import os, subprocess, shutil, json, re, orjson, requests
from pathlib import Path
import math
from faster_whisper import WhisperModel

MEILI_URL = os.getenv("MEILI_URL", "http://meili:7700")
MEILI_KEY = os.getenv("MEILI_KEY", "")
LIB = Path(os.getenv("LIBRARY_ROOT", "/library"))
TRN = Path(os.getenv("TRANSCRIPT_ROOT", "/transcripts"))
TMP = Path(os.getenv("TMP_ROOT", "/tmpdl"))
MODEL_NAME = os.getenv("WHISPER_MODEL","large-v3")
COMPUTE = os.getenv("WHISPER_PRECISION","int8")
WHISPER_LANGUAGE = os.getenv("WHISPER_LANGUAGE", "auto").strip()

OWUI_URL = os.getenv("OPENWEBUI_URL", "").rstrip("/")
OWUI_KEY = os.getenv("OPENWEBUI_API_KEY", "")
OWUI_KB  = os.getenv("OPENWEBUI_KB_NAME", "Homelab Library")

TRN.mkdir(parents=True, exist_ok=True)
LIB.mkdir(parents=True, exist_ok=True)
TMP.mkdir(parents=True, exist_ok=True)

# Lazy Whisper model loader so the worker can start even if model download/setup is slow
_model = None

def get_model():
    global _model
    if _model is None:
        _model = WhisperModel(MODEL_NAME, compute_type=COMPUTE)
    return _model

def log(feed):
    try:
        with open(TRN / "_feed.log", "a", encoding="utf-8") as f:
            f.write(orjson.dumps(feed).decode()+"\n")
    except Exception:
        pass

def sanitize(name):
    return re.sub(r'[\\/:"*?<>|]+', ' ', name).strip()

def yt_dlp(url, outdir):
    # 1) Normalize YouTube Music URLs to standard YouTube
    yurl = url
    if 'music.youtube.com' in yurl:
        yurl = yurl.replace('music.youtube.com', 'www.youtube.com')

    outtmpl = str(outdir / "%(uploader)s/%(upload_date)s - %(title)s.%(ext)s")

    base_cmd = [
        "yt-dlp", "-o", outtmpl,
        "-f", "bv*+ba/best",
        "-x", "--audio-format", "m4a",
        "--write-thumbnail",
        "--no-playlist", "--no-warnings", "--restrict-filenames",
    ]

    # 3) Optional cookies (set YTDLP_COOKIES=/path/to/cookies.txt in .env and mount it)
    cookies_path = os.getenv("YTDLP_COOKIES", "").strip()
    if cookies_path:
        base_cmd += ["--cookies", cookies_path]

    # Primary attempt
    try:
        subprocess.check_call(base_cmd + [yurl])
    except subprocess.CalledProcessError:
        # 2) Retry with Android client + mobile UA
        retry_cmd = base_cmd + [
            "--extractor-args", "youtube:player_client=android",
            "--user-agent", "Mozilla/5.0 (Linux; Android 10; SM-G973F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/122.0 Mobile Safari/537.36",
            yurl,
        ]
        subprocess.check_call(retry_cmd)

    media = (list(outdir.rglob("*.[mM][pP]4")) +
             list(outdir.rglob("*.mkv")) +
             list(outdir.rglob("*.m4a")) +
             list(outdir.rglob("*.mp3")))
    return sorted(media, key=lambda p: p.stat().st_mtime)[-1:]

def extract_audio(src: Path, outdir: Path) -> Path:
    """Extract mono 16kHz WAV for robust transcription (handles odd containers/codecs)."""
    outdir.mkdir(parents=True, exist_ok=True)
    wav_path = outdir / (src.stem + ".wav")
    # Force audio-only, mono, 16kHz WAV
    cmd = [
        "ffmpeg", "-nostdin", "-y",
        "-i", str(src),
        "-vn", "-ac", "1", "-ar", "16000",
        "-f", "wav", str(wav_path),
    ]
    try:
        subprocess.check_output(cmd, stderr=subprocess.STDOUT)
    except subprocess.CalledProcessError as e:
        raise RuntimeError(f"ffmpeg extract failed: {e.output.decode(errors='ignore')}")
    return wav_path

