diff --git a/CMakeLists.txt b/CMakeLists.txt
index d0cff762e22038dc5a39b9aa05e80ef1d35fbacf..e8e1d769131e7d2877327e294303bf802ea1fad1 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -146,6 +146,7 @@ option(WITH_CRYPTO   "Compile PaddlePaddle with crypto support"         ON)
 option(WITH_ARM   "Compile PaddlePaddle with arm support"         OFF)
 option(WITH_SW   "Compile PaddlePaddle with sw support"         OFF)
 option(WITH_MUSL        "Compile with musl libc instead of gblic"  OFF)
+option(WITH_UNITY_BUILD "Compile with UnityBuild mode"             OFF)
 
 # PY_VERSION
 if(NOT PY_VERSION)
diff --git a/cmake/operators.cmake b/cmake/operators.cmake
index 715d324c357fb32d214b47c740101efb2eb52276..0f068b76cfdb583137e7ff3908cfd57e0df7d554 100644
--- a/cmake/operators.cmake
+++ b/cmake/operators.cmake
@@ -1,3 +1,5 @@
+# CMake file `unity_build` is used to handle Unity Build compilation.
+include(unity_build)
 set(PART_CUDA_KERNEL_FILES)
 function(op_library TARGET)
     # op_library is a function to create op library. The interface is same as
@@ -15,7 +17,8 @@ function(op_library TARGET)
     set(mkldnn_cc_srcs)
     set(MKLDNN_FILE)
     set(op_common_deps operator op_registry math_function layer common_infer_shape_functions)
-    set(options "")
+    # Option `UNITY` is used to specify that operator `TARGET` will compiles with Unity Build.
+    set(options UNITY)
     set(oneValueArgs "")
     set(multiValueArgs SRCS DEPS)
     set(pybind_flag 0)
@@ -105,21 +108,64 @@ function(op_library TARGET)
         endif()
     endforeach()
     endif(WIN32)
-    set(OP_LIBRARY ${TARGET} ${OP_LIBRARY} CACHE INTERNAL "op libs")
+
+    # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`.
+    if(WITH_UNITY_BUILD AND op_library_UNITY)
+        # Generate the unity target name by the directory where source files located.
+        string(REPLACE "${PADDLE_SOURCE_DIR}/paddle/fluid/" "" UNITY_TARGET ${CMAKE_CURRENT_SOURCE_DIR})
+        string(REPLACE "/" "_" UNITY_TARGET ${UNITY_TARGET})
+        set(UNITY_TARGET "paddle_${UNITY_TARGET}_unity")
+        if(NOT ${UNITY_TARGET} IN_LIST OP_LIBRARY)
+            set(OP_LIBRARY ${UNITY_TARGET} ${OP_LIBRARY} CACHE INTERNAL "op libs")
+        endif()
+    else()
+        set(OP_LIBRARY ${TARGET} ${OP_LIBRARY} CACHE INTERNAL "op libs")
+    endif()
 
     list(LENGTH op_library_DEPS op_library_DEPS_len)
     if (${op_library_DEPS_len} GREATER 0)
         set(DEPS_OPS ${TARGET} ${DEPS_OPS} PARENT_SCOPE)
     endif()
     if (WITH_GPU)
-        nv_library(${TARGET} SRCS ${cc_srcs} ${cu_cc_srcs} ${cudnn_cu_cc_srcs} ${cudnn_cu_srcs} ${mkldnn_cc_srcs} ${cu_srcs} DEPS ${op_library_DEPS}
+        # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`.
+        if(WITH_UNITY_BUILD AND op_library_UNITY)
+            # Combine the cc and cu source files.
+            compose_unity_target_sources(${UNITY_TARGET} cc ${cc_srcs} ${cu_cc_srcs} ${cudnn_cu_cc_srcs} ${mkldnn_cc_srcs})
+            compose_unity_target_sources(${UNITY_TARGET} cu ${cudnn_cu_srcs} ${cu_srcs})
+            if(TARGET ${UNITY_TARGET})
+                # If `UNITY_TARGET` exists, add source files to `UNITY_TARGET`.
+                target_sources(${UNITY_TARGET} PRIVATE ${unity_target_cc_sources} ${unity_target_cu_sources})
+            else()
+                # If `UNITY_TARGET` does not exist, create `UNITY_TARGET` with source files.
+                nv_library(${UNITY_TARGET} SRCS ${unity_target_cc_sources} ${unity_target_cu_sources} DEPS ${op_library_DEPS} ${op_common_deps})
+            endif()
+            # Add alias library to handle dependencies.
+            add_library(${TARGET} ALIAS ${UNITY_TARGET})
+        else()
+            nv_library(${TARGET} SRCS ${cc_srcs} ${cu_cc_srcs} ${cudnn_cu_cc_srcs} ${cudnn_cu_srcs} ${mkldnn_cc_srcs} ${cu_srcs} DEPS ${op_library_DEPS}
                 ${op_common_deps})
+        endif()
     elseif (WITH_AMD_GPU)
         hip_library(${TARGET} SRCS ${cc_srcs} ${hip_cu_srcs} ${miopen_hip_cc_srcs} ${mkldnn_cc_srcs} DEPS ${op_library_DEPS}
                 ${op_common_deps})
     else()
-        cc_library(${TARGET} SRCS ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} DEPS ${op_library_DEPS}
-            ${op_common_deps})
+        # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`.
+        if(WITH_UNITY_BUILD AND op_library_UNITY)
+            # Combine the cc source files.
+            compose_unity_target_sources(${UNITY_TARGET} cc ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs})
+            if(TARGET ${UNITY_TARGET})
+                # If `UNITY_TARGET` exists, add source files to `UNITY_TARGET`.
+                target_sources(${UNITY_TARGET} PRIVATE ${unity_target_cc_sources})
+            else()
+                # If `UNITY_TARGET` does not exist, create `UNITY_TARGET` with source files.
+                cc_library(${UNITY_TARGET} SRCS ${unity_target_cc_sources} DEPS ${op_library_DEPS} ${op_common_deps})
+            endif()
+            # Add alias library to handle dependencies.
+            add_library(${TARGET} ALIAS ${UNITY_TARGET})
+        else()
+            cc_library(${TARGET} SRCS ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} DEPS ${op_library_DEPS}
+                ${op_common_deps})
+        endif()
     endif()
 
