intura-ai 0.0.3.5

Intelligent Research and Experimentation AI for LLM experimentation production.

Intura-AI: Intelligent Research and Experimentation AI

intura-ai is a Python package designed to streamline LLM experimentation and production. It provides tools for logging LLM usage and managing experiment predictions, with seamless LangChain compatibility.

Dashboard: dashboard.intura.co

Features

• Experiment Prediction:
  • ChatModelExperiment: Facilitates the selection and execution of LangChain models based on experiment configurations.
• LangChain Compatibility:
  • Designed to integrate smoothly with LangChain workflows.

Installation

pip install intura-ai

Usage

Initialization

Before using intura-ai, you need to initialize the client with your API key.

import os
from intura_ai.client import intura_initialization

INTURA_API_KEY = "..."
intura_initialization(INTURA_API_KEY)

Experiment Prediction

Use ChatModelExperiment to fetch and execute pre-configured LangChain models.

from intura_ai.experiments import ChatModelExperiment

EXPERIMENT_ID = "..."
client = ChatModelExperiment(EXPERIMENT_ID)

choiced_model, model_config, chat_prompts = client.build(
    features={
        "user_id": "Rama12345", 
        "membership": "FREE", 
        "employment_type": "FULL_TIME",
        "feature_x": "your custom features"
    }
)
chat_prompts.append(('human', 'give me today quote for programmer'))

print(client.choiced_model) # Your choiced model for instance: claude-3-5-sonnet-20240620

# Set api_key as environment 
import os

os.environ["GOOGLE_API_KEY"] = "xxx"
os.environ["ANTHROPIC_API_KEY"] = "xxx"
os.environ["DEEPSEEK_API_KEY"] = "xxx"
os.environ["OPENAI_API_KEY"] = "xxx"

model = choiced_model(**model_config)

# Or set api_key as params

model = choiced_model(**model_config, api_key="<YOUR_API_KEY>")

# Inference

model.invoke(chat_prompts)

Contributing

Contributions are welcome! Please feel free to submit pull requests or open issues for bug reports or feature requests.

License

This project is licensed under the MIT License.