def media_duration_seconds(path: Path) -> float:
    """Return duration in seconds using ffprobe; fallback to 0.0 on error."""
    try:
        out = subprocess.check_output([
            "ffprobe", "-v", "error", "-show_entries", "format=duration",
            "-of", "default=nokey=1:noprint_wrappers=1", str(path)
        ], stderr=subprocess.STDOUT, text=True).strip()
        return float(out) if out else 0.0
    except Exception:
        return 0.0

def transcribe(media_path: Path):
    model = get_model()
    # 1) Robustly extract audio to 16k mono WAV (fixes pyAV/webm edge cases)
    wav = extract_audio(media_path, TMP)

    # 2) Language
    lang = None if WHISPER_LANGUAGE.lower() == "auto" else WHISPER_LANGUAGE

    # 3) Transcribe
    segments, info = model.transcribe(str(wav), vad_filter=True, language=lang)

    title = media_path.stem
    base = TRN / title

    # Determine duration for progress; use extracted WAV (accurate for transcription input)
    dur = media_duration_seconds(wav) or 0.0
    last_pct = -1

    segs, text_parts = [], []
    for s in segments:
        seg = {"start": s.start, "end": s.end, "text": s.text}
        segs.append(seg)
        text_parts.append(s.text)
        # progress logging every +5%
        if dur > 0 and s.end is not None:
            pct = int(min(100, max(0, (s.end / dur) * 100)))
            if pct >= last_pct + 5:
                log({
                    "status": "transcribing",
                    "path": str(media_path),
                    "title": title,
                    "progress": pct
                })
                last_pct = pct
    # ensure we mark 100% on completion
    if last_pct < 100:
        log({"status": "transcribing", "path": str(media_path), "title": title, "progress": 100})

    txt = " ".join(text_parts).strip()

    # Write transcript artifacts
    open(base.with_suffix(".json"), "wb").write(orjson.dumps({
        "file": str(media_path),
        "language": info.language,
        "segments": segs
    }))
    open(base.with_suffix(".txt"), "w", encoding="utf-8").write(txt)

    def fmt_ts(t):
        h=int(t//3600); m=int((t%3600)//60); s=t-(h*3600+m*60)
        return f"{h:02}:{m:02}:{s:06.3f}".replace('.',',')

    with open(base.with_suffix(".srt"), "w", encoding="utf-8") as srt:
        for i,s in enumerate(segs,1):
            srt.write(f"{i}\n{fmt_ts(s['start'])} --> {fmt_ts(s['end'])}\n{s['text'].strip()}\n\n")

    with open(base.with_suffix(".vtt"), "w", encoding="utf-8") as vtt:
        vtt.write("WEBVTT\n\n")
        for s in segs:
            vtt.write(f"{fmt_ts(s['start']).replace(',', '.')} --> {fmt_ts(s['end']).replace(',', '.')} \n{s['text'].strip()}\n\n")

    # 4) Copy SRT next to media for Plex (language-suffixed)
    try:
        lang_code = (info.language or (WHISPER_LANGUAGE if WHISPER_LANGUAGE.lower() != 'auto' else 'en')).lower()
        srt_src = base.with_suffix(".srt")
        srt_dst = media_path.with_suffix(f".{lang_code}.srt")
        shutil.copy2(srt_src, srt_dst)
    except Exception as e:
        print(f"[post] could not copy srt -> {srt_dst}: {e}", flush=True)