     # Define operators that don't need pybind here.
@@ -256,10 +302,18 @@ function(register_operators)
         list(FIND register_operators_EXCLUDES ${src} _index)
         if (${_index} EQUAL -1)
             if (${register_operators_DEPS_len} GREATER 0)
-                op_library(${src} DEPS ${register_operators_DEPS})
+                op_library(${src} UNITY DEPS ${register_operators_DEPS})
             else()
-                op_library(${src})
+                op_library(${src} UNITY)
             endif()
         endif()
     endforeach()
+
+    # Complete the processing of `UNITY_TARGET`.
+    if(WITH_UNITY_BUILD)
+        finish_unity_target(cc)
+        if(WITH_GPU)
+            finish_unity_target(cu)
+        endif()
+    endif()
 endfunction()
diff --git a/cmake/unity_build.cmake b/cmake/unity_build.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..4036ccc61584285e66e26a982a45186b732f550b
--- /dev/null
+++ b/cmake/unity_build.cmake
@@ -0,0 +1,128 @@
+# Add the following code before all include to avoid compilation failure.
+set(UNITY_BEFORE_CODE [[
+#ifndef NOMINMAX
+#define NOMINMAX
+#endif
+#ifndef _USE_MATH_DEFINES
+#define _USE_MATH_DEFINES
+#endif]])
+
+# Group a list of source files that can be included together.
+# This combination is just a guiding rule, and the source file of group
+# do not have to exist.
+# Here you need to specify the source type which belongs to cc or cu.
+function(register_unity_group TYPE)
+    # Get UNITY_TARGET from CMAKE_CURRENT_SOURCE_DIR.
+    string(REPLACE "${PADDLE_SOURCE_DIR}/paddle/fluid/" "" UNITY_TARGET ${CMAKE_CURRENT_SOURCE_DIR})
+    string(REPLACE "/" "_" UNITY_TARGET ${UNITY_TARGET})
+    set(UNITY_TARGET "paddle_${UNITY_TARGET}_unity")
+
+    # Variable unity_group_index is used to record the number of UNITY_TARGET groups.
+    get_property(unity_group_index GLOBAL PROPERTY ${UNITY_TARGET}_${TYPE}_group_index)
+    if("${unity_group_index}" STREQUAL "")
+        set(unity_group_index 0)
+    endif()
+
+    # Variable unity_group_sources is used to record the sources of one group.
+    set(unity_group_sources ${UNITY_TARGET}_${TYPE}_group_${unity_group_index}_sources)
+    set_property(GLOBAL PROPERTY ${unity_group_sources} "")
+    foreach(src ${ARGN})
+        # UB use absolute path of source.
+        if(NOT IS_ABSOLUTE ${src})
+            set(src ${CMAKE_CURRENT_SOURCE_DIR}/${src})
+        endif()
+        set_property(GLOBAL APPEND PROPERTY ${unity_group_sources} ${src})
+    endforeach()
+
+    # If unity_file does not exists, nv_library or cc_library will use
+    # dummy_file. Touch unity_file to avoid to use dummy file.
+    set(unity_file ${CMAKE_CURRENT_BINARY_DIR}/${UNITY_TARGET}_${unity_group_index}_${TYPE}.${TYPE})
+    if(NOT EXISTS ${unity_file})
+        file(TOUCH ${unity_file})
+    endif()
+
+    math(EXPR unity_group_index "${unity_group_index} + 1")
+    set_property(GLOBAL PROPERTY ${UNITY_TARGET}_${TYPE}_group_index ${unity_group_index})
+endfunction(register_unity_group)
+
+# Combine the original source files used by `TARGET`, then use
+# `unity_target_${TYPE}_sources` to get the combined source files.
+# If the source file does not hit any registed groups, use itself.
+# This function put the actual combination relationship in variables instead of
+# writing the unity source file. The reason is that writing unity source file
+# will change the timestampe and affect the effect of retaining the build
+# directory on Windows.
+# Here you need to specify the source type which belongs to cc or cu.
+function(compose_unity_target_sources TARGET TYPE)
+    # Variable unity_target_sources represents the source file used in TARGET
+    set(unity_target_sources "")
+    get_property(unity_group_index_max GLOBAL PROPERTY ${TARGET}_${TYPE}_group_index)
+    foreach(src ${ARGN})
+        set(unity_file "")
+        # UB use absolute path of source.
+        if(IS_ABSOLUTE ${src})
+            set(src_absolute_path ${src})
+        else()
+            set(src_absolute_path ${CMAKE_CURRENT_SOURCE_DIR}/${src})
+        endif()
+        # If `unity_group_index_max` is empty, there is no combination
+        # relationship.
+        # TODO(Avin0323): Whether use target property `UNITY_BUILD` of CMAKE to
+        # combine source files.
+        if(NOT "${unity_group_index_max}" STREQUAL "")
+            # Search in each registed group.
+            foreach(unity_group_index RANGE ${unity_group_index_max})
+                if(${unity_group_index} GREATER_EQUAL ${unity_group_index_max})
+                    break()
+                endif()
+                get_property(unity_group_sources GLOBAL PROPERTY ${TARGET}_${TYPE}_group_${unity_group_index}_sources)
+                if(${src_absolute_path} IN_LIST unity_group_sources)
+                    set(unity_file ${CMAKE_CURRENT_BINARY_DIR}/${TARGET}_${unity_group_index}_${TYPE}.${TYPE})
+                    set(unity_file_sources ${TARGET}_${TYPE}_file_${unity_group_index}_sources)
+                    get_property(set_unity_file_sources GLOBAL PROPERTY ${unity_file_sources} SET)
+                    if(NOT ${set_unity_file_sources})
+                        # Add macro before include source files.
+                        set_property(GLOBAL PROPERTY ${unity_file_sources} "// Generate by Unity Build")
+                        set_property(GLOBAL APPEND PROPERTY ${unity_file_sources} ${UNITY_BEFORE_CODE})
+                    endif()
+                    set_property(GLOBAL APPEND PROPERTY ${unity_file_sources} "#include \"${src_absolute_path}\"")
+                    set(unity_target_sources ${unity_target_sources} ${unity_file})
+                    break()
+                endif()
+            endforeach()
+        endif()
+        # Use original source file.
+        if("${unity_file}" STREQUAL "")
+            set(unity_target_sources ${unity_target_sources} ${src})
+        endif()
+    endforeach()
+
+    set(unity_target_${TYPE}_sources ${unity_target_sources} PARENT_SCOPE)
+endfunction(compose_unity_target_sources)
+
+# Write the unity files used by `UNITY_TARGET`.
+# Write dependent on whether the contents of the unity file have changed, which
+# protects incremental compilation speed.
+function(finish_unity_target TYPE)
+    # Get UNITY_TARGET from CMAKE_CURRENT_SOURCE_DIR.
+    string(REPLACE "${PADDLE_SOURCE_DIR}/paddle/fluid/" "" UNITY_TARGET ${CMAKE_CURRENT_SOURCE_DIR})
+    string(REPLACE "/" "_" UNITY_TARGET ${UNITY_TARGET})
+    set(UNITY_TARGET "paddle_${UNITY_TARGET}_unity")
+
+    get_property(unity_group_index_max GLOBAL PROPERTY ${UNITY_TARGET}_${TYPE}_group_index)
+    if(NOT "${unity_group_index_max}" STREQUAL "")
+        foreach(unity_group_index RANGE ${unity_group_index_max})
+            if(${unity_group_index} GREATER_EQUAL ${unity_group_index_max})
+                break()
+            endif()
+            get_property(unity_file_sources GLOBAL PROPERTY ${UNITY_TARGET}_${TYPE}_file_${unity_group_index}_sources)
+            set(unity_file_read_content "")
+            string(JOIN "\n" unity_file_write_content ${unity_file_sources})
+            set(unity_file ${CMAKE_CURRENT_BINARY_DIR}/${UNITY_TARGET}_${unity_group_index}_${TYPE}.${TYPE})
+            file(READ ${unity_file} unity_file_read_content)
+            if(NOT "${unity_file_read_content}" STREQUAL "${unity_file_write_content}")
+                file(WRITE ${unity_file} ${unity_file_write_content})
+            endif()
+        endforeach()
+    endif()
+endfunction(finish_unity_target)
diff --git a/paddle/fluid/operators/CMakeLists.txt b/paddle/fluid/operators/CMakeLists.txt
index f0b9107bee5e2722ca15173a9d0f14e42befd018..6009f0d2d0cf59097eea81c682849264b1a41cce 100644
--- a/paddle/fluid/operators/CMakeLists.txt
+++ b/paddle/fluid/operators/CMakeLists.txt
@@ -64,7 +64,12 @@ if(WITH_COVERAGE OR WIN32 OR WITH_NV_JETSON)
     SET(OP_MKL_DEPS ${OP_MKL_DEPS} pyramid_hash_op)
 endif()
 
