Download rebalance_streams.py from espnet/Bagpiper_TTS_SFT_Data_ESPnet: direct link, hf CLI and curl.
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| #!/usr/bin/env python3 | |
| """Split only unconverted work, retaining each parent's audio and row state.""" | |
| import argparse | |
| from collections import Counter | |
| from datetime import datetime, timezone | |
| import json | |
| from pathlib import Path | |
| import sqlite3 | |
| def main(): | |
| parser = argparse.ArgumentParser(description=__doc__) | |
| parser.add_argument("--root", type=Path, required=True) | |
| parser.add_argument("--max-shards", type=int, default=160) | |
| args = parser.parse_args() | |
| root = args.root | |
| plan_path = root / "STREAM_PLAN.json" | |
| old_plan = json.loads(plan_path.read_text()) | |
| aggregate = sqlite3.connect(root / "conversion.sqlite3") | |
| done = {path for (path,) in aggregate.execute("SELECT path FROM shards")} | |
| aggregate.close() | |
| inventory = json.loads((root / "SOURCE_MANIFEST.json").read_text())["shards"] | |
| assert Counter(x for s in old_plan for x in s["paths"]) == Counter( | |
| r["path"] for r in inventory | |
| ) | |
| assert not ( | |
| root / "STREAM_PLAN.before-rebalance.json" | |
| ).exists(), "Already rebalanced" | |
| new_plan = [] | |
| for stream in old_plan: | |
| converted = [p for p in stream["paths"] if p in done] | |
| remaining = [p for p in stream["paths"] if p not in done] | |
| if converted: | |
| new_plan.append(dict(stream, paths=converted)) | |
| source = sqlite3.connect(root / f"conversion-{stream['stream_id']}.sqlite3") | |
| for index in range(0, len(remaining), args.max_shards): | |
| name = f"{stream['stream_id']}-resume{index // args.max_shards:02}" | |
| destination = root / f"conversion-{name}.sqlite3" | |
| assert ( | |
| not destination.exists() | |
| ), f"Unexpected existing stream: {destination}" | |
| state = sqlite3.connect(destination) | |
| source.backup(state) | |
| state.close() | |
| new_plan.append( | |
| dict( | |
| partition=stream["partition"], | |
| stream_id=name, | |
| paths=remaining[index : index + args.max_shards], | |
| parent_stream=stream["stream_id"], | |
| ) | |
| ) | |
| source.close() | |
| assert Counter(x for s in new_plan for x in s["paths"]) == Counter( | |
| r["path"] for r in inventory | |
| ) | |
| plan_path.replace(root / "STREAM_PLAN.before-rebalance.json") | |
| plan_path.write_text(json.dumps(new_plan, indent=2) + "\n") | |
| (root / "REBALANCE.json").write_text( | |
| json.dumps( | |
| dict( | |
| created_at=datetime.now(timezone.utc).isoformat(), | |
| original_streams=len(old_plan), | |
| new_streams=len(new_plan), | |
| completed_shards=len(done), | |
| remaining_shards=len(inventory) - len(done), | |
| max_shards_per_new_stream=args.max_shards, | |
| state_copied_before_scheduling=True, | |
| ), | |
| indent=2, | |
| ) | |
| + "\n" | |
| ) | |
| print((root / "REBALANCE.json").read_text()) | |
| if __name__ == "__main__": | |
| main() | |