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| # /// script | |
| # requires-python = ">=3.11" | |
| # dependencies = ["pyarrow", "numpy", "fsspec"] | |
| # /// | |
| """Exercise load_column() against a synthetic local mirror of the saturate output | |
| shape, including the failure it exists to catch (a NULL inside a vector).""" | |
| import importlib.util, os, shutil, sys | |
| import numpy as np, pyarrow as pa, pyarrow.parquet as pq | |
| import fsspec | |
| spec = importlib.util.spec_from_file_location("m", "merge_embeddings.py") | |
| m = importlib.util.module_from_spec(spec); spec.loader.exec_module(m) | |
| ROOT = "/tmp/fake_emb" | |
| DIM = m.DIM | |
| def build(poison=False, err_row=False): | |
| shutil.rmtree(ROOT, ignore_errors=True) | |
| d = f"{ROOT}/datasets/davanstrien/prelinger-moments-emb-caption/data" | |
| os.makedirs(d) | |
| rng = np.random.default_rng(1) | |
| ids_all = [f"film@{i}.0" for i in range(70)] | |
| recs = [] | |
| for b in range(0, 70, 32): | |
| chunk = ids_all[b:b+32] | |
| vecs = rng.normal(size=(len(chunk), DIM)).tolist() | |
| if poison and b == 0: | |
| vecs[0][5] = None | |
| recs.append({"id": f"b-{chunk[0]}", "ids": chunk, | |
| "embeddings": vecs, "n_texts": len(chunk), | |
| "prompt_tokens": 100, "error": None}) | |
| if err_row: | |
| recs.append({"id": "b-boom", "ids": None, "embeddings": None, | |
| "n_texts": None, "prompt_tokens": None, "error": "502"}) | |
| pq.write_table(pa.Table.from_pylist(recs), f"{d}/part-0.parquet") | |
| fs = fsspec.filesystem("file") | |
| class Local: # stand in for HfFileSystem: same glob/open, rooted at ROOT | |
| def glob(self, p): return sorted(fs.glob(f"{ROOT}/{p}")) | |
| def open(self, p, mode): return fs.open(p, mode) | |
| build() | |
| ids, vecs, rep = m.load_column(Local(), "caption") | |
| print("clean:", rep, vecs.shape, vecs.dtype) | |
| assert len(ids) == 70 and vecs.shape == (70, DIM) | |
| build(err_row=True) | |
| ids, vecs, rep = m.load_column(Local(), "caption") | |
| print("with error row:", rep, vecs.shape) | |
| assert rep["error_rows"] == 1 and len(ids) == 70 | |
| build(poison=True) | |
| try: | |
| m.load_column(Local(), "caption") | |
| print("POISON NOT CAUGHT — bug") | |
| sys.exit(1) | |
| except SystemExit as e: | |
| print("poison caught:", str(e)[:90]) | |
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