diff --git a/internal/backends/python/pypi_map.override.go b/internal/backends/python/pypi_map.override.go
index cf2cb120..b3466317 100644
--- a/internal/backends/python/pypi_map.override.go
+++ b/internal/backends/python/pypi_map.override.go
@@ -8,7 +8,7 @@ var moduleToPypiPackageOverride = map[string]string{
 	"nvd3":         "python-nvd3",         // not popular enough 6th in popularity
 	"requirements": "requirements-parser", // popular rlbot depends on it, but doesn't supply requires_dist
 	"base62":       "pybase62",            // it was overridden by base-62 which wins due to name match but is less popular by far
-	"faiss":        "faiss-cpu",
-	"graphics":     "graphics.py", // this package is popular, but the module doesn't match the package name https://anh.cs.luc.edu/python/hands-on/3.1/handsonHtml/graphics.html#a-graphics-introduction
-	"replit.ai":    "replit-ai",   // Replit's AI package
+	"faiss":        "faiss-cpu",           // faiss is offered as precompiled wheels, faiss-cpu and faiss-gpu.
+	"graphics":     "graphics.py",         // this package is popular, but the module doesn't match the package name https://anh.cs.luc.edu/python/hands-on/3.1/handsonHtml/graphics.html#a-graphics-introduction
+	"replit.ai":    "replit-ai",           // Replit's AI package
 }