-register_operators(EXCLUDES py_func_op warpctc_op dgc_op lstm_op run_program_op
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators.
+    include(unity_build_rule.cmake)
+endif()
+
+register_operators(EXCLUDES py_func_op warpctc_op dgc_op lstm_op run_program_op eye_op recurrent_op
     sync_batch_norm_op ${OP_MKL_DEPS} DEPS ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS})
 
 op_library(run_program_op SRCS run_program_op.cc run_program_op.cu.cc DEPS executor_cache ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS})
@@ -82,6 +87,8 @@ else()
     op_library(warpctc_op DEPS dynload_warpctc sequence_padding sequence_scale)
 endif()
 op_library(lstm_op DEPS ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS} lstm_compute)
+op_library(eye_op DEPS ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS})
+op_library(recurrent_op DEPS ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS})
 
 set(COMMON_OP_DEPS ${OP_HEADER_DEPS})
 
@@ -150,3 +157,10 @@ if(WITH_MKLDNN)
 include(mkldnn/inplace_op_tests.cmake)
 include(mkldnn/nhwc_op_tests.cmake)
 endif()
+
+if(WITH_UNITY_BUILD)
+    # Using Unity Build to compile operators, `register_operator` will cause
+    # the unity library to lose some symbols.
+    # The specified link dependency needs to be displayed here.
+    target_link_libraries(paddle_operators_unity ${OP_HEADER_DEPS} ${OP_PREFETCH_DEPS} ${COMMON_OP_DEPS})
+endif()
diff --git a/paddle/fluid/operators/amp/CMakeLists.txt b/paddle/fluid/operators/amp/CMakeLists.txt
index 5d468316e8eacb73c4a4ce81c784880bb5e46c2d..b3ff52a7ae119ded7a305c97f3365d1a72d50acf 100644
--- a/paddle/fluid/operators/amp/CMakeLists.txt
+++ b/paddle/fluid/operators/amp/CMakeLists.txt
@@ -1,2 +1,6 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/amp.
+    include(unity_build_rule.cmake)
+endif()
 register_operators()
diff --git a/paddle/fluid/operators/amp/unity_build_rule.cmake b/paddle/fluid/operators/amp/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..bfdab0cd9623cef4f105d6e5d3a370a4bcbfbde4
--- /dev/null
+++ b/paddle/fluid/operators/amp/unity_build_rule.cmake
@@ -0,0 +1,12 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    check_finite_and_unscale_op.cc
+    update_loss_scaling_op.cc)
+register_unity_group(cu
+    check_finite_and_unscale_op.cu
+    update_loss_scaling_op.cu)
diff --git a/paddle/fluid/operators/controlflow/CMakeLists.txt b/paddle/fluid/operators/controlflow/CMakeLists.txt
index 4d409ed00a0b3ce8bdb547cdfabe5713d5ce2343..e23fb05833c0fa428b4f74785ff947a4c785648e 100644
--- a/paddle/fluid/operators/controlflow/CMakeLists.txt
+++ b/paddle/fluid/operators/controlflow/CMakeLists.txt
@@ -1,4 +1,8 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/controlflow.
+    include(unity_build_rule.cmake)
+endif()
 register_operators(EXCLUDES conditional_block_op DEPS naive_executor)
 
 cc_library(conditional_block_op SRCS conditional_block_op.cc DEPS executor)
@@ -9,6 +13,10 @@ cc_library(while_op_helper SRCS while_op_helper.cc DEPS operator op_variant)
 
 cc_test(conditional_block_op_test SRCS conditional_block_op_test.cc DEPS conditional_block_op executor)
 
-target_link_libraries(conditional_block_infer_op conditional_block_op) 
+if(WITH_UNITY_BUILD)
+    target_link_libraries(paddle_operators_controlflow_unity conditional_block_op)
+else()
+    target_link_libraries(conditional_block_infer_op conditional_block_op)
+endif()
 
