Files
morpheus-docs/rag/test_embeddings.py
T
claude fda572f59e feat: port template upgrades (citations, eval, chunking, nomic prefixes)
mcp 2.x already on origin/main (#10). Does not change BM25-first
search_docs — n=6 is too small to flip the default.

- Numbered [1] citations via docs_mcp/format.py
- Eval P@1 + JSONL sidecar + eval.pvalue + eval.trace
- Heading-recursive chunker, keep chunk-0 and MAX_CHARS=4000
- Nomic prefixes at embed time only; stored text unprefixed

Closes #12
2026-09-30 08:33:12 -04:00

42 lines
1.3 KiB
Python

"""Prefix helpers — no Ollama, no Chroma."""
from __future__ import annotations
import unittest
from rag.embeddings import apply_prefix, embed_texts
class FakeEmbedder:
def __init__(self) -> None:
self.seen: list[str] = []
def __call__(self, texts: list[str]) -> list[list[float]]:
self.seen.extend(texts)
return [[0.0, 1.0] for _ in texts]
class PrefixTests(unittest.TestCase):
def test_index_sends_doc_prefix_keeps_raw_text(self) -> None:
fake = FakeEmbedder()
raw = ["hello"]
vecs = embed_texts(raw, prefix="search_document: ", ef=fake)
self.assertEqual(fake.seen, ["search_document: hello"])
self.assertEqual(raw, ["hello"]) # caller storage unchanged
self.assertEqual(len(vecs), 1)
def test_query_sends_query_prefix(self) -> None:
fake = FakeEmbedder()
embed_texts(["q"], prefix="search_query: ", ef=fake)
self.assertEqual(fake.seen, ["search_query: q"])
self.assertNotIn("q", fake.seen)
def test_empty_prefix_is_raw(self) -> None:
self.assertEqual(apply_prefix("hello", ""), "hello")
fake = FakeEmbedder()
embed_texts(["hello"], prefix="", ef=fake)
self.assertEqual(fake.seen, ["hello"])
if __name__ == "__main__":
unittest.main()