    # Optional: cleanup temporary WAV
    try:
        if wav.exists():
            wav.unlink()
    except Exception:
        pass

    return base

def index_meili(json_path: Path):
    doc = json.loads(open(json_path, "r", encoding="utf-8").read())
    title = Path(doc["file"]).stem
    date = re.findall(r"\b(\d{8})\b", title)
    payload = {
        "id": title,
        "type": "podcast",
        "title": title,
        "date": date[0] if date else "",
        "source": str(Path(LIB, Path(doc["file"]).name)),
        "text": " ".join(s["text"] for s in doc.get("segments", [])),
        "segments": doc.get("segments", []),
        "meta": {"language": doc.get("language", "")}
    }
    import time
    for attempt in range(5):
        try:
            r = requests.post(
                f"{MEILI_URL}/indexes/library/documents",
                headers={"Authorization": f"Bearer {MEILI_KEY}", "Content-Type":"application/json"},
                data=orjson.dumps(payload),
                timeout=15,
            )
            r.raise_for_status()
            break
        except Exception:
            if attempt == 4:
                raise
            time.sleep(2 * (attempt + 1))

import tldextract, trafilatura, requests as _requests

def slugify(text):
    text = re.sub(r'[^A-Za-z0-9\-._ ]+', '', text).strip().replace(' ', '_')
    return text[:120] or 'page'

def save_web_snapshot(url: str):
    r = _requests.get(url, timeout=30, headers={"User-Agent":"Mozilla/5.0"})
    r.raise_for_status()
    html = r.text
    downloaded = trafilatura.load_html(html, url=url)
    text = trafilatura.extract(downloaded, include_comments=False, include_images=False, with_metadata=True) or ""
    meta = trafilatura.metadata.extract_metadata(downloaded) or None
    title = (meta.title if meta and getattr(meta, 'title', None) else None) or (re.search(r'<title[^>]*>(.*?)</title>', html, re.I|re.S).group(1).strip() if re.search(r'<title[^>]*>(.*?)</title>', html, re.I|re.S) else url)
    date = (meta.date if meta and getattr(meta, 'date', None) else "")
    parts = tldextract.extract(url)
    domain = ".".join([p for p in [parts.domain, parts.suffix] if p])
    slug = slugify(title)
    outdir = LIB / "web" / domain
    outdir.mkdir(parents=True, exist_ok=True)
    base = outdir / slug
    open(base.with_suffix(".html"), "w", encoding="utf-8", errors="ignore").write(html)
    open(base.with_suffix(".txt"), "w", encoding="utf-8", errors="ignore").write(text)
    return base, title, domain, date, text

def index_web(base: Path, title: str, domain: str, date: str, text: str, url: str):
    payload = {
        "id": f"web:{domain}:{base.stem}",
        "type": "web",
        "title": title,
        "date": re.sub(r'[^0-9]', '', date)[:8] if date else "",
        "source": f"file://{str(base.with_suffix('.html'))}",
        "text": text,
        "segments": [],
        "meta": {"url": url, "domain": domain}
    }
    r = requests.post(f"{MEILI_URL}/indexes/library/documents",
                      headers={"Authorization": f"Bearer {MEILI_KEY}", "Content-Type":"application/json"},
                      data=orjson.dumps(payload))
    r.raise_for_status()

def is_media_url(url: str):
    lowered = url.lower()
    media_hosts = ["youtube.com","youtu.be","rumble.com","vimeo.com","soundcloud.com","spotify.com","podbean.com","buzzsprout.com"]
    return any(h in lowered for h in media_hosts)

def owui_headers():
    return {"Authorization": f"Bearer {OWUI_KEY}"} if OWUI_KEY else {}

def owui_get_or_create_kb():
    if not OWUI_URL or not OWUI_KEY:
        return None
    try:
        r = requests.get(f"{OWUI_URL}/api/v1/knowledge/list", headers=owui_headers(), timeout=15)
        r.raise_for_status()
        for kb in r.json().get("data", []):
            if kb.get("name") == OWUI_KB:
                return kb["id"]
    except Exception:
        pass
    r = requests.post(
        f"{OWUI_URL}/api/v1/knowledge/create",
        headers={**owui_headers(), "Content-Type": "application/json"},
        data=orjson.dumps({"name": OWUI_KB, "description": "All local content indexed by podx"}),
        timeout=15,
    )
    r.raise_for_status()
    return r.json()["data"]["id"]

