Checkpoint-AI Python SDK
Project description
Checkpoint-AI Python-SDK
chkptai
is a Python library that acts as a proxy to OpenAI's API, enhancing the standard functionalities with custom processing logic for signal collection. The library allows users to interact with OpenAI services in a reliable way and seamlessly collect signals from their customers.
Features
- Proxy Client: Wraps OpenAI API client methods to introduce custom behaviors.
- Chat Completions: Modifies chat completion responses to include additional validation and processing.
- Image Generation: Enhances image generation results with custom validation.
- Feedback Integration: Directly send feedback to Checkpoint-AI's services for model alignment.
Installation
You can install chkptai
using pip:
pip install chkptai
Usage
To use chkptai, you will need to instantiate a ChkptAI object with your API key. Here's how to start interacting with OpenAI's API through chkptai:
from chkptai import ChkptAI
API_KEY = "CHKPTAI_API_KEY"
chkptai = ChkptAI(API_KEY)
completion = chkptai.client.chat.completions.create(
model="gpt-3.5-turbo",
messages=[
{"role": "user", "content": "Hello!"}
],
top_logprobs=2
)
print(completion.choices[0].message)
Sending Feedback
You can also send feedback directly to the Checkpoint-AI platform using the feedback method:
from chkptai import ChkptAI
API_KEY = "CHKPTAI_API_KEY"
chkptai = ChkptAI(API_KEY)
completion = client.chat.completions.create(
model="gpt-3.5-turbo",
messages=[
{"role": "user", "content": "Hello!"}
],
logprobs=True,
top_logprobs=2
)
chkptAI.send_feedback(completion, "like", 1, 0)
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