The official Python library for the Edgen API
Project description
Edgen Python API library
The Edgen Python is a clone of the official OpenAI Python library. It provides convenient access to the Edgen REST API from any Python 3.7+ application. The library includes type definitions for all request params and response fields, and offers both synchronous and asynchronous clients powered by httpx.
The original library was generated from the OpenAPI specification with Stainless.
Documentation
The API documentation can be found here.
Installation
pip install edgen
Usage
The full API of this library can be found in api.md.
import os
from edgen import Edgen
client = Edgen(
base_url=os.environ.get("EDGEN_BASE_URL"), # this is default and can be omitted
)
chat_completion = client.chat.completions.create(
messages=[
{
"role": "user",
"content": "Say this is a test",
}
],
model="ignore",
)
Note that, in the current version, the model is ignored. The model per endpoint is chosen in the edgen-server. However, the model element must be present for compatibility with the OpenAI spec.
Async usage
Simply import AsyncEdgen
instead of Edgen
and use await
with each API call:
import os
import asyncio
from edgen import AsyncEdgen
client = AsyncEdgen()
async def main() -> None:
chat_completion = await client.chat.completions.create(
messages=[
{
"role": "user",
"content": "Say this is a test",
}
],
model="ignore",
)
asyncio.run(main())
Functionality between the synchronous and asynchronous clients is otherwise identical.
Streaming Responses
We provide support for streaming responses using Server Side Events (SSE).
from edgen import Edgen
client = Edgen()
stream = client.chat.completions.create(
model="ignore",
messages=[{"role": "user", "content": "Say this is a test"}],
stream=True,
)
for chunk in stream:
print(chunk.choices[0].delta.content or "", end="")
The async client uses the exact same interface.
from edgen import AsyncEdgen
client = AsyncEdgen()
async def main():
stream = await client.chat.completions.create(
model="ignore",
messages=[{"role": "user", "content": "Say this is a test"}],
stream=True,
)
async for chunk in stream:
print(chunk.choices[0].delta.content or "", end="")
asyncio.run(main())
Using types
Nested request parameters are TypedDicts. Responses are Pydantic models, which provide helper methods for things like:
- Serializing back into JSON,
model.model_dump_json(indent=2, exclude_unset=True)
- Converting to a dictionary,
model.model_dump(exclude_unset=True)
Typed requests and responses provide autocomplete and documentation within your editor. If you would like to see type errors in VS Code to help catch bugs earlier, set python.analysis.typeCheckingMode
to basic
.
Remove await
for non-async usage.
## Nested params
Nested parameters are dictionaries, typed using `TypedDict`, for example:
```python
from edgen import Edgen
client = Edgen()
completion = client.chat.completions.create(
messages=[
{
"role": "user",
"content": "Can you generate an example json object describing a fruit?",
}
],
model="ignore",
response_format={"type": "json_object"},
)
Handling errors
When the library is unable to connect to the API (for example, due to network connection problems or a timeout), a subclass of edgen.APIConnectionError
is raised.
When the API returns a non-success status code (that is, 4xx or 5xx
response), a subclass of edgen.APIStatusError
is raised, containing status_code
and response
properties.
All errors inherit from edgen.APIError
.
import edgen
from edgen import Edgen
client = Edgen()
try:
chat_completion = await client.chat.completions.create(
messages=[
{
"role": "user",
"content": "Say this is a test",
}
],
model="ignore",
)
except edgen.APIConnectionError as e:
print("The server could not be reached")
print(e.__cause__) # an underlying Exception, likely raised within httpx.
except edgen.RateLimitError as e:
print("A 429 status code was received; we should back off a bit.")
except edgen.APIStatusError as e:
print("Another non-200-range status code was received")
print(e.status_code)
print(e.response)
Error codes are as followed:
Status Code | Error Type |
---|---|
400 | BadRequestError |
401 | AuthenticationError |
403 | PermissionDeniedError |
404 | NotFoundError |
422 | UnprocessableEntityError |
429 | RateLimitError |
>=500 | InternalServerError |
N/A | APIConnectionError |
Retries
Certain errors are automatically retried 2 times by default, with a short exponential backoff. Connection errors (for example, due to a network connectivity problem), 408 Request Timeout, 409 Conflict, 429 Rate Limit, and >=500 Internal errors are all retried by default.
You can use the max_retries
option to configure or disable retry settings:
from edgen import Edgen
# Configure the default for all requests:
client = Edgen(
# default is 2
max_retries=0,
)
# Or, configure per-request:
client.with_options(max_retries=5).chat.completions.create(
messages=[
{
"role": "user",
"content": "How can I get the name of the current day in Node.js?",
}
],
model="ignore",
)
Timeouts
By default requests time out after 10 minutes. You can configure this with a timeout
option,
which accepts a float or an httpx.Timeout
object:
from edgen import Edgen
# Configure the default for all requests:
client = Edgen(
# 20 seconds (default is 10 minutes)
timeout=20.0,
)
# More granular control:
client = Edgen(
timeout=httpx.Timeout(60.0, read=5.0, write=10.0, connect=2.0),
)
# Override per-request:
client.with_options(timeout=5 * 1000).chat.completions.create(
messages=[
{
"role": "user",
"content": "How can I list all files in a directory using Python?",
}
],
model="gpt-3.5-turbo",
)
On timeout, an APITimeoutError
is thrown.
Note that requests that time out are retried twice by default.
Advanced
Logging
We use the standard library logging
module.
You can enable logging by setting the environment variable EDGEN_LOG
to debug
.
$ export EDGEN_LOG=debug
How to tell whether None
means null
or missing
In an API response, a field may be explicitly null
, or missing entirely; in either case, its value is None
in this library. You can differentiate the two cases with .model_fields_set
:
if response.my_field is None:
if 'my_field' not in response.model_fields_set:
print('Got json like {}, without a "my_field" key present at all.')
else:
print('Got json like {"my_field": null}.')
Accessing raw response data (e.g. headers)
The "raw" Response object can be accessed by prefixing .with_raw_response.
to any HTTP method call.
from edgen import Edgen
client = Edgen()
response = client.chat.completions.with_raw_response.create(
messages=[{
"role": "user",
"content": "Say this is a test",
}],
model="ignore",
)
print(response.headers.get('X-My-Header'))
completion = response.parse() # get the object that `chat.completions.create()` would have returned
print(completion)
These methods return an APIResponse
object.
Configuring the HTTP client
You can directly override the httpx client to customize it for your use case, including:
- Support for proxies
- Custom transports
- Additional advanced functionality
import httpx
from edgen import Edgen
client = Edgen(
# Or use the `EDGEN_BASE_URL` env var
base_url="http://my.test.server.example.com:8083",
http_client=httpx.Client(
proxies="http://my.test.proxy.example.com",
transport=httpx.HTTPTransport(local_address="0.0.0.0"),
),
)
Versioning
This package generally follows SemVer conventions.
Requirements
Python 3.7 or higher.
Tests
The tests are based on pytest with the pytest-asyncio, anyio, Faker and respx plugins.
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