claude
205fcfd7ef
mcp 2.x is already on origin/main. This ports the rest of docs-mcp-template #12–#16 without replacing HVM's BM25-first search_docs path. - Numbered [1] citations via docs_mcp/format.py - Eval P@1 + JSONL sidecar + eval.pvalue - Heading-recursive chunker, keep chunk-0 and MAX_CHARS=4000 - Nomic prefixes at embed time only; stored text unprefixed Closes #15
42 lines
1.3 KiB
Python
42 lines
1.3 KiB
Python
"""Prefix helpers — no Ollama, no Chroma."""
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from __future__ import annotations
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import unittest
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from rag.embeddings import apply_prefix, embed_texts
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class FakeEmbedder:
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def __init__(self) -> None:
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self.seen: list[str] = []
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def __call__(self, texts: list[str]) -> list[list[float]]:
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self.seen.extend(texts)
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return [[0.0, 1.0] for _ in texts]
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class PrefixTests(unittest.TestCase):
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def test_index_sends_doc_prefix_keeps_raw_text(self) -> None:
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fake = FakeEmbedder()
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raw = ["hello"]
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vecs = embed_texts(raw, prefix="search_document: ", ef=fake)
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self.assertEqual(fake.seen, ["search_document: hello"])
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self.assertEqual(raw, ["hello"]) # caller storage unchanged
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self.assertEqual(len(vecs), 1)
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def test_query_sends_query_prefix(self) -> None:
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fake = FakeEmbedder()
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embed_texts(["q"], prefix="search_query: ", ef=fake)
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self.assertEqual(fake.seen, ["search_query: q"])
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self.assertNotIn("q", fake.seen)
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def test_empty_prefix_is_raw(self) -> None:
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self.assertEqual(apply_prefix("hello", ""), "hello")
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fake = FakeEmbedder()
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embed_texts(["hello"], prefix="", ef=fake)
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self.assertEqual(fake.seen, ["hello"])
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if __name__ == "__main__":
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unittest.main()
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