diff --git a/ports/qnnpack/portfile.cmake b/ports/qnnpack/portfile.cmake
new file mode 100644
index 0000000000..271bd11ca3
--- /dev/null
+++ b/ports/qnnpack/portfile.cmake
@@ -0,0 +1,23 @@
+vcpkg_fail_port_install(ON_TARGET "Windows")
+vcpkg_from_github(
+    OUT_SOURCE_PATH SOURCE_PATH
+    REPO pytorch/QNNPACK
+    REF 7d2a4e9931a82adc3814275b6219a03e24e36b4c
+    SHA512 437a835acfedae851a9a8572fa6eea9854dcb8bcca499bc4a2582314e44f5f199778e857932da4aecf943bea7cb2eb5b1c41d4b4ca6075bddbe0f18b2c7b9127
+    HEAD_REF master
+    PATCHES
+        use-packages.patch
+)
+
+vcpkg_cmake_configure(
+    SOURCE_PATH ${SOURCE_PATH}
+    OPTIONS
+        -DQNNPACK_BUILD_TESTS=OFF
+        -DQNNPACK_BUILD_BENCHMARKS=OFF
+)
+vcpkg_cmake_install()
+
+file(INSTALL ${SOURCE_PATH}/LICENSE DESTINATION ${CURRENT_PACKAGES_DIR}/share/${PORT} RENAME copyright)
+file(REMOVE_RECURSE ${CURRENT_PACKAGES_DIR}/debug/include
+                    ${CURRENT_PACKAGES_DIR}/debug/bin
+)
diff --git a/ports/qnnpack/use-packages.patch b/ports/qnnpack/use-packages.patch
new file mode 100644
index 0000000000..3345651626
--- /dev/null
+++ b/ports/qnnpack/use-packages.patch
@@ -0,0 +1,187 @@
+diff --git a/CMakeLists.txt b/CMakeLists.txt
+index a5ddc49..05e1279 100644
+--- a/CMakeLists.txt
++++ b/CMakeLists.txt
+@@ -13,8 +13,6 @@ PROJECT(QNNPACK C CXX ASM)
+ 
+ # ---[ Options.
+ OPTION(QNNPACK_CUSTOM_THREADPOOL "Build QNNPACK for custom thread pool" OFF)
+-SET(QNNPACK_LIBRARY_TYPE "default" CACHE STRING "Type of library (shared, static, or default) to build")
+-SET_PROPERTY(CACHE QNNPACK_LIBRARY_TYPE PROPERTY STRINGS default static shared)
+ OPTION(QNNPACK_BUILD_TESTS "Build QNNPACK unit tests" ON)
+ OPTION(QNNPACK_BUILD_BENCHMARKS "Build QNNPACK benchmarks" ON)
+ 
+@@ -53,11 +51,11 @@ SET(CONFU_DEPENDENCIES_SOURCE_DIR "${CMAKE_SOURCE_DIR}/deps"
+ SET(CONFU_DEPENDENCIES_BINARY_DIR "${CMAKE_BINARY_DIR}/deps"
+   CACHE PATH "Confu-style dependencies binary directory")
+ 
+-IF(NOT DEFINED CLOG_SOURCE_DIR)
++IF(FALSE)
+   SET(CLOG_SOURCE_DIR "${PROJECT_SOURCE_DIR}/deps/clog")
+ ENDIF()
+ 
+-IF(NOT DEFINED CPUINFO_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading cpuinfo to ${CONFU_DEPENDENCIES_SOURCE_DIR}/cpuinfo (define CPUINFO_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadCpuinfo.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/cpuinfo-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -67,7 +65,7 @@ IF(NOT DEFINED CPUINFO_SOURCE_DIR)
+   SET(CPUINFO_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/cpuinfo" CACHE STRING "cpuinfo source directory")
+ ENDIF()
+ 
