"""Example 6 — use the official OpenAI SDK against the server.

The whole point of the server is OpenAI compatibility: point any OpenAI client at
it and existing code works unchanged.

Install the SDK first:

    pip install openai

Start the server in another terminal:

    python app.py

Then run this from the project root:

    python examples/06_server_openai_sdk.py
"""

from openai import OpenAI

# Point base_url at the server. api_key is required by the SDK but ignored here.
client = OpenAI(base_url="http://localhost:8000/v1", api_key="unused")

completion = client.chat.completions.create(
    # model picks WHICH model answers: deepseek-chat (fast) or deepseek-expert
    # (stronger, slower). thinking (DeepThink) and search (web) are independent
    # toggles; they ride in extra_body, since they're outside OpenAI's schema.
    model="deepseek-expert",
    messages=[{"role": "system", "content" : "You are a helpful agent who always replies in Hindi"}, {"role": "user", "content": "what is better macbook or framework."}],
    extra_body={"thinking": True, "search": True, "conversation_id" : "320ab157-cf58-4074-9869-27dc1bcccf78:2"},   # also: "search": True for web search
)
print(completion.choices[0].message.content)

# conversation_id is outside OpenAI's schema, so the SDK keeps it in model_extra.
extra = getattr(completion, "model_extra", None) or {}
cid = extra.get("conversation_id")
print("conversation_id:", cid)

# To continue that conversation, send the id back via extra_body too:
#
#   client.chat.completions.create(
#       model="deepseek-expert",
#       messages=[{"role": "user", "content": "What's my name?"}],
#       extra_body={"conversation_id": cid, "thinking": True},
#   )