Aita agent

Aita agent is an AI agent that runs on LLM (Large Language Model), and can be used to ask questions in natural language. Aita agent can also use tools (refer to Aita tool) to let agent to run on various data APIs such as Pandas, Pyarrow, Spark, Pytorch etc.

Models

Aita model providers are inspired by jupyter-ai-magic, and currently supported models are:

Provider	Provider ID	Environment variable(s)	Python package(s)
AI21	ai21	AI21_API_KEY	ai21
Anthropic	anthropic	ANTHROPIC_API_KEY	langchain-anthropic
Anthropic (playground)	anthropic-playground	ANTHROPIC_API_KEY	langchain-anthropic
Bedrock	bedrock	N/A	boto3
Bedrock (playground)	bedrock-playground	N/A	boto3
Cohere	cohere	COHERE_API_KEY	cohere
ERNIE-Bot	qianfan	QIANFAN_AK, QIANFAN_SK	qianfan
Gemini	gemini	GOOGLE_API_KEY	langchain-google-genai
GPT4All	gpt4all	N/A	gpt4all
Hugging Face Hub	huggingface_hub	HUGGINGFACEHUB_API_TOKEN	huggingface_hub, ipywidgets, pillow
NVIDIA	nvidia-playground	NVIDIA_API_KEY	langchain_nvidia_ai_endpoints
OpenAI	openai	OPENAI_API_KEY	langchain-openai
OpenAI (playground)	openai-playground	OPENAI_API_KEY	langchain-openai
SageMaker	sagemaker-endpoint	N/A	boto3

Example

python

from aita.agent.pandas import PandasAgent
import pandas as pd

df = pd.DataFrame({
    'customer_id': [1, 2, 3, 4, 5],
    'purchase_amount': [100, 200, 300, 400, 500]
})
sql_agent = PandasAgent(df, "gpt-3.5-turbo")

print(sql_agent.stream("I want to get the top customers which making the most purchases"))

Agents

Currently supported agents are:

• PythonAgent

• SqlAgent

• PandasAgent

• PyarrowAgent

• SparkAgent