+-IF(NOT DEFINED FP16_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading FP16 to ${CONFU_DEPENDENCIES_SOURCE_DIR}/fp16 (define FP16_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadFP16.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/fp16-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -77,7 +75,7 @@ IF(NOT DEFINED FP16_SOURCE_DIR)
+   SET(FP16_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/fp16" CACHE STRING "FP16 source directory")
+ ENDIF()
+ 
+-IF(NOT DEFINED FXDIV_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading FXdiv to ${CONFU_DEPENDENCIES_SOURCE_DIR}/fxdiv (define FXDIV_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadFXdiv.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/fxdiv-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -87,7 +85,7 @@ IF(NOT DEFINED FXDIV_SOURCE_DIR)
+   SET(FXDIV_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/fxdiv" CACHE STRING "FXdiv source directory")
+ ENDIF()
+ 
+-IF(NOT DEFINED PSIMD_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading PSimd to ${CONFU_DEPENDENCIES_SOURCE_DIR}/psimd (define PSIMD_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadPSimd.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/psimd-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -97,7 +95,7 @@ IF(NOT DEFINED PSIMD_SOURCE_DIR)
+   SET(PSIMD_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/psimd" CACHE STRING "PSimd source directory")
+ ENDIF()
+ 
+-IF(NOT DEFINED PTHREADPOOL_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading pthreadpool to ${CONFU_DEPENDENCIES_SOURCE_DIR}/pthreadpool (define PTHREADPOOL_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadPThreadPool.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/pthreadpool-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -107,7 +105,7 @@ IF(NOT DEFINED PTHREADPOOL_SOURCE_DIR)
+   SET(PTHREADPOOL_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/pthreadpool" CACHE STRING "pthreadpool source directory")
+ ENDIF()
+ 
+-IF(QNNPACK_BUILD_TESTS AND NOT DEFINED GOOGLETEST_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading Google Test to ${CONFU_DEPENDENCIES_SOURCE_DIR}/googletest (define GOOGLETEST_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadGoogleTest.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/googletest-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -117,7 +115,7 @@ IF(QNNPACK_BUILD_TESTS AND NOT DEFINED GOOGLETEST_SOURCE_DIR)
+   SET(GOOGLETEST_SOURCE_DIR "${CONFU_DEPENDENCIES_SOURCE_DIR}/googletest" CACHE STRING "Google Test source directory")
+ ENDIF()
+ 
+-IF(QNNPACK_BUILD_BENCHMARKS AND NOT DEFINED GOOGLEBENCHMARK_SOURCE_DIR)
++IF(FALSE)
+   MESSAGE(STATUS "Downloading Google Benchmark to ${CONFU_DEPENDENCIES_SOURCE_DIR}/googlebenchmark (define GOOGLEBENCHMARK_SOURCE_DIR to avoid it)")
