main/pipeline/translate_pack.py

"""Batch translation driver: English_JSON -> translations/<lang>/ review records.

Stage 1 (translate): every translatable string through TranslateGemma.
Stage 2 (tone): dialogue lines of mapped characters through the Ollama tone
model using the character's voice wiki.

One review record file is written per source file, mirroring the pack layout.
Runs are resumable: existing records are merged by item key and only missing
work is done. Repeated strings hit a shared translation cache.

Usage:
    python -m pipeline.translate_pack                       # full run, both stages
    python -m pipeline.translate_pack --filter "Filler Chats/Brad"
    python -m pipeline.translate_pack --stage translate     # stage 1 only
    python -m pipeline.translate_pack --limit 5             # first 5 files
    python -m pipeline.translate_pack --dry-run             # plan only, no LLM calls
"""

import argparse
import json
import sys
import time
from pathlib import Path

sys.path.insert(0, str(Path(__file__).parent.parent))
import config
from pipeline import clients
from pipeline.dialogue_map import build_dialogue_map, display_name, load_wiki
from pipeline.rules import iter_translatable, key_to_str

SAVE_EVERY = 25  # persist record/cache after this many new translations
CONTEXT_LINES = 2  # preceding source lines passed to the tone model


def load_record(record_path: Path) -> dict:
    if record_path.exists():
        return json.loads(record_path.read_text(encoding="utf-8"))
    return {}


def save_json(path: Path, data: dict) -> None:
    path.parent.mkdir(parents=True, exist_ok=True)
    path.write_text(json.dumps(data, indent=2, ensure_ascii=False), encoding="utf-8")


def build_items(data, rel: str, char_id: str | None, existing: dict) -> list[dict]:
    """Fresh item list from the source file, merged with prior record state."""
    prior = {item["key"]: item for item in existing.get("items", [])}
    items = []
    for found in iter_translatable(data, rel):
        key = key_to_str(found.path)
        old = prior.get(key)
        if old and old["source"] == found.source:
            items.append(old)
            continue
        items.append(
            {
                "key": key,
                "path": list(found.path),
                "source": found.source,
                "kind": found.kind,
                "character": char_id if found.kind == "dialogue" else None,
                "mt": None,
                "toned": None,
                "status": "pending",
                "final": None,
            }
        )
    return items


def run_translate_stage(record: dict, record_path: Path, cache: dict) -> int:
    done = 0
    for item in record["items"]:
        if item["mt"] is not None:
            continue
        cached = cache.get(item["source"])
        if cached is not None:
            item["mt"] = cached
        else:
            item["mt"] = clients.translate(item["source"])
            cache[item["source"]] = item["mt"]
            done += 1
            if done % SAVE_EVERY == 0:
                save_json(record_path, record)
                save_json(config.CACHE_PATH, cache)
    return done


def run_tone_stage(record: dict, record_path: Path) -> int:
    char_id = record.get("character")
    if not char_id:
        return 0
    wiki = load_wiki(char_id)
    name = display_name(char_id)
    sources = [item["source"] for item in record["items"]]

    done = 0
    for i, item in enumerate(record["items"]):
        if item["kind"] != "dialogue" or item["toned"] is not None or item["mt"] is None:
            continue
        context = sources[max(0, i - CONTEXT_LINES) : i]
        item["toned"] = clients.adjust_tone(item["source"], item["mt"], wiki, name, context)
        done += 1
        if done % SAVE_EVERY == 0:
            save_json(record_path, record)
    return done


def needs_work(record: dict, stage: str) -> bool:
    for item in record.get("items", []):
        if stage in ("translate", "all") and item["mt"] is None:
            return True
        if (
            stage in ("tone", "all")
            and item["kind"] == "dialogue"
            and record.get("character")
            and item["mt"] is not None
            and item["toned"] is None
        ):
            return True
    return False


def main() -> None:
    parser = argparse.ArgumentParser(description=__doc__.split("\n")[0])
    parser.add_argument("--filter", default="", help="only files whose path contains this substring")
    parser.add_argument("--limit", type=int, default=0, help="max number of files to process")
    parser.add_argument("--stage", choices=["translate", "tone", "all"], default="all")
    parser.add_argument("--dry-run", action="store_true", help="report planned work, no LLM calls")
    args = parser.parse_args()
    sys.stdout.reconfigure(line_buffering=True)

    dmap = build_dialogue_map()
    cache = json.loads(config.CACHE_PATH.read_text(encoding="utf-8")) if config.CACHE_PATH.exists() else {}

    source_files = sorted(config.SOURCE_DIR.rglob("*.json"))
    processed = 0
    totals = {"translated": 0, "toned": 0, "files": 0}

    try:
        for source_file in source_files:
            rel = str(source_file.relative_to(config.SOURCE_DIR))
            if args.filter and args.filter not in rel:
                continue
            if args.limit and processed >= args.limit:
                break

            data = json.loads(source_file.read_text(encoding="utf-8"))
            char_id = dmap.get(rel)
            record_path = config.TRANSLATIONS_DIR / rel
            record = load_record(record_path)
            record = {
                "file": rel,
                "character": char_id,
                "items": build_items(data, rel, char_id, record),
            }
            if not record["items"]:
                continue
            processed += 1
            if not needs_work(record, args.stage):
                continue

            pending_mt = sum(1 for i in record["items"] if i["mt"] is None)
            pending_tone = sum(
                1
                for i in record["items"]
                if i["kind"] == "dialogue" and char_id and i["toned"] is None
            )
            print(f"[{rel}] strings={len(record['items'])} mt-pending={pending_mt} "
                  f"tone-pending={pending_tone if char_id else 0}"
                  + (f" character={char_id}" if char_id else ""))
            if args.dry_run:
                continue

            started = time.monotonic()
            if args.stage in ("translate", "all"):
                totals["translated"] += run_translate_stage(record, record_path, cache)
            if args.stage in ("tone", "all"):
                totals["toned"] += run_tone_stage(record, record_path)
            save_json(record_path, record)
            save_json(config.CACHE_PATH, cache)
            totals["files"] += 1
            print(f"  done in {time.monotonic() - started:.0f}s")
    except KeyboardInterrupt:
        print("\nInterrupted - progress saved; rerun to resume.")
        sys.exit(130)

    print(
        f"Finished: {totals['files']} file(s) updated, "
        f"{totals['translated']} new translations, {totals['toned']} tone passes."
    )


if __name__ == "__main__":
    main()