Not Diamond ¬◇

from notdiamond import NotDiamond

import weave
weave.init('notdiamond-quickstart')

client = NotDiamond()
session_id, provider = client.chat.completions.model_select(
    messages=[
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "Concisely explain merge sort."}
    ],
    model=['openai/gpt-4o', 'anthropic/claude-3-5-sonnet-20240620']
)

print("LLM called: ", provider.provider)  # openai, anthropic 등
print("Provider model: ", provider.model) # gpt-4o, claude-3-5-sonnet-20240620 등

from weave.flow.eval import EvaluationResults
from weave.integrations.notdiamond.custom_router import train_router

# gpt-4o와 Claude 3.5 Sonnet에 대한 Evaluation 구축
evaluation = weave.Evaluation(...)
gpt_4o = weave.Model(...)
sonnet = weave.Model(...)

model_evals = {
    'openai/gpt-4o': evaluation.get_eval_results(gpt_4o),
    'anthropic/claude-3-5-sonnet-20240620': evaluation.get_eval_results(sonnet),
}
preference_id = train_router(
    model_evals=model_evals,
    prompt_column="prompt",
    response_column="actual",
    language="en",
    maximize=True,
)

from notdiamond import NotDiamond
client = NotDiamond()

import weave
weave.init('notdiamond-quickstart')

session_id, provider = client.chat.completions.model_select(
    messages=[
        {"role": "system", "content": "You are a helpful assistant."},
        {"role": "user", "content": "Concisely explain merge sort."}
    ],
    model=['openai/gpt-4o', 'anthropic/claude-3-5-sonnet-20240620'],

    # 이 preference ID를 전달하면 맞춤형 라우터를 재사용합니다
    preference_id=preference_id
)

print("LLM called: ", provider.provider)  # openai, anthropic 등
print("Provider model: ", provider.model) # gpt-4o, claude-3-5-sonnet-20240620 등