uzu-quant-kit / scripts /merge_calibration_groups.py
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#!/usr/bin/env python3
"""Validate and merge layer-grouped YAQA calibration NPZ files."""
from __future__ import annotations
import argparse
import os
import re
from pathlib import Path
import numpy as np
GROUP_RE = re.compile(r"group-(\d+)-(\d+)\.npz$")
LAYER_RE = re.compile(r"/\[(\d+)\]/")
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser()
parser.add_argument("--output", type=Path, required=True)
parser.add_argument("--layers", type=int, required=True)
parser.add_argument("--group-size", type=int, default=4)
parser.add_argument("inputs", nargs="+", type=Path)
return parser.parse_args()
def main() -> None:
args = parse_args()
expected = []
for start in range(0, args.layers, args.group_size):
end = min(start + args.group_size, args.layers)
expected.append((start, end))
seen_ranges: dict[tuple[int, int], Path] = {}
merged: dict[str, np.ndarray] = {}
covered_layers: set[int] = set()
for path in args.inputs:
match = GROUP_RE.search(path.name)
if not match:
raise SystemExit(f"unexpected group filename: {path}")
start, end = int(match.group(1)), int(match.group(2))
if (start, end) in seen_ranges:
raise SystemExit(f"duplicate group {start}-{end}: {seen_ranges[(start, end)]} and {path}")
seen_ranges[(start, end)] = path
with np.load(path) as data:
keys = [key for key in data.files if key != "__meta__"]
if not keys:
raise SystemExit(f"empty group: {path}")
for key in keys:
layer_match = LAYER_RE.search(key)
if not layer_match:
raise SystemExit(f"key has no layer index: {key} in {path}")
layer = int(layer_match.group(1))
if not (start <= layer < end):
raise SystemExit(f"key {key} outside group {start}-{end} in {path}")
if key in merged:
raise SystemExit(f"duplicate calibration key: {key}")
merged[key] = data[key]
covered_layers.add(layer)
missing_groups = [f"{start}-{end}" for start, end in expected if (start, end) not in seen_ranges]
if missing_groups:
raise SystemExit(f"missing groups: {missing_groups}")
missing_layers = sorted(set(range(args.layers)) - covered_layers)
if missing_layers:
raise SystemExit(f"missing layers: {missing_layers}")
args.output.parent.mkdir(parents=True, exist_ok=True)
tmp = args.output.with_name(args.output.name + ".tmp.npz")
np.savez(tmp, **merged)
os.replace(tmp, args.output)
print(
f"merged {len(seen_ranges)} groups / {len(merged)} arrays / "
f"{len(covered_layers)} layers -> {args.output}"
)
if __name__ == "__main__":
main()