+   CONFIGURE_FILE(cmake/DownloadGoogleBenchmark.cmake "${CONFU_DEPENDENCIES_BINARY_DIR}/googlebenchmark-download/CMakeLists.txt")
+   EXECUTE_PROCESS(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+@@ -229,15 +227,7 @@ IF(CMAKE_SYSTEM_PROCESSOR MATCHES "^(i[3-6]86|x86_64)$" OR IOS_ARCH MATCHES "^(i
+   LIST(APPEND QNNPACK_UKERNELS ${QNNPACK_X86_SSE2_UKERNELS})
+ ENDIF()
+ 
+-IF(QNNPACK_LIBRARY_TYPE STREQUAL "default")
+-  ADD_LIBRARY(qnnpack ${QNNPACK_INIT_SRCS} ${QNNPACK_EXEC_SRCS} ${QNNPACK_UKERNELS})
+-ELSEIF(QNNPACK_LIBRARY_TYPE STREQUAL "shared")
+-  ADD_LIBRARY(qnnpack SHARED ${QNNPACK_INIT_SRCS} ${QNNPACK_EXEC_SRCS} ${QNNPACK_UKERNELS})
+-ELSEIF(QNNPACK_LIBRARY_TYPE STREQUAL "static")
+-  ADD_LIBRARY(qnnpack STATIC ${QNNPACK_INIT_SRCS} ${QNNPACK_EXEC_SRCS} ${QNNPACK_UKERNELS})
+-ELSE()
+-  MESSAGE(FATAL_ERROR "Unsupported QNNPACK library type \"${QNNPACK_LIBRARY_TYPE}\". Must be \"static\", \"shared\", or \"default\"")
+-ENDIF()
++ADD_LIBRARY(qnnpack ${QNNPACK_INIT_SRCS} ${QNNPACK_EXEC_SRCS} ${QNNPACK_UKERNELS})
+ SET_TARGET_PROPERTIES(qnnpack PROPERTIES
+   C_STANDARD 99
+   C_EXTENSIONS YES)
+@@ -272,7 +262,7 @@ TARGET_INCLUDE_DIRECTORIES(qnnpack PRIVATE src)
+ SET_TARGET_PROPERTIES(qnnpack PROPERTIES PUBLIC_HEADER include/qnnpack.h)
+ 
+ # ---[ Configure clog
+-IF(NOT TARGET clog)
++IF(FALSE)
+   SET(CLOG_BUILD_TESTS OFF CACHE BOOL "")
+   SET(CLOG_RUNTIME_TYPE "${CPUINFO_RUNTIME_TYPE}" CACHE STRING "")
+   ADD_SUBDIRECTORY(
+@@ -281,10 +271,9 @@ IF(NOT TARGET clog)
+   # We build static version of clog but a dynamic library may indirectly depend on it
+   SET_PROPERTY(TARGET clog PROPERTY POSITION_INDEPENDENT_CODE ON)
+ ENDIF()
+-TARGET_LINK_LIBRARIES(qnnpack PRIVATE clog)
+ 
+ # ---[ Configure cpuinfo
+-IF(NOT TARGET cpuinfo)
++IF(FALSE)
+   SET(CPUINFO_BUILD_TOOLS OFF CACHE BOOL "")
+   SET(CPUINFO_BUILD_UNIT_TESTS OFF CACHE BOOL "")
+   SET(CPUINFO_BUILD_MOCK_TESTS OFF CACHE BOOL "")
+@@ -293,17 +282,19 @@ IF(NOT TARGET cpuinfo)
+     "${CPUINFO_SOURCE_DIR}"
+     "${CONFU_DEPENDENCIES_BINARY_DIR}/cpuinfo")
+ ENDIF()
+-TARGET_LINK_LIBRARIES(qnnpack PRIVATE cpuinfo)
++
++find_package(unofficial-cpuinfo CONFIG REQUIRED)
++target_link_libraries(qnnpack PUBLIC unofficial::cpuinfo::clog unofficial::cpuinfo::cpuinfo)
+ 
+ # ---[ Configure pthreadpool
+-IF(NOT TARGET pthreadpool)
++IF(FALSE)
+   SET(PTHREADPOOL_BUILD_TESTS OFF CACHE BOOL "")
+   SET(PTHREADPOOL_BUILD_BENCHMARKS OFF CACHE BOOL "")
+   ADD_SUBDIRECTORY(
+     "${PTHREADPOOL_SOURCE_DIR}"
+     "${CONFU_DEPENDENCIES_BINARY_DIR}/pthreadpool")
+ ENDIF()
+-IF(QNNPACK_CUSTOM_THREADPOOL)
++IF(FALSE)
+   # Depend on pthreadpool interface, but not on implementation.
+   # This is used when QNNPACK user (e.g. Caffe2) provides its own threadpool implementation.
