FINDING #4495 · UNIT ID 1286966024
PogChamper/dfine-cpp
C++/TensorRT inference runtime for the D-FINE object detector: explicit-deform export (+10.5 AP on TRT), strongly-typed FP16, single-cudaGraphLaunch frozen pipeline, C ABI + Python bindings
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
81% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S6 · OWNER HAS ALMOST NO FOLLOWERS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
11.86
ACCEL
-4.36
RETENTION
23.1%
PEAK 2026-07-10 · FORK-RETENTION 0.0% · 83 STARS / WINDOW
Author Audience
AUDIENCE
12
FOLLOWERS
2
OWNER ★
103
Engagement Signals
FORKS
14
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 83 / 83 (DIVERSITY 1.00)
Why This Is A Finding
PogChamper/dfine-cpp собрал 83 звёзд за окно, тогда как у автора всего 2 подписчиков — эффективная аудитория ≈ 12. Это даёт surprise-индекс 0.23 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 35% OF 6892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 35%
VELOCITY11.864.14+7.71ABOVE 78%
RETENTION23.1%40.6%-17.5 PPABOVE 27%
FORKS1489-75ABOVE 12%
SURPRISE0.230.01+0.22ABOVE 98%