 file(APPEND ${pybind_file} "USE_OP(less_than);\nUSE_OP(equal_all);\nUSE_OP(logical_and);\nUSE_NO_KERNEL_OP(read_from_array);\n")
diff --git a/paddle/fluid/operators/controlflow/unity_build_rule.cmake b/paddle/fluid/operators/controlflow/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..027e32a9e4292640128bda72b56c810c1f4c6375
--- /dev/null
+++ b/paddle/fluid/operators/controlflow/unity_build_rule.cmake
@@ -0,0 +1,16 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    compare_all_op.cc
+    compare_op.cc
+    conditional_block_infer_op.cc
+    feed_op.cc
+    fetch_op.cc
+    get_places_op.cc
+    logical_op.cc
+    tensor_array_read_write_op.cc
+    while_op.cc)
diff --git a/paddle/fluid/operators/distributed/CMakeLists.txt b/paddle/fluid/operators/distributed/CMakeLists.txt
index a4c9caf6f69ac7c105ed7ecdbff1469837efa10b..5b4d02682fc67444ba238dfd36aa2313d46725c5 100644
--- a/paddle/fluid/operators/distributed/CMakeLists.txt
+++ b/paddle/fluid/operators/distributed/CMakeLists.txt
@@ -58,7 +58,7 @@ endif()
 cc_test(rpc_server_test SRCS rpc_server_test.cc
     DEPS ${RPC_DEPS} executor scope proto_desc lookup_sparse_table_read_op checkpoint_notify_op scale_op )
 cc_test(varhandle_test SRCS varhandle_test.cc DEPS profiler scope)
-cc_library(parameter_prefetch SRCS parameter_prefetch.cc DEPS sendrecvop_rpc memory)
+cc_library(parameter_prefetch SRCS parameter_prefetch.cc DEPS sendrecvop_rpc memory node)
 cc_library(parameter_send SRCS parameter_send.cc DEPS sendrecvop_rpc memory)
 cc_library(parameter_recv SRCS parameter_recv.cc DEPS sendrecvop_rpc memory)
 cc_library(communicator SRCS communicator.cc DEPS scope selected_rows tensor variable_helper selected_rows_functor simple_threadpool parameter_send parameter_recv generator)
diff --git a/paddle/fluid/operators/elementwise/CMakeLists.txt b/paddle/fluid/operators/elementwise/CMakeLists.txt
index 94886066ca59aad291c711a0fbb027854e908bf5..96125e455665a837ec91f8e01a85272364fdb638 100644
--- a/paddle/fluid/operators/elementwise/CMakeLists.txt
+++ b/paddle/fluid/operators/elementwise/CMakeLists.txt
@@ -1,4 +1,8 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/elementwise.
+    include(unity_build_rule.cmake)
+endif()
 register_operators()
 
 cc_test(test_elementwise_add_op_inplace SRCS test_elementwise_add_op_inplace.cc DEPS op_registry elementwise_add_op scope device_context enforce executor)
diff --git a/paddle/fluid/operators/elementwise/unity_build_rule.cmake b/paddle/fluid/operators/elementwise/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..ea001fe438545a87b2765ea2e775f9149056d554
--- /dev/null
+++ b/paddle/fluid/operators/elementwise/unity_build_rule.cmake
@@ -0,0 +1,28 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    elementwise_add_op.cc
+    mkldnn/elementwise_add_mkldnn_op.cc
+    elementwise_div_op.cc
+    elementwise_floordiv_op.cc
+    elementwise_max_op.cc
+    elementwise_min_op.cc
+    elementwise_mod_op.cc
+    elementwise_mul_op.cc
+    mkldnn/elementwise_mul_mkldnn_op.cc
+    elementwise_pow_op.cc
+    elementwise_sub_op.cc)
+register_unity_group(cu
+    elementwise_add_op.cu
+    elementwise_div_op.cu
+    elementwise_floordiv_op.cu
+    elementwise_max_op.cu
+    elementwise_min_op.cu
+    elementwise_mod_op.cu
+    elementwise_mul_op.cu
+    elementwise_pow_op.cu
+    elementwise_sub_op.cu)
diff --git a/paddle/fluid/operators/fused/CMakeLists.txt b/paddle/fluid/operators/fused/CMakeLists.txt
index 97d6e696b137dc7b4110efa9b9a25a34c6e6fdbb..466e016d99db560a8ba790a48bb51f66cbbffd73 100644
--- a/paddle/fluid/operators/fused/CMakeLists.txt
+++ b/paddle/fluid/operators/fused/CMakeLists.txt
@@ -1,4 +1,8 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/fused.
+    include(unity_build_rule.cmake)
+endif()
 register_operators(EXCLUDES
     fused_bn_activation_op
     conv_fusion_op
diff --git a/paddle/fluid/operators/fused/unity_build_rule.cmake b/paddle/fluid/operators/fused/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..c428b7456bb2077bf820f19f6d772e1a6af75db4
--- /dev/null
+++ b/paddle/fluid/operators/fused/unity_build_rule.cmake
@@ -0,0 +1,19 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    fused_elemwise_activation_op.cc
+    fused_embedding_fc_lstm_op.cc
+    fused_embedding_seq_pool_op.cc
+    fusion_lstm_op.cc
+    fusion_repeated_fc_relu_op.cc
+    fusion_seqconv_eltadd_relu_op.cc
+    fusion_seqexpand_concat_fc_op.cc
+    fusion_seqpool_concat_op.cc
+    fusion_squared_mat_sub_op.cc
+    multi_gru_op.cc
+    mkldnn/multi_gru_mkldnn_op.cc
+    fusion_seqpool_cvm_concat_op.cc)
diff --git a/paddle/fluid/operators/math/CMakeLists.txt b/paddle/fluid/operators/math/CMakeLists.txt
index 384393d9601e370b8913ee2bfefe9dc276e3b95d..c8831013d7336fcc8f5f1ee087b5991705d9dd3a 100644
--- a/paddle/fluid/operators/math/CMakeLists.txt
+++ b/paddle/fluid/operators/math/CMakeLists.txt
@@ -50,7 +50,7 @@ math_library(cos_sim_functor)
 math_library(depthwise_conv)
 math_library(im2col)
 math_library(sample_prob)
-math_library(sampler)
+math_library(sampler DEPS generator)
 
