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Download scripts/dedup/v2_compare.py from SciLM/MaterialsSaddles: direct link, hf CLI and curl.
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https://huggingface.co/datasets/SciLM/MaterialsSaddles/resolve/main/scripts/dedup/v2_compare.py
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hf download hf://datasets/SciLM/MaterialsSaddles/scripts/dedup/v2_compare.py
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curl -L -o v2_compare.py https://huggingface.co/datasets/SciLM/MaterialsSaddles/resolve/main/scripts/dedup/v2_compare.py
1.67 kB
| """v2 step 2: compare two indexes (v2_index.py output) row by row, keyed on ms_id. | |
| Checks: same ms_id set, no ms_id twice, identical geometry hash for every ms_id, identical data.info hash, and | |
| energy/forces present and finite in the first index. usage: v2_compare.py <index_A (SciLM)> <index_B (original)> [subset,...]""" | |
| import glob, sys, numpy as np | |
| from collections import Counter | |
| A, B = sys.argv[1], sys.argv[2]; subs = sys.argv[3].split(",") if len(sys.argv) > 3 else ["lemat", "mp20bat", "oc20", "oc22"] | |
| def load(d, s): | |
| Z = [np.load(f) for f in sorted(glob.glob(f"{d}/{s}__*.npz"))] | |
| cat = lambda k: np.concatenate([z[k] for z in Z]) | |
| ms, g, i, fl = cat("ms"), cat("geom"), cat("info"), cat("flags"); o = np.argsort(ms, kind="stable") | |
| return ms[o], g[o], i[o], fl[o], len(Z) | |
| ok = True | |
| for s in subs: | |
| ma, ga, ia, fa, na = load(A, s); mb, gb, ib, fb, nb = load(B, s) | |
| dupA, dupB = int((np.diff(ma) == 0).sum()), int((np.diff(mb) == 0).sum()) | |
| same = np.array_equal(ma, mb) | |
| print(f"{s}: A {len(ma)} rows / {na} shards, B {len(mb)} rows / {nb} shards; ms_id sets equal {same}; repeated ms_id A {dupA} B {dupB}") | |
| if not same: ok = False; print(" only in A", len(np.setdiff1d(ma, mb)), " only in B", len(np.setdiff1d(mb, ma))); continue | |
| gd, idf = int((ga != gb).sum()), int((ia != ib).sum()) | |
| print(f" geometry differs {gd}; info differs {idf}; A energy present {fa[:,0].mean():.6f} forces present {fa[:,1].mean():.6f} " | |
| f"energy finite {fa[:,2].mean():.6f} forces finite {fa[:,3].mean():.6f}; B energy present {fb[:,0].mean():.6f}") | |
| ok &= gd == 0 and dupA == 0 | |
| print("ALL OK" if ok else "*** MISMATCH ***") | |