GomParam-v1 / scripts /generate_reproducibility.py
Nikame Agent
feat: add comprehensive statistical, validation, and diagnostic scripts
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"""
generate_reproducibility.py
===========================
Generates a reproducibility manifest for GomParam-v1.
"""
import datetime
import hashlib
import json
import subprocess
import sys
from pathlib import Path
OUT_DIR = Path("/mnt/data/projects/GomParam-v1/results")
OUT_DIR.mkdir(parents=True, exist_ok=True)
DATA_DIR = Path("/mnt/data/projects/GomParam-v1/data")
def get_git_commit():
try:
return subprocess.check_output(["git", "rev-parse", "HEAD"]).decode("utf-8").strip()
except Exception:
return "unknown"
def get_package_versions():
try:
reqs = subprocess.check_output(["pip", "freeze"]).decode("utf-8").splitlines()
packages = ["transformers", "torch", "datasets", "numpy", "scipy", "accelerate"]
versions = {}
for r in reqs:
for p in packages:
if r.startswith(f"{p}=="):
versions[p] = r.split("==")[1]
return versions
except Exception:
return {}
def compute_dataset_hash():
"""Compute SHA256 of all JSON files combined."""
hasher = hashlib.sha256()
for f in sorted(DATA_DIR.glob("*.json")):
with open(f, "rb") as bf:
hasher.update(bf.read())
return hasher.hexdigest()
manifest = {
"dataset_name": "GomParam-v1",
"dataset_version": "1.0",
"dataset_sha256": compute_dataset_hash(),
"hf_dataset_revision": "main",
"evaluation_commit_hash": get_git_commit(),
"python_version": sys.version.split()[0],
"package_versions": get_package_versions(),
"evaluation_timestamp": datetime.datetime.now(datetime.timezone.utc).isoformat(),
"random_seeds": {
"bootstrap": 42,
"option_shuffle": 42
}
}
out_file = OUT_DIR / "reproducibility.json"
with open(out_file, "w") as f:
json.dump(manifest, f, indent=2)
print(f"Reproducibility manifest generated: {out_file}")