faster calibration curve generation

jellyfin intergration

CMakeLists.txt

@@ -86,6 +86,16 @@ FetchContent_Declare(
 )
 FetchContent_MakeAvailable(nlohmann_json)
 
+# nanobind (Python bindings for the sae_embed module)
+find_package(Python 3.8 COMPONENTS Interpreter Development.Module REQUIRED)
+FetchContent_Declare(
+    nanobind
+    GIT_REPOSITORY https://github.com/wjakob/nanobind.git
+    GIT_TAG        v2.4.0
+    GIT_SHALLOW    TRUE
+)
+FetchContent_MakeAvailable(nanobind)
+
 # ── Model paths ───────────────────────────────────────────────────────────────
 set(SAE_MODELS_DIR "${CMAKE_SOURCE_DIR}/models"
     CACHE PATH "Directory containing ONNX model files")
@@ -120,6 +130,15 @@ target_link_libraries(embed_faces PRIVATE
 )
 target_compile_definitions(embed_faces PRIVATE SAE_MODELS_DIR="${SAE_MODELS_DIR}")
 
+# ── sae_embed — Python module: load SCRFD+ArcFace once, embed many images ───
+nanobind_add_module(sae_embed src/python_bindings.cpp)
+target_include_directories(sae_embed PRIVATE src)
+target_link_libraries(sae_embed PRIVATE
+    ${OpenCV_LIBS}
+    onnxruntime
+)
+target_compile_definitions(sae_embed PRIVATE SAE_MODELS_DIR="${SAE_MODELS_DIR}")
+
 # ── analyze — main analysis binary ───────────────────────────────────────────
 add_executable(scene_analyze src/main.cpp)
 target_link_libraries(scene_analyze PRIVATE sae_gallery)