From f25727a6fabf6d3ec3551de40296931b9606e5d2 Mon Sep 17 00:00:00 2001
From: Zedong Peng <peng_zedong@126.com>
Date: Mon, 9 Mar 2026 13:36:54 -0400
Subject: [PATCH 1/3] fix reduced costs typo in python binding

---
 python_bindings/_core_bindings.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python_bindings/_core_bindings.cpp b/python_bindings/_core_bindings.cpp
index 0329d96..f46924f 100644
--- a/python_bindings/_core_bindings.cpp
+++ b/python_bindings/_core_bindings.cpp
@@ -543,7 +543,7 @@ static py::dict solve_once(py::object A,
         auto xb = x.request(), yb = y.request(), rcb = rc.request();
         std::memcpy(xb.ptr, res->primal_solution, sizeof(double) * n_out);
         std::memcpy(yb.ptr, res->dual_solution, sizeof(double) * m_out);
-        std::memcpy(rcb.ptr, res->reduced_costs, sizeof(double) * n_out);
+        std::memcpy(rcb.ptr, res->reduced_cost, sizeof(double) * n_out);
     }
     // build info dict
     py::dict info;

From 03572ad30ff69f5fa0ea09bfa8b50f27bdb947e2 Mon Sep 17 00:00:00 2001
From: ZedongPeng <peng_zedong@126.com>
Date: Mon, 9 Mar 2026 14:07:22 -0400
Subject: [PATCH 2/3] fix windows DLL failure

---
 pyproject.toml                 |  2 +-
 python_bindings/CMakeLists.txt | 23 +++++++++++++++++------
 2 files changed, 18 insertions(+), 7 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9275d41..9e402ff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ dependencies = ["numpy>=1.21", "scipy>=1.8"]
 
 [tool.scikit-build]
 build-dir = "build/{wheel_tag}"
-cmake.version = ">=3.20"
+cmake.version = ">=3.21"
 cmake.build-type = "Release"
 wheel.packages = ["python/cupdlpx"]
 sdist.include = ["tests/**", "pyproject.toml", "README.md", "LICENSE"]
diff --git a/python_bindings/CMakeLists.txt b/python_bindings/CMakeLists.txt
index 691ed12..bdf56bf 100644
--- a/python_bindings/CMakeLists.txt
+++ b/python_bindings/CMakeLists.txt
@@ -1,6 +1,6 @@
 # python_bindings/CMakeLists.txt
 
-cmake_minimum_required(VERSION 3.20)
+cmake_minimum_required(VERSION 3.21)
 
 # sources
 set(PYBIND_SOURCES ${CMAKE_CURRENT_SOURCE_DIR}/_core_bindings.cpp)
@@ -13,11 +13,13 @@ target_link_libraries(_cupdlpx_core PRIVATE
 )
 
 # set rpath so that the module can find the shared libraries at runtime
-set_target_properties(_cupdlpx_core PROPERTIES
-  BUILD_WITH_INSTALL_RPATH TRUE
-  INSTALL_RPATH "$ORIGIN/../lib"
-  BUILD_RPATH   "$ORIGIN/../lib"
-)
+if(NOT WIN32)
+  set_target_properties(_cupdlpx_core PROPERTIES
+    BUILD_WITH_INSTALL_RPATH TRUE
+    INSTALL_RPATH "$ORIGIN/../lib"
+    BUILD_RPATH   "$ORIGIN/../lib"
+  )
+endif()
 
 # better error messages from pybind11
 target_compile_definitions(_cupdlpx_core PRIVATE PYBIND11_DETAILED_ERROR_MESSAGES=1)
@@ -34,3 +36,12 @@ install(TARGETS _cupdlpx_core
   RUNTIME DESTINATION cupdlpx
   ARCHIVE DESTINATION cupdlpx
 )
+
+if(WIN32)
+  # Install runtime DLL dependencies next to the extension module so Python can
+  # resolve them without additional os.add_dll_directory(...) calls.
+  install(FILES $<TARGET_RUNTIME_DLLS:_cupdlpx_core>
+    DESTINATION cupdlpx
+    OPTIONAL
+  )
+endif()

From f000257d1cf1073a8453c73ab0369d32d88deac3 Mon Sep 17 00:00:00 2001
From: ZedongPeng <peng_zedong@126.com>
Date: Mon, 9 Mar 2026 21:42:30 -0400
Subject: [PATCH 3/3] update

---
 python/cupdlpx/__init__.py | 13 ++++++++++++-
 1 file changed, 12 insertions(+), 1 deletion(-)

diff --git a/python/cupdlpx/__init__.py b/python/cupdlpx/__init__.py
index 6d280e4..20bb776 100644
--- a/python/cupdlpx/__init__.py
+++ b/python/cupdlpx/__init__.py
@@ -12,6 +12,17 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import os
+import platform
+
+# Windows only: register CUDA bin for dependent DLL loading.
+if platform.system() == "Windows":
+    cuda_path = os.environ.get("CUDA_PATH")
+    if cuda_path:
+        bin_path = os.path.join(cuda_path, "bin")
+        if os.path.isdir(bin_path):
+            os.add_dll_directory(bin_path)
+
 from .model import Model
 from . import PDLP
 
@@ -23,4 +34,4 @@
 try:
     __version__ = version("cupdlpx")
 except PackageNotFoundError:
-    __version__ = "0.0.0"
\ No newline at end of file
+    __version__ = "0.0.0"