hev/reranker on GitHub
- Stars
- 11
- Forks
- 0
- Language
- Python
- License
- Apache-2.0
- Last push
- 17 Sep 2026
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How it uses Jev
ids = {f"D{j:02d}": i for j, i in enumerate(idx)}
state = {"query": query, "documents": {k: _doc_state(documents[i]) for k, i in ids.items()}}
questions = {k: Noul(instructions=p["question"].format(id=k), criteria=p["criteria"]) for k in ids}
r = client.system_one(state=state, questions=questions, model=model)
return [(ids[k], float(r.answers[k].noul)) for k in ids]
batches = list(_chunk(documents, max_docs_per_call, max_state_chars))
if len(batches) == 1:
scored = score_batch(batches[0])
else:
with ThreadPoolExecutor(concurrency) as ex:
scored = [s for part in ex.map(score_batch, batches) for s in part]
results = [RerankResult(i, s, documents[i]) for i, s in scored]
if threshold is not None:PrimitivesNoul
