"""Read one sample from a shard with nothing but the standard library, safetensors and zstd. python examples/read_one_sample.py data/validation/validation-00000-of-00001.tar """ import io import json import sys import tarfile import zstandard from safetensors.numpy import load as st_load COMPRESSED = {"mesh.safetensors", "queries.safetensors", "visibility.safetensors", "meta.json"} def members_of_first_sample(tar_path): """The tar is written so a sample's members are always adjacent.""" with tarfile.open(tar_path, "r:") as tf: key, out = None, {} for m in tf: if not m.isfile(): continue k = m.name.rsplit("/", 1)[-1].split(".", 1)[0] if key is None: key = k if k != key: break name = m.name.rsplit("/", 1)[-1][len(k) + 1:] out[name] = tf.extractfile(m).read() return key, out def decode(name, blob): if name.endswith(".zst"): blob, name = zstandard.ZstdDecompressor().decompress(blob), name[:-4] if name == "meta.json": return json.loads(blob) if name.endswith(".safetensors"): return st_load(blob) return blob # a PNG, still encoded if __name__ == "__main__": uid, raw = members_of_first_sample(sys.argv[1]) payload = {} for name, blob in raw.items(): clean = name[:-4] if name.endswith(".zst") else name payload[clean] = decode(name, blob) print(f"uid {uid}") mesh, q = payload["mesh.safetensors"], payload["queries.safetensors"] print(f" faces {mesh['faces'].shape[0]:,} vertices {mesh['vertices'].shape[0]:,}") for fam in ("xatlas", "smart_uv", "partial"): valid = (q[f"{fam}_valid_mask"] > 0).mean() print(f" {fam:9s} texture {q[f'{fam}_gt_texture'].shape} " f"valid {valid:.1%}") vis = payload["visibility.safetensors"]["xatlas_vis"] print(f" visibility {vis.shape} visible texels per view " f"{[int((vis[i] == 2).sum()) for i in range(vis.shape[0])]}") views = [k for k in payload if k.endswith(".png")] print(f" views {sorted(views)}") meta = payload["meta.json"] print(f" release {meta.get('release_version')} schema {meta.get('schema_version')}")