+   TARGET_LINK_LIBRARIES(qnnpack PUBLIC pthreadpool_interface)
+@@ -312,34 +303,38 @@ ELSE()
+ ENDIF()
+ 
+ # ---[ Configure FXdiv
+-IF(NOT TARGET fxdiv)
++IF(FALSE)
+   SET(FXDIV_BUILD_TESTS OFF CACHE BOOL "")
+   SET(FXDIV_BUILD_BENCHMARKS OFF CACHE BOOL "")
+   ADD_SUBDIRECTORY(
+     "${FXDIV_SOURCE_DIR}"
+     "${CONFU_DEPENDENCIES_BINARY_DIR}/fxdiv")
+ ENDIF()
+-TARGET_LINK_LIBRARIES(qnnpack PRIVATE fxdiv)
++find_path(FXDIV_INCLUDE_DIRS "fxdiv.h")
++target_include_directories(qnnpack PRIVATE ${FXDIV_INCLUDE_DIRS})
+ 
+ # ---[ Configure psimd
+-IF(NOT TARGET psimd)
++IF(FALSE)
+   ADD_SUBDIRECTORY(
+     "${PSIMD_SOURCE_DIR}"
+     "${CONFU_DEPENDENCIES_BINARY_DIR}/psimd")
+ ENDIF()
+-TARGET_LINK_LIBRARIES(qnnpack PRIVATE psimd)
++find_path(PSIMD_INCLUDE_DIRS "psimd.h")
++target_include_directories(qnnpack PRIVATE ${PSIMD_INCLUDE_DIRS})
+ 
+ # ---[ Configure FP16
+-IF(NOT TARGET fp16)
++IF(FALSE)
+   SET(FP16_BUILD_TESTS OFF CACHE BOOL "")
+   SET(FP16_BUILD_BENCHMARKS OFF CACHE BOOL "")
+   ADD_SUBDIRECTORY(
+     "${FP16_SOURCE_DIR}"
+     "${CONFU_DEPENDENCIES_BINARY_DIR}/fp16")
+ ENDIF()
+-TARGET_LINK_LIBRARIES(qnnpack PRIVATE fp16)
++find_path(FP16_INCLUDE_DIRS "fp16.h")
++target_include_directories(qnnpack PRIVATE ${FP16_INCLUDE_DIRS})
+ 
+ INSTALL(TARGETS qnnpack
++    RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR}
+     LIBRARY DESTINATION ${CMAKE_INSTALL_LIBDIR}
+     ARCHIVE DESTINATION ${CMAKE_INSTALL_LIBDIR}
+     PUBLIC_HEADER DESTINATION ${CMAKE_INSTALL_INCLUDEDIR})
diff --git a/ports/qnnpack/vcpkg.json b/ports/qnnpack/vcpkg.json
new file mode 100644
index 0000000000..20b4aa0e3a
--- /dev/null
+++ b/ports/qnnpack/vcpkg.json
@@ -0,0 +1,18 @@
+{
+  "name": "qnnpack",
+  "version-date": "2021-02-26",
+  "description": "Quantized Neural Network PACKage - mobile-optimized implementation of quantized neural network operators",
+  "homepage": "https://github.com/pytorch/QNNPACK",
+  "supports": "linux | osx",
+  "dependencies": [
+    "cpuinfo",
+    "fp16",
+    "fxdiv",
+    "psimd",
+    "pthreadpool",
+    {
+      "name": "vcpkg-cmake",
+      "host": true
+    }
+  ]
+}
diff --git a/versions/baseline.json b/versions/baseline.json
index d81e9315fd..3f2c2e4875 100644
--- a/versions/baseline.json
+++ b/versions/baseline.json
@@ -5000,6 +5000,10 @@
       "baseline": "8.0.2",
       "port-version": 0
     },
+    "qnnpack": {
+      "baseline": "2021-02-26",
+      "port-version": 0
+    },
     "qpid-proton": {
       "baseline": "0.32.0",
       "port-version": 0
diff --git a/versions/q-/qnnpack.json b/versions/q-/qnnpack.json
new file mode 100644
index 0000000000..b9f21aaa7e
--- /dev/null
+++ b/versions/q-/qnnpack.json
@@ -0,0 +1,9 @@
+{
+  "versions": [
+    {
+      "git-tree": "b433ea1861106777f4f358ba433eeea488e91c3a",
+      "version-date": "2021-02-26",
+      "port-version": 0
+    }
+  ]
+}