 math_library(gru_compute DEPS activation_functions math_function)
 math_library(lstm_compute DEPS activation_functions)
diff --git a/paddle/fluid/operators/metrics/CMakeLists.txt b/paddle/fluid/operators/metrics/CMakeLists.txt
index 5d468316e8eacb73c4a4ce81c784880bb5e46c2d..101939dde2c014319999faea9d6032948dc0d2f3 100644
--- a/paddle/fluid/operators/metrics/CMakeLists.txt
+++ b/paddle/fluid/operators/metrics/CMakeLists.txt
@@ -1,2 +1,6 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/metrics.
+    include(unity_build_rule.cmake)
+endif()
 register_operators()
diff --git a/paddle/fluid/operators/metrics/unity_build_rule.cmake b/paddle/fluid/operators/metrics/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..fcb690a7b6a856cf0f393f04972f4bdb9294c641
--- /dev/null
+++ b/paddle/fluid/operators/metrics/unity_build_rule.cmake
@@ -0,0 +1,13 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    accuracy_op.cc
+    auc_op.cc
+    precision_recall_op.cc)
+register_unity_group(cu
+    accuracy_op.cu
+    auc_op.cu)
diff --git a/paddle/fluid/operators/optimizers/CMakeLists.txt b/paddle/fluid/operators/optimizers/CMakeLists.txt
index 5d468316e8eacb73c4a4ce81c784880bb5e46c2d..6989447fc04fd151913752fe971758cf3a72ec78 100644
--- a/paddle/fluid/operators/optimizers/CMakeLists.txt
+++ b/paddle/fluid/operators/optimizers/CMakeLists.txt
@@ -1,2 +1,6 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/optimizers.
+    include(unity_build_rule.cmake)
+endif()
 register_operators()
diff --git a/paddle/fluid/operators/optimizers/unity_build_rule.cmake b/paddle/fluid/operators/optimizers/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..5b4ec175ef87b53486c2460445bdba1bdb0aa44f
--- /dev/null
+++ b/paddle/fluid/operators/optimizers/unity_build_rule.cmake
@@ -0,0 +1,40 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    ftrl_op.cc
+    lars_momentum_op.cc
+    momentum_op.cc
+    sgd_op.cc)
+register_unity_group(cc
+    adagrad_op.cc
+    adam_op.cc
+    adamax_op.cc
+    dgc_momentum_op.cc
+    proximal_gd_op.cc)
+register_unity_group(cc
+    decayed_adagrad_op.cc
+    adadelta_op.cc
+    lamb_op.cc
+    dpsgd_op.cc
+    rmsprop_op.cc)
+register_unity_group(cu
+    ftrl_op.cu
+    lars_momentum_op.cu
+    momentum_op.cu
+    sgd_op.cu)
+register_unity_group(cu
+    adagrad_op.cu
+    adam_op.cu
+    adamax_op.cu)
+register_unity_group(cu
+    decayed_adagrad_op.cu
+    adadelta_op.cu
+    lamb_op.cu
+    rmsprop_op.cu)
+# The following groups are to make better use of `/MP` which MSVC's parallel
+# compilation instruction when compiling in Unity Build.
+register_unity_group(cu proximal_adagrad_op.cu)
diff --git a/paddle/fluid/operators/reduce_ops/CMakeLists.txt b/paddle/fluid/operators/reduce_ops/CMakeLists.txt
index a68666b100cb52c722c4fefc849e94947130010f..c32301e5e08c572d70417022de57548faf54adaf 100644
--- a/paddle/fluid/operators/reduce_ops/CMakeLists.txt
+++ b/paddle/fluid/operators/reduce_ops/CMakeLists.txt
@@ -1,4 +1,8 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/reduce_ops.
+    include(unity_build_rule.cmake)
+endif()
 if(WITH_GPU)
     if(${CMAKE_CUDA_COMPILER_VERSION} LESS 11.0)
         register_operators(DEPS cub)
diff --git a/paddle/fluid/operators/reduce_ops/unity_build_rule.cmake b/paddle/fluid/operators/reduce_ops/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..74781ef6f0237ab34a6c6590f5d014f352acba39
--- /dev/null
+++ b/paddle/fluid/operators/reduce_ops/unity_build_rule.cmake
@@ -0,0 +1,25 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    reduce_all_op.cc
+    reduce_any_op.cc
+    reduce_prod_op.cc
+    reduce_sum_op.cc)
+register_unity_group(cu
+    reduce_all_op.cu
+    reduce_any_op.cu
+    reduce_prod_op.cu
+    reduce_prod_op.part.cu
+    reduce_sum_op.cu
+    reduce_sum_op.part.cu)
+# The following groups are to make better use of `/MP` which MSVC's parallel
+# compilation instruction when compiling in Unity Build.
+register_unity_group(cu frobenius_norm_op.cu)
+register_unity_group(cu logsumexp_op.cu)
+register_unity_group(cu reduce_max_op.cu)
+register_unity_group(cu reduce_mean_op.cu)
+register_unity_group(cu reduce_min_op.cu)
diff --git a/paddle/fluid/operators/sequence_ops/CMakeLists.txt b/paddle/fluid/operators/sequence_ops/CMakeLists.txt
index 5d468316e8eacb73c4a4ce81c784880bb5e46c2d..0ca88409f41264ee3bb74ad135785af2c8d1f188 100644
--- a/paddle/fluid/operators/sequence_ops/CMakeLists.txt
+++ b/paddle/fluid/operators/sequence_ops/CMakeLists.txt
@@ -1,2 +1,6 @@
 include(operators)
+if(WITH_UNITY_BUILD)
+    # Load Unity Build rules for operators in paddle/fluid/operators/sequence_ops.
+    include(unity_build_rule.cmake)
+endif()
 register_operators()
diff --git a/paddle/fluid/operators/sequence_ops/unity_build_rule.cmake b/paddle/fluid/operators/sequence_ops/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..c29eea70c496d47163b35955feab1c8455c65d67
--- /dev/null
+++ b/paddle/fluid/operators/sequence_ops/unity_build_rule.cmake
@@ -0,0 +1,42 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    sequence_concat_op.cc
+    sequence_conv_op.cc
+    sequence_enumerate_op.cc
+    sequence_erase_op.cc
+    sequence_expand_op.cc
+    sequence_mask_op.cc
+    sequence_pad_op.cc
+    sequence_pool_op.cc)
+register_unity_group(cc
+    sequence_expand_as_op.cc
+    sequence_reshape_op.cc
+    sequence_reverse_op.cc
+    sequence_scatter_op.cc
+    sequence_slice_op.cc
+    sequence_softmax_op.cc
+    sequence_topk_avg_pooling_op.cc
+    sequence_unpad_op.cc)
+register_unity_group(cc
+    sequence_concat_op.cu.cc
+    sequence_conv_op.cu.cc)
+register_unity_group(cu
+    sequence_enumerate_op.cu
+    sequence_erase_op.cu
+    sequence_expand_op.cu
+    sequence_mask_op.cu
+    sequence_pad_op.cu
+    sequence_pool_op.cu)
+register_unity_group(cu
+    sequence_expand_as_op.cu
+    sequence_reshape_op.cu
+    sequence_reverse_op.cu
+    sequence_slice_op.cu
+    sequence_softmax_cudnn_op.cu.cc
+    sequence_softmax_op.cu
+    sequence_unpad_op.cu)
diff --git a/paddle/fluid/operators/unity_build_rule.cmake b/paddle/fluid/operators/unity_build_rule.cmake
new file mode 100644
index 0000000000000000000000000000000000000000..c59a239c4b429aafe01f5199a8f61639b45ac7e3
--- /dev/null
+++ b/paddle/fluid/operators/unity_build_rule.cmake
@@ -0,0 +1,496 @@
+# This file records the Unity Build compilation rules.
+# The source files in a `register_unity_group` called are compiled in a unity
+# file.
+# Generally, the combination rules in this file do not need to be modified.
+# If there are some redefined error in compiling with the source file which
+# in combination rule, you can remove the source file from the following rules.
+register_unity_group(cc
+    add_position_encoding_op.cc
+    addmm_op.cc
+    affine_channel_op.cc
+    affine_grid_op.cc
+    allclose_op.cc
+    argsort_op.cc
+    array_to_lod_tensor_op.cc
+    assert_op.cc
+    assign_op.cc
+    assign_value_op.cc
+    attention_lstm_op.cc
+    average_accumulates_op.cc
+    batch_fc_op.cc
+    bce_loss_op.cc
+    beam_search_op.cc
+    beam_search_decode_op.cc
+    bernoulli_op.cc
+    bilateral_slice_op.cc)
+register_unity_group(cc
+    mkldnn/batch_norm_mkldnn_op.cc
+    bilinear_tensor_product_op.cc
+    bmm_op.cc
+    bpr_loss_op.cc
+    cast_op.cc
+    cholesky_op.cc
+    chunk_eval_op.cc
+    clip_by_norm_op.cc
+    clip_op.cc
+    coalesce_tensor_op.cc)
+register_unity_group(cc
+    center_loss_op.cc
+    mkldnn/concat_mkldnn_op.cc
+    mkldnn/conv_mkldnn_op.cc
+    mkldnn/conv_transpose_mkldnn_op.cc
+    correlation_op.cc
+    cos_sim_op.cc
+    crf_decoding_op.cc
+    crop_op.cc)
+register_unity_group(cc
+    cross_entropy_op.cc
+    cross_op.cc
+    ctc_align_op.cc
+    cudnn_lstm_op.cc
+    cumsum_op.cc
+    cvm_op.cc
+    data_norm_op.cc
+    deformable_conv_op.cc
+    deformable_conv_v1_op.cc
+    deformable_psroi_pooling_op.cc
+    delete_var_op.cc
+    dequantize_abs_max_op.cc
+    dequantize_op.cc
+    mkldnn/dequantize_mkldnn_op.cc)
+register_unity_group(cc
+    dequeue_op.cc
+    detection_map_op.cc
+    dgc_clip_by_norm_op.cc
+    diag_embed_op.cc
+    diag_op.cc
+    diag_v2_op.cc
+    dot_op.cc
+    edit_distance_op.cc
+    empty_op.cc
+    enqueue_op.cc
+    erf_op.cc)
+register_unity_group(cc
+    expand_v2_op.cc
+    fake_dequantize_op.cc
+    fc_op.cc
+    mkldnn/fc_mkldnn_op.cc
+    fill_any_like_op.cc
+    fill_constant_batch_size_like_op.cc
+    fill_constant_op.cc
+    fill_op.cc
+    fill_zeros_like_op.cc
+    filter_by_instag_op.cc)
+register_unity_group(cc
+    flatten_op.cc
+    flip_op.cc
+    fsp_op.cc
+    gather_nd_op.cc
+    gather_op.cc
+    gather_tree_op.cc
+    gaussian_random_batch_size_like_op.cc
+    gaussian_random_op.cc
+    mkldnn/gaussian_random_mkldnn_op.cc
+    grid_sampler_op.cc
+    group_norm_op.cc gru_op.cc)
+register_unity_group(cc
+    hash_op.cc
+    hierarchical_sigmoid_op.cc
+    hinge_loss_op.cc
+    histogram_op.cc
+    huber_loss_op.cc
+    im2sequence_op.cc
+    increment_op.cc
+    index_sample_op.cc
+    index_select_op.cc
+    interpolate_op.cc
+    isfinite_v2_op.cc)
+register_unity_group(cc
+    inplace_abn_op.cc
+    interpolate_v2_op.cc
+    inverse_op.cc
+    is_empty_op.cc
+    isfinite_op.cc
+    kron_op.cc
+    l1_norm_op.cc
+    label_smooth_op.cc
+    layer_norm_op.cc
+    mkldnn/layer_norm_mkldnn_op.cc
+    mkldnn/layer_norm_mkldnn_op.cc
+    linspace_op.cc
+    load_combine_op.cc
+    load_op.cc)
+register_unity_group(cc
