Datasets:
Download scripts/merge_calibration_groups.py from yamahei21/uzu-quant-kit: direct link, hf CLI and curl.
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- Download file 2.87 kB
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https://huggingface.co/datasets/yamahei21/uzu-quant-kit/resolve/main/scripts/merge_calibration_groups.py
- Command line
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hf download hf://datasets/yamahei21/uzu-quant-kit/scripts/merge_calibration_groups.py
-
curl -L -o merge_calibration_groups.py https://huggingface.co/datasets/yamahei21/uzu-quant-kit/resolve/main/scripts/merge_calibration_groups.py
2.87 kB
| #!/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() | |