Monitoring

npm install openai

from hamming import Hamming, ClientOptions, GenerationParams
from openai import OpenAI

HAMMING_API_KEY = "<your-secret-key>"
OPENAI_API_KEY = "<your-openai-key>"

openai_client = OpenAI(api_key=OPENAI_API_KEY)
hamming = Hamming(ClientOptions(api_key=HAMMING_API_KEY))

hamming.monitoring.start()
trace = hamming.tracing


def run():
    question = "What is the capital of France?"
    print("Question:", question)

    with hamming.monitoring.start_item() as item:
        item.set_input({"question": question})
        response = openai_client.chat.completions.create(
            model="gpt-3.5-turbo",
            messages=[{"role": "user", "content": question}],
            max_tokens=1000,
            temperature=0.7,
        )
        answer = response.choices[0].message.content
        trace.log_generation(
            GenerationParams(
                input=question,
                output=answer,
                metadata=GenerationParams.Metadata(
                    provider="openai",
                    model="gpt-3.5-turbo",
                    max_tokens=1000,
                    temperature=0.7,
                    error=False,
                ),
            ),
        )
        print("Answer:", answer)
        item.set_output({"answer": answer})


if __name__ == "__main__":
    run()

pip install openai

python ai-app.py