+    lod_array_length_op.cc
+    lod_rank_table_op.cc
+    lod_reset_op.cc
+    lod_tensor_to_array_op.cc
+    log_softmax_op.cc
+    lookup_table_dequant_op.cc
+    lrn_op.cc
+    mkldnn/lrn_mkldnn_op.cc
+    lstm_unit_op.cc
+    lstmp_op.cc)
+register_unity_group(cc
+    log_loss_op.cc
+    lookup_table_v2_op.cc
+    margin_rank_loss_op.cc
+    masked_select_op.cc
+    match_matrix_tensor_op.cc
+    matmul_op.cc
+    mkldnn/matmul_mkldnn_op.cc
+    max_sequence_len_op.cc
+    maxout_op.cc
+    merge_lod_tensor_op.cc
+    merge_selected_rows_op.cc
+    meshgrid_op.cc)
+register_unity_group(cc
+    concat_op.cc
+    conv_shift_op.cc
+    dequantize_log_op.cc
+    dropout_op.cc
+    expand_op.cc
+    fake_quantize_op.cc
+    gelu_op.cc
+    get_tensor_from_selected_rows_op.cc
+    lookup_table_op.cc
+    matmul_v2_op.cc)
+register_unity_group(cc
+    mean_iou_op.cc
+    mean_op.cc
+    minus_op.cc
+    mish_op.cc
+    mul_op.cc
+    multinomial_op.cc
+    multiplex_op.cc
+    mv_op.cc
+    nce_op.cc
+    nll_loss_op.cc
+    norm_op.cc
+    one_hot_op.cc
+    one_hot_v2_op.cc
+    p_norm_op.cc
+    pad2d_op.cc
+    pad3d_op.cc
+    pad_constant_like_op.cc
+    pad_op.cc)
+register_unity_group(cc
+    modified_huber_loss_op.cc
+    mkldnn/mul_mkldnn_op.cc
+    partial_sum_op.cc
+    pixel_shuffle_op.cc
+    pool_op.cc
+    pool_with_index_op.cc
+    positive_negative_pair_op.cc
+    prelu_op.cc
+    print_op.cc
+    prroi_pool_op.cc
+    psroi_pool_op.cc
+    pull_box_extended_sparse_op.cc
+    pull_box_sparse_op.cc
+    pull_sparse_op.cc
+    pull_sparse_v2_op.cc)
+register_unity_group(cc
+    push_dense_op.cc
+    quantize_op.cc
+    mkldnn/quantize_mkldnn_op.cc
+    queue_generator_op.cc
+    randint_op.cc
+    random_crop_op.cc
+    randperm_op.cc
+    range_op.cc
+    rank_attention_op.cc
+    rank_loss_op.cc
+    recurrent_op.cc
+    reorder_lod_tensor_by_rank_op.cc
+    requantize_op.cc
+    mkldnn/requantize_mkldnn_op.cc
+    reshape_op.cc
+    reverse_op.cc)
+register_unity_group(cc
+    rnn_memory_helper_op.cc
+    roi_align_op.cc
+    roll_op.cc
+    run_program_op.cc
+    sample_logits_op.cc
+    sampling_id_op.cc
+    save_combine_op.cc
+    save_op.cc
+    scale_op.cc
+    scatter_nd_add_op.cc
+    scatter_op.cc
+    seed_op.cc
+    segment_pool_op.cc
+    select_input_op.cc
+    select_output_op.cc)
+register_unity_group(cc
+    roi_pool_op.cc
+    selu_op.cc
+    shape_op.cc
+    shard_index_op.cc
+    shrink_rnn_memory_op.cc
+    shuffle_batch_op.cc
+    shuffle_channel_op.cc
+    sigmoid_cross_entropy_with_logits_op.cc
+    sign_op.cc
+    similarity_focus_op.cc
+    size_op.cc
+    slice_op.cc
+    softmax_op.cc)
+register_unity_group(cc
+    space_to_depth_op.cc
+    spectral_norm_op.cc
+    split_lod_tensor_op.cc
+    split_op.cc
+    split_selected_rows_op.cc
+    spp_op.cc
+    squared_l2_norm_op.cc
+    squeeze_op.cc
+    stack_op.cc
+    strided_slice_op.cc
+    sum_op.cc
+    mkldnn/sum_mkldnn_op.cc
+    tdm_child_op.cc
+    tdm_sampler_op.cc
+    teacher_student_sigmoid_loss_op.cc
+    temporal_shift_op.cc)
+register_unity_group(cc
+    row_conv_op.cc
+    tensor_array_to_tensor_op.cc
+    tile_op.cc
+    top_k_v2_op.cc
+    trace_op.cc
+    transpose_op.cc
+    mkldnn/transpose_mkldnn_op.cc
+    tree_conv_op.cc
+    tril_triu_op.cc
+    truncated_gaussian_random_op.cc
+    unbind_op.cc
+    unfold_op.cc)
+register_unity_group(cc
+    smooth_l1_loss_op.cc
+    uniform_random_batch_size_like_op.cc
+    uniform_random_op.cc
+    unique_op.cc
+    unique_with_counts_op.cc
+    unpool_op.cc
+    unsqueeze_op.cc
+    unstack_op.cc
+    var_conv_2d_op.cc
+    where_index_op.cc
+    where_op.cc)
+register_unity_group(cc
+    affine_grid_cudnn_op.cu.cc
+    beam_search_op.cu.cc
+    cudnn_lstm_op.cu.cc
+    empty_op.cu.cc
+    fc_op.cu.cc
+    fill_constant_batch_size_like_op.cu.cc
+    fill_constant_op.cu.cc
+    fill_op.cu.cc
+    fill_zeros_like_op.cu.cc
+    flatten_op.cu.cc
+    grid_sampler_cudnn_op.cu.cc
+    gru_op.cu.cc
+    inverse_op.cu.cc
+    is_empty_op.cu.cc
+    maxout_op.cu.cc
+    mul_op.cu.cc
+    concat_op.cu.cc
+    mul_op.cu.cc
+    pool_op.cu.cc
+    pool_cudnn_op.cu.cc
+    pool_with_index_op.cu.cc
+    run_program_op.cu.cc
+    softmax_op.cu.cc
+    softmax_cudnn_op.cu.cc
+    spp_op.cu.cc
+    squeeze_op.cu.cc
+    unbind_op.cu.cc
+    unique_op.cu
+    unpool_op.cu.cc
+    unsqueeze_op.cu.cc)
+register_unity_group(cu
+    addmm_op.cu
+    affine_channel_op.cu
+    allclose_op.cu
+    argsort_op.cu
+    assign_value_op.cu
+    bce_loss_op.cu
+    bernoulli_op.cu
+    bilateral_slice_op.cu)
+register_unity_group(cu
+    bilinear_tensor_product_op.cu
+    bmm_op.cu
+    cast_op.cu
+    cholesky_op.cu
+    clip_by_norm_op.cu
+    clip_op.cu)
+register_unity_group(cu
+    center_loss_op.cu
+    conv_op.cu
+    conv_transpose_cudnn_op.cu
+    conv_transpose_op.cu
+    cos_sim_op.cu
+    crop_op.cu)
+register_unity_group(cu
+    cross_entropy_op.cu
+    cross_op.cu
+    ctc_align_op.cu
+    cumsum_op.cu
+    cvm_op.cu
+    data_norm_op.cu
+    deformable_conv_op.cu
+    deformable_conv_v1_op.cu
+    dequantize_abs_max_op.cu)
+register_unity_group(cu
+    dgc_clip_by_norm_op.cu
+    diag_embed_op.cu
+    diag_op.cu
+    diag_v2_op.cu
+    edit_distance_op.cu
+    erf_op.cu)
+register_unity_group(cu
+    expand_v2_op.cu
+    fake_dequantize_op.cu
+    fill_any_like_op.cu)
+register_unity_group(cu
+    flip_op.cu
+    fsp_op.cu
+    gather_nd_op.cu
+    gather_op.cu
+    gather_tree_op.cu
+    gaussian_random_op.cu
+    grid_sampler_op.cu
+    group_norm_op.cu)
+register_unity_group(cu
+    hinge_loss_op.cu
+    histogram_op.cu
+    huber_loss_op.cu
+    im2sequence_op.cu
+    increment_op.cu
+    index_sample_op.cu
+    index_select_op.cu
+    interpolate_op.cu
+    isfinite_v2_op.cu)
+register_unity_group(cu
+    inplace_abn_op.cu
+    interpolate_v2_op.cu
+    isfinite_op.cu
+    kron_op.cu
+    l1_norm_op.cu
+    label_smooth_op.cu
+    layer_norm_op.cu
+    linspace_op.cu
+    load_combine_op.cu
+    load_op.cu)
+register_unity_group(cu
+    lod_reset_op.cu
+    log_softmax_op.cu
+    lrn_op.cu
+    lstm_unit_op.cu)
+register_unity_group(cu
+    log_loss_op.cu
+    lookup_table_v2_op.cu
+    margin_rank_loss_op.cu
+    masked_select_op.cu
+    merge_selected_rows_op.cu)
+register_unity_group(cu
+    conv_shift_op.cu
+    dequantize_log_op.cu
+    dropout_op.cu
+    fake_quantize_op.cu
+    gelu_op.cu
+    lookup_table_op.cu)
+register_unity_group(cu
+    mean_iou_op.cu
+    mean_op.cu
+    minus_op.cu
+    mish_op.cu
+    multinomial_op.cu
+    multiplex_op.cu
+    mv_op.cu
+    nll_loss_op.cu
+    norm_op.cu
+    one_hot_op.cu
+    p_norm_op.cu
+    pad2d_op.cu
+    pad3d_op.cu
+    pad_constant_like_op.cu
+    pad_op.cu)
+register_unity_group(cu
+    partial_sum_op.cu
+    pixel_shuffle_op.cu
+    prelu_op.cu
+    prroi_pool_op.cu
+    pull_box_extended_sparse_op.cu
+    pull_box_sparse_op.cu)
+register_unity_group(cu
+    randint_op.cu
+    random_crop_op.cu
+    randperm_op.cu
+    range_op.cu
+    reverse_op.cu)
+register_unity_group(cu
+    roi_align_op.cu
+    roll_op.cu
+    sample_logits_op.cu
+    sampling_id_op.cu
+    save_combine_op.cu
+    save_op.cu
+    scale_op.cu
+    scatter_nd_add_op.cu
+    scatter_op.cu
+    seed_op.cu
+    segment_pool_op.cu)
+register_unity_group(cu
+    roi_pool_op.cu
+    selu_op.cu
+    shape_op.cu
+    shard_index_op.cu
+    sign_op.cu
+    size_op.cu
+    slice_op.cu)
+register_unity_group(cu
+    space_to_depth_op.cu
+    spectral_norm_op.cu
+    split_op.cu
+    split_selected_rows_op.cu
+    squared_l2_norm_op.cu
+    stack_op.cu
+    strided_slice_op.cu
+    sum_op.cu
+    temporal_shift_op.cu)
+register_unity_group(cu
+    row_conv_op.cu
+    tile_op.cu
+    trace_op.cu
+    transpose_op.cu
+    tree_conv_op.cu
+    tril_triu_op.cu
+    truncated_gaussian_random_op.cu
+    unfold_op.cu)
+register_unity_group(cu
+    smooth_l1_loss_op.cu
+    uniform_random_op.cu
+    unique_op.cu
+    unstack_op.cu
+    where_index_op.cu
+    where_op.cu)
+# The following groups are to make better use of `/MP` which MSVC's parallel
+# compilation instruction when compiling in Unity Build.
+register_unity_group(cu activation_op.cu)
+register_unity_group(cu arg_max_op.cu)
+register_unity_group(cu arg_min_op.cu)
+register_unity_group(cu batch_norm_op.cu)
+register_unity_group(cu crop_tensor_op.cu)
+register_unity_group(cu dist_op.cu)
+register_unity_group(cu expand_as_op.cu)
+register_unity_group(cu expand_as_v2_op.cu)
+register_unity_group(cu gru_unit_op.cu)
+register_unity_group(cu instance_norm_op.cu)
+register_unity_group(cu kldiv_loss_op.cu)
+register_unity_group(cu partial_concat_op.cu)
+register_unity_group(cu softmax_with_cross_entropy_op.cu)
+register_unity_group(cu squared_l2_distance_op.cu)
+register_unity_group(cu top_k_op.cu)
diff --git a/paddle/scripts/paddle_build.bat b/paddle/scripts/paddle_build.bat
index 19891902aabe14769a7873370354997fe5ae7c37..79c2fad3a9ed50f9c2e9d46daa0d514b5bd2a279 100644
--- a/paddle/scripts/paddle_build.bat
+++ b/paddle/scripts/paddle_build.bat
@@ -41,6 +41,7 @@ if not defined WITH_INFERENCE_API_TEST set WITH_INFERENCE_API_TEST=ON
 if not defined WITH_STATIC_LIB set WITH_STATIC_LIB=ON
 if not defined WITH_CACHE set WITH_CACHE=OFF
 if not defined WITH_TPCACHE set WITH_TPCACHE=ON
+if not defined WITH_UNITY_BUILD set WITH_UNITY_BUILD=OFF
 set INFERENCE_DEMO_INSTALL_DIR=%cache_dir:\=/%/inference_demo
 
