 4XX, 5XX | */* |
Example
from ragie import Ragie, models
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = None
try:
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
if res is not None:
# handle response
pass
except models.ErrorMessage as e:
# handle e.data: models.ErrorMessageData
raise(e)
except models.HTTPValidationError as e:
# handle e.data: models.HTTPValidationErrorData
raise(e)
except models.SDKError 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 ragie import Ragie
s = Ragie(
server_url="https://api.ragie.ai",
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
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 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
s = Ragie(
auth="<YOUR_BEARER_TOKEN_HERE>",
)
res = s.documents.create(request={
"file": {
"file_name": "example.file",
"content": open("example.file", "rb"),
},
})
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 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
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