diff --git a/aarch64_linux/aarch64_wheel_ci_build.py b/aarch64_linux/aarch64_wheel_ci_build.py
index 3b772847c..2c37de8ef 100755
--- a/aarch64_linux/aarch64_wheel_ci_build.py
+++ b/aarch64_linux/aarch64_wheel_ci_build.py
@@ -108,6 +108,9 @@ def parse_arguments():
     # work around to fix Raspberry pie crash
     print("Applying mkl-dnn patch to fix readdir crash")
     os.system("cd /pytorch/third_party/ideep/mkl-dnn && patch -p1 < /builder/mkldnn_fix/aarch64-fix-readdir-crash.patch")
+    # patch acl inner product to accelerate torch.compile() path
+    print("Applying mkl-dnn patch to acl inner product")
+    os.system("cd /pytorch/third_party/ideep/mkl-dnn && patch -p1 < /builder/mkldnn_fix/cpu-aarch64-add-sbgemm-fp32-input-and-bf16-weights-ip.patch")
     os.system(f"cd /pytorch; {build_vars} python3 setup.py bdist_wheel")
     pytorch_wheel_name = complete_wheel("pytorch")
     print(f"Build Compelete. Created {pytorch_wheel_name}..")
diff --git a/aarch64_linux/build_aarch64_wheel.py b/aarch64_linux/build_aarch64_wheel.py
index 9efd2e6ae..ba9acedc2 100755
--- a/aarch64_linux/build_aarch64_wheel.py
+++ b/aarch64_linux/build_aarch64_wheel.py
@@ -555,6 +555,7 @@ def start_build(host: RemoteHost, *,
         print("build pytorch with mkldnn+acl backend")
         build_vars += " USE_MKLDNN=ON USE_MKLDNN_ACL=ON"
         host.run_cmd(f"cd $HOME && git clone https://github.com/pytorch/builder.git")
+        host.run_cmd(f"cd $HOME/pytorch/third_party/ideep/mkl-dnn && patch -p1 < $HOME/builder/mkldnn_fix/cpu-aarch64-add-sbgemm-fp32-input-and-bf16-weights-ip.patch")
         host.run_cmd(f"cd $HOME/pytorch && export ACL_ROOT_DIR=$HOME/ComputeLibrary && {build_vars} python3 setup.py bdist_wheel{build_opts}")
         print('Repair the wheel')
         pytorch_wheel_name = host.list_dir("pytorch/dist")[0]
diff --git a/mkldnn_fix/cpu-aarch64-add-sbgemm-fp32-input-and-bf16-weights-ip.patch b/mkldnn_fix/cpu-aarch64-add-sbgemm-fp32-input-and-bf16-weights-ip.patch
new file mode 100644
index 000000000..bd147b6ee
--- /dev/null
+++ b/mkldnn_fix/cpu-aarch64-add-sbgemm-fp32-input-and-bf16-weights-ip.patch
@@ -0,0 +1,46 @@
+cpu: aarch64: add sbgemm (fp32 input and bf16 weights) inner
+ product op
+
+---
+ src/cpu/aarch64/acl_inner_product.hpp | 8 ++++++--
+ src/cpu/cpu_inner_product_list.cpp    | 4 ++++
+ 2 files changed, 10 insertions(+), 2 deletions(-)
+
+diff --git a/src/cpu/aarch64/acl_inner_product.hpp b/src/cpu/aarch64/acl_inner_product.hpp
+index a2be164f0..eca56b289 100644
+--- a/src/cpu/aarch64/acl_inner_product.hpp
++++ b/src/cpu/aarch64/acl_inner_product.hpp
+@@ -99,9 +99,13 @@ struct acl_inner_product_fwd_t : public primitive_t {
+             const bool is_fp32_ok = expect_data_types(f32, f32, f32, f32, undef)
+                     && attr()->has_default_values(
+                             primitive_attr_t::skip_mask_t::post_ops, f32);
++            const bool is_fp32_bf16_ok
++                    = expect_data_types(f32, bf16, f32, f32, undef)
++                    && attr()->has_default_values(
++                            primitive_attr_t::skip_mask_t::post_ops, f32);
+             const bool ok = is_fwd() && !has_zero_dim_memory()
+-                    && utils::one_of(true, is_fp16_ok, is_fp32_ok)
+-                    && weights_md_.format_kind == format_kind::any
++                    && utils::one_of(
++                            true, is_fp16_ok, is_fp32_ok, is_fp32_bf16_ok)
+                     && set_default_params() == status::success;
+ 
+             if (!ok) return status::unimplemented;
+diff --git a/src/cpu/cpu_inner_product_list.cpp b/src/cpu/cpu_inner_product_list.cpp
+index fdd7b1776..5a3dc1ea7 100644
+--- a/src/cpu/cpu_inner_product_list.cpp
++++ b/src/cpu/cpu_inner_product_list.cpp
+@@ -83,6 +83,10 @@ const std::map<pk_dt_impl_key_t, std::vector<impl_list_item_t>> &impl_list_map()
+             CPU_INSTANCE(ref_inner_product_fwd_t)
+             nullptr,
+         }},
++        {{forward, f32, bf16, f32}, {
++            CPU_INSTANCE_AARCH64_ACL(acl_inner_product_fwd_t)
++            nullptr,
++        }},
+         {{backward_data, f32, f32, f32}, REG_BWD_PK({
+             CPU_INSTANCE_AMX(brgemm_inner_product_bwd_data_t<avx512_core_amx>) // bf32
+             CPU_INSTANCE_AVX512(brgemm_inner_product_bwd_data_t<avx512_core>)
+-- 
+2.34.1
+