"""Letter readout extracted from the audited local analysis/letter_readout.py."""
import math,time

LETTERS = [chr(65 + i) for i in range(26)] + [chr(97 + i) for i in range(26)]

def prompt_for(state, instructions, options):
    lines = "\n".join(f"[{LETTERS[i]}] {k}: {d}" for i, (k, d) in enumerate(options))
    return (
        f"State:\n{state}\n\nQuestion: {instructions}\nOptions:\n{lines}\n\n"
        "Answer with the letter of the best option only."
    )

def letter_logprobs(choice, n):
    content = (choice.get("logprobs") or {}).get("content") or []
    if not content:
        return {}, choice.get("message", {}).get("content"), None
    top = content[0].get("top_logprobs") or []
    found = {}
    for item in top:
        token = item.get("token") or ""
        key = token if token in LETTERS else token.strip()
        if key in LETTERS and (key not in found or token in LETTERS):
            found[key] = item.get("logprob")
    return found, content[0].get("token"), content[0].get("logprob")

def readout(client, state, instructions, options, scale=1.1, request_options=None):
    body = {
        "model": "qwen",
        "messages": [{"role": "user", "content": prompt_for(state, instructions, options)}],
        "max_tokens": 1,
        "temperature": 0,
        "logprobs": True,
        "top_logprobs": max(40, len(options)),
        "chat_template_kwargs": {"enable_thinking": False},
    }
    if request_options:
        body.update(request_options)
    t0 = time.perf_counter()
    resp = client.post("/v1/chat/completions", body)
    dt = time.perf_counter() - t0
    choice = resp["choices"][0]
    found, first_token, first_lp = letter_logprobs(choice, len(options))
    raw = [found.get(LETTERS[i], -30.0) for i in range(len(options))]
    missing = [LETTERS[i] for i in range(len(options)) if LETTERS[i] not in found]
    scaled = [v / scale for v in raw]
    m = max(scaled)
    exps = [math.exp(v - m) for v in scaled]
    z = sum(exps)
    probs = [v / z for v in exps]
    order = sorted(range(len(options)), key=lambda i: probs[i], reverse=True)
    usage = resp.get("usage") or {}
    timings = resp.get("timings") or {}
    return {
        "probs": [
            {"key": options[i][0], "letter": LETTERS[i], "p": probs[i], "logprob": raw[i]}
            for i in order
        ],
        "argmax": options[order[0]][0],
        "first_token": first_token,
        "first_logprob": first_lp,
        "missing_letters": missing,
        "seconds": dt,
        "prompt_tokens": usage.get("prompt_tokens"),
        "cached_prompt_tokens": (usage.get("prompt_tokens_details") or {}).get("cached_tokens"),
        "timings": timings,
    }