import logging

import httpx

from app.config import settings

logger = logging.getLogger(__name__)

OPENROUTER_BASE = "https://openrouter.ai/api/v1"
EMBEDDING_MODEL = settings.openrouter_embedding_model
IS_NVIDIA = "nvidia" in EMBEDDING_MODEL

_client: httpx.AsyncClient | None = None


def get_client() -> httpx.AsyncClient:
    global _client
    if _client is None:
        kwargs: dict = {
            "base_url": OPENROUTER_BASE,
            "headers": {
                "Authorization": f"Bearer {settings.openrouter_api_key}",
                "Content-Type": "application/json",
            },
            "timeout": 30,
        }
        if settings.proxy_url:
            proxy = settings.proxy_url
            if not proxy.startswith(("http://", "https://")):
                proxy = "http://" + proxy
            if settings.proxy_login and settings.proxy_pass:
                proxy = proxy.replace("://", f"://{settings.proxy_login}:{settings.proxy_pass}@")
            kwargs["proxy"] = proxy
        _client = httpx.AsyncClient(**kwargs)
    return _client


def _prefix_text(text: str, prefix: str) -> str:
    if IS_NVIDIA:
        return f"{prefix}: {text}"
    return text


async def embed_texts(texts: list[str]) -> list[list[float]]:
    prefixed = [_prefix_text(t, "passage") for t in texts]
    client = get_client()
    response = await client.post(
        "/embeddings",
        json={"model": EMBEDDING_MODEL, "input": prefixed},
    )
    data = response.json()
    if not data.get("data"):
        logger.error("Empty embedding response: %s", data)
        return [[0.0] * 2048 for _ in texts]
    return [item["embedding"] for item in data["data"]]


async def embed_query(text: str) -> list[float]:
    prefixed = _prefix_text(text, "query")
    client = get_client()
    response = await client.post(
        "/embeddings",
        json={"model": EMBEDDING_MODEL, "input": [prefixed]},
    )
    data = response.json()
    if not data.get("data"):
        logger.error("Empty embedding response for query: %s", data)
        return [0.0] * 2048
    return data["data"][0]["embedding"]