 rem -------set cache build work directory-----------
@@ -227,13 +228,13 @@ echo cmake .. -G "Visual Studio 14 2015 Win64" -DWITH_AVX=%WITH_AVX% -DWITH_GPU=
 -DWITH_TESTING=%WITH_TESTING% -DWITH_PYTHON=%WITH_PYTHON% -DON_INFER=%ON_INFER% ^
 -DWITH_INFERENCE_API_TEST=%WITH_INFERENCE_API_TEST% -DTHIRD_PARTY_PATH=%THIRD_PARTY_PATH% ^
 -DINFERENCE_DEMO_INSTALL_DIR=%INFERENCE_DEMO_INSTALL_DIR% -DWITH_STATIC_LIB=%WITH_STATIC_LIB% ^
--DTENSORRT_ROOT=%TENSORRT_ROOT% -DMSVC_STATIC_CRT=%MSVC_STATIC_CRT%
+-DTENSORRT_ROOT=%TENSORRT_ROOT% -DMSVC_STATIC_CRT=%MSVC_STATIC_CRT% -DWITH_UNITY_BUILD=%WITH_UNITY_BUILD%
 
 cmake .. -G "Visual Studio 14 2015 Win64" -DWITH_AVX=%WITH_AVX% -DWITH_GPU=%WITH_GPU% -DWITH_MKL=%WITH_MKL% ^
 -DWITH_TESTING=%WITH_TESTING% -DWITH_PYTHON=%WITH_PYTHON% -DON_INFER=%ON_INFER% ^
 -DWITH_INFERENCE_API_TEST=%WITH_INFERENCE_API_TEST% -DTHIRD_PARTY_PATH=%THIRD_PARTY_PATH% ^
 -DINFERENCE_DEMO_INSTALL_DIR=%INFERENCE_DEMO_INSTALL_DIR% -DWITH_STATIC_LIB=%WITH_STATIC_LIB% ^
--DTENSORRT_ROOT=%TENSORRT_ROOT% -DMSVC_STATIC_CRT=%MSVC_STATIC_CRT%
+-DTENSORRT_ROOT=%TENSORRT_ROOT% -DMSVC_STATIC_CRT=%MSVC_STATIC_CRT% -DWITH_UNITY_BUILD=%WITH_UNITY_BUILD%
 goto:eof
 
