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chore: import upstream snapshot with attribution
2026-07-13 12:03:20 +08:00

66 lines
2.4 KiB
Python

"""Phase 2 (#1171): TextCrusher fast extractive compressor.
Validates the core contract: extractive (no invented words), deterministic,
actually compresses, suppresses near-duplicates, and preferentially keeps
query-relevant segments. End-to-end answer-quality vs kompress is validated
separately via headroom/evals before defaulting it on.
"""
from __future__ import annotations
from headroom.transforms.text_crusher import TextCrusher, TextCrusherConfig
def _doc(n: int = 40) -> str:
return " ".join(
f"Sentence number {i} describes a distinct topic {i} in some detail." for i in range(n)
)
def test_extractive_invents_no_new_words():
content = _doc()
r = TextCrusher().compress(content, target_ratio=0.5)
orig_words = set(content.split())
assert set(r.compressed.split()) <= orig_words
def test_deterministic():
content = _doc()
a = TextCrusher().compress(content, target_ratio=0.4).compressed
b = TextCrusher().compress(content, target_ratio=0.4).compressed
assert a == b
def test_actually_compresses_large_text():
r = TextCrusher().compress(_doc(60), target_ratio=0.3)
assert r.compressed_tokens < r.original_tokens
assert r.compression_ratio < 0.6
def test_passthrough_when_too_few_segments():
content = "one thing. two thing. three thing." # < min_segments_for_crush (6)
r = TextCrusher().compress(content)
assert r.compressed == content
assert r.compression_ratio == 1.0
def test_near_duplicates_suppressed():
dup = "The quick brown fox jumps over the very lazy dog today."
uniques = [f"A unique fact about item {i} stated plainly here." for i in range(8)]
content = "\n".join([dup] * 10 + uniques)
r = TextCrusher(TextCrusherConfig(near_dup_threshold=0.8)).compress(content, target_ratio=0.9)
# The duplicated sentence must not be kept 10 times.
assert r.compressed.count("quick brown fox") <= 2
def test_relevance_keeps_query_relevant_segment():
filler = [f"Filler line number {i} with generic words and padding here." for i in range(30)]
needle = "The authentication token expires after thirty minutes of inactivity."
content = "\n".join(filler[:15] + [needle] + filler[15:])
r = TextCrusher().compress(
content,
context="how long until the authentication token expires",
target_ratio=0.2,
)
assert "authentication token expires" in r.compressed