Refactor CUDA library regex patterns for Windows environments to sear…

…ch for nvidia libraries

onnxruntime/__init__.py

@@ -98,25 +98,30 @@
     if platform.system() == "Windows":  #
         # Define the list of DLL patterns
         cuda_libs = (
-            "cublas.dll",
-            "cudnn.dll",
-            "cudart.dll",
-            "nvrtc.dll",
-            "cufft.dll",
-            "curand.dll",
-            "nvJitLink.dll",
+            "cublas",
+            "cudnn",
+            "cudart",
+            "nvrtc",
+            "cufft",
+            "curand",
+            "nvJitLink",
         )
-        # Convert patterns to regex with case-insensitivity
-        pattern_regex = {pattern: re.compile(rf"^{re.escape(pattern)}$", re.IGNORECASE) for pattern in cuda_libs}
+        # Construct a regex pattern for each library name with optional parts
+        # Pattern explanation:
+        # - `libname`: Match the base library name (e.g., "cudart")
+        # - `(?:64)?`: Optionally match "64"
+        # - `(?:_\d+)*`: Match zero or more occurrences of "_n" where "n" is one or more digits
+        # - `.dll$`: End with ".dll" ignoring case
+        lib_pattern = {lib: re.compile(rf"{lib}(?:64)?(?:_\d+)*\.dll$", re.IGNORECASE) for lib in cuda_libs}
         # Collect all directories under site-packages/nvidia that contain .dll files (for Windows)
         for root, _, files in os.walk(nvidia_path):
             # Add the current directory to the DLL search path
 
             with os.add_dll_directory(root):
                 # Find all .dll files in the current directory
                 for file in files:
-                    for regex in pattern_regex.items().values():
-                        if regex.match(file):
+                    for pattern in lib_pattern.items().values():
+                        if pattern.match(file):
                             dll_path = os.path.join(root, file)
                             _ = ctypes.CDLL(dll_path)
     elif platform.system() == "Linux":
@@ -132,13 +137,13 @@
         )
 
         # Regular expression to match .so files with optional versioning (e.g., .so, .so.1, .so.2.3)
-        pattern_regex = {pattern: re.compile(rf"{re.escape(pattern)}(\.\d+)*$", re.IGNORECASE) for pattern in cuda_libs}
+        lib_pattern = {pattern: re.compile(rf"{re.escape(pattern)}(\.\d+)*$", re.IGNORECASE) for pattern in cuda_libs}
 
         # Traverse the directory and subdirectories
         for root, _, files in os.walk(nvidia_path):
             for file in files:
                 # Check if the file matches the .so pattern
-                for regex in pattern_regex.items().values():
+                for regex in lib_pattern.items().values():
                     if regex.match(file):  # Check if the file matches the pattern
                         so_path = os.path.join(root, file)
                         _ = ctypes.CDLL(so_path)