 :cmake_error
diff --git a/paddle/scripts/paddle_build.sh b/paddle/scripts/paddle_build.sh
index 419e1722d9581b47b43eafba3f1d9ae35ed6f273..1ca4465fb2838e9becbe684e2e14719b1c9d7943 100755
--- a/paddle/scripts/paddle_build.sh
+++ b/paddle/scripts/paddle_build.sh
@@ -246,6 +246,7 @@ function cmake_base() {
         -DWITH_LITE=${WITH_LITE:-OFF}
         -DWITH_XPU=${WITH_XPU:-OFF}
         -DLITE_GIT_TAG=develop
+        -DWITH_UNITY_BUILD=${WITH_UNITY_BUILD:-OFF}
     ========================================
 EOF
     # Disable UNITTEST_USE_VIRTUALENV in docker because
@@ -279,7 +280,8 @@ EOF
 	    -DWITH_GLOO=${gloo_flag} \
         -DLITE_GIT_TAG=develop \
         -DWITH_XPU=${WITH_XPU:-OFF} \
-        -DWITH_LITE=${WITH_LITE:-OFF};build_error=$?
+        -DWITH_LITE=${WITH_LITE:-OFF} \
+        -DWITH_UNITY_BUILD=${WITH_UNITY_BUILD:-OFF};build_error=$?
     if [ "$build_error" != 0 ];then
         exit 7;
     fi