diff --git a/third_party/tsl/third_party/mkl_dnn/mkldnn_v1.BUILD b/third_party/tsl/third_party/mkl_dnn/mkldnn_v1.BUILD
index 214f9f7b369b66..0bdfebb2cdabe2 100644
--- a/third_party/tsl/third_party/mkl_dnn/mkldnn_v1.BUILD
+++ b/third_party/tsl/third_party/mkl_dnn/mkldnn_v1.BUILD
@@ -6,13 +6,16 @@ exports_files(["LICENSE"])
 
 _CMAKE_COMMON_LIST = {
     "#cmakedefine DNNL_GPU_RUNTIME DNNL_RUNTIME_${DNNL_GPU_RUNTIME}": "#define DNNL_GPU_RUNTIME DNNL_RUNTIME_NONE",
+    "#cmakedefine DNNL_GPU_VENDOR DNNL_VENDOR_${DNNL_GPU_VENDOR}": "#define DNNL_VENDOR_NONE",
     "#cmakedefine DNNL_USE_RT_OBJECTS_IN_PRIMITIVE_CACHE": "#undef DNNL_USE_RT_OBJECTS_IN_PRIMITIVE_CACHE",
     "#cmakedefine DNNL_WITH_SYCL": "#undef DNNL_WITH_SYCL",
+    "#cmakedefine DNNL_SYCL_GENERIC": "#define DNNL_SYCL_GENERIC 1",
     "#cmakedefine DNNL_WITH_LEVEL_ZERO": "#undef DNNL_WITH_LEVEL_ZERO",
     "#cmakedefine DNNL_SYCL_CUDA": "#undef DNNL_SYCL_CUDA",
     "#cmakedefine DNNL_SYCL_HIP": "#undef DNNL_SYCL_HIP",
     "#cmakedefine DNNL_ENABLE_STACK_CHECKER": "#undef DNNL_ENABLE_STACK_CHECKER",
     "#cmakedefine ONEDNN_BUILD_GRAPH": "#define ONEDNN_BUILD_GRAPH",
+    "#cmakedefine DNNL_DISABLE_GPU_REF_KERNELS": "#define DNNL_DISABLE_GPU_REF_KERNELS 0",
     "#cmakedefine DNNL_EXPERIMENTAL_SPARSE": "#define DNNL_EXPERIMENTAL_SPARSE",
     "#cmakedefine DNNL_EXPERIMENTAL": "#undef DNNL_EXPERIMENTAL",
     "#cmakedefine01 BUILD_TRAINING": "#define BUILD_TRAINING 1",
@@ -51,6 +54,7 @@ _CMAKE_COMMON_LIST = {
     "#cmakedefine01 BUILD_PRIMITIVE_GPU_ISA_ALL": "#define BUILD_PRIMITIVE_GPU_ISA_ALL 0",
     "#cmakedefine01 BUILD_GEN9": "#define BUILD_GEN9 0",
     "#cmakedefine01 BUILD_GEN11": "#define BUILD_GEN11 0",
+    "#cmakedefine01 BUILD_SDPA": "#define BUILD_SDPA 1",
     "#cmakedefine01 BUILD_XE2": "#define BUILD_XE2 0",
     "#cmakedefine01 BUILD_XELP": "#define BUILD_XELP 0",
     "#cmakedefine01 BUILD_XEHPG": "#define BUILD_XEHPG 0",
@@ -94,13 +98,21 @@ expand_template(
     out = "include/oneapi/dnnl/dnnl_version.h",
     substitutions = {
         "@DNNL_VERSION_MAJOR@": "3",
-        "@DNNL_VERSION_MINOR@": "5",
+        "@DNNL_VERSION_MINOR@": "6",
         "@DNNL_VERSION_PATCH@": "0",
-        "@DNNL_VERSION_HASH@": "N/A",
     },
     template = "include/oneapi/dnnl/dnnl_version.h.in",
 )
 
+expand_template(
+    name = "dnnl_version_hash_h",
+    out = "include/oneapi/dnnl/dnnl_version_hash.h",
+    substitutions = {
+        "@DNNL_VERSION_HASH@": "N/A",
+    },
+    template = "include/oneapi/dnnl/dnnl_version_hash.h.in",
+)
+
 _COPTS_LIST = select({
     "@xla//xla/tsl:windows": [],
     "//conditions:default": ["-fexceptions"],
@@ -143,6 +155,7 @@ _TEXTUAL_HDRS_LIST = glob([
 ]) + [
     ":dnnl_config_h",
     ":dnnl_version_h",
+    ":dnnl_version_hash_h",
 ]
 
 # Large autogen files take too long time to compile with usual optimization
@@ -186,6 +199,7 @@ cc_library(
             "src/cpu/aarch64/**",
             "src/cpu/rv64/**",
             "src/cpu/x64/gemm/**/*_kern_autogen.cpp",
+            "src/cpu/sycl/**",
         ],
     ),
     copts = _COPTS_LIST,