def owui_upload_and_attach(path: Path, kb_id: str):
    with open(path, "rb") as f:
        r = requests.post(f"{OWUI_URL}/api/v1/files/", headers=owui_headers(), files={"file": (path.name, f)}, timeout=60*10)
    r.raise_for_status()
    file_id = r.json()["data"]["id"]
    r = requests.post(
        f"{OWUI_URL}/api/v1/knowledge/{kb_id}/file/add",
        headers={**owui_headers(), "Content-Type": "application/json"},
        data=orjson.dumps({"file_id": file_id}),
        timeout=60,
    )
    r.raise_for_status()
    return True

def publish_to_openwebui(paths):
    if not OWUI_URL or not OWUI_KEY:
        return
    try:
        kb_id = owui_get_or_create_kb()
        for p in paths:
            p = Path(p)
            if not p.exists():
                continue
            try:
                owui_upload_and_attach(p, kb_id)
            except Exception as e:
                log({"url": str(p), "status": "owui_error", "error": str(e)})
    except Exception as e:
        log({"status": "owui_error", "error": str(e)})

def handle_local_file(path_str: str):
    """Transcribe & index a local media file that already exists in /library.
    Safe to call repeatedly; it skips if transcript JSON already exists.
    """
    try:
        p = Path(path_str)
        if not p.exists():
            log({"url": path_str, "status": "error", "error": "file_not_found"})
            return
        title = p.stem
        base_json = TRN / f"{title}.json"
        if base_json.exists():
            log({"url": path_str, "status": "skip", "reason": "already_transcribed"})
            return
        info = {"url": path_str, "status": "transcribing", "title": title, "uploader": p.parent.name, "date": "", "path": str(p), "progress": 0}
        log(info)
        base = transcribe(p)
        index_meili(base.with_suffix(".json"))
        publish_to_openwebui([base.with_suffix(".txt")])
        log({**info, **{"status": "done"}})
    except Exception as e:
        log({"url": path_str, "status": "error", "error": str(e)})
        raise

def handle_web(url: str):
    info = {"url": url, "status":"web-downloading", "title":"", "uploader":"", "date":"", "path":""}
    log(info)
    base, title, domain, date, text = save_web_snapshot(url)
    info.update({"title": title, "uploader": domain, "date": date, "path": str(base.with_suffix('.html'))})
    log({**info, **{"status":"web-indexing"}})
    index_web(base, title, domain, date, text, url)
    push = [p for p in [base.with_suffix('.txt'), base.with_suffix('.html')] if p.exists()]
    publish_to_openwebui(push)
    log({**info, **{"status":"done"}})

def handle_url(url: str):
    try:
        # If a local file path (or file:// URL) is provided, process it directly
        if url.startswith("file://"):
            return handle_local_file(url[7:])
        if url.startswith("/") and Path(url).exists():
            return handle_local_file(url)

        if not is_media_url(url):
            handle_web(url)
            return
        info = {"url": url, "status":"queued", "title":"", "uploader":"", "date":"", "path":""}
        log({**info, **{"status":"downloading"}})
        files = yt_dlp(url, TMP)
        for f in files:
            parts = f.relative_to(TMP).parts
            uploader = sanitize(parts[0]) if len(parts)>1 else "Unknown"
            dest_dir = LIB / uploader
            dest_dir.mkdir(parents=True, exist_ok=True)
            dest = dest_dir / sanitize(f.name)
            shutil.move(str(f), dest)
            info.update({"title": dest.stem, "uploader": uploader,
                         "date": (re.findall(r"\b(\d{8})\b", dest.stem)[0] if re.findall(r"\b(\d{8})\b", dest.stem) else ""),
                         "path": str(dest)})
            log({**info, **{"status":"transcribing", "progress": 0}})
            base = transcribe(dest)
            index_meili(base.with_suffix(".json"))
            publish_to_openwebui([base.with_suffix(".txt")])
            log({**info, **{"status":"done"}})
    except Exception as e:
        log({"url": url, "status":"error", "error": str(e)})
        raise