Merge branch 'main' into aluo/qnn/conv2d-transpose-fq2i

* main: (119 commits)
  [Topi][Op][PyTorch][Vitas] Fix inconsistent kernel layout conventions for conv2d_transpose (apache#9336)
  Fix repository URL in ubuntu_install_rocm.sh (apache#9425)
  Add LLVM-13 installation to Docker setup (apache#9498)
  [Relay] Use target_host determined at Relay level instead of recalculating it (apache#9499)
  Arm(R) Ethos(TM)-U NPU BinaryElementwise operators support (apache#9442)
  [COMMUNITY] Junru's and Wuwei's PGP key for ASF release (apache#9488)
  Add default for split op (apache#9489)
  [HOTFIX][TARGET] Change LOG in compilation config to DLOG (apache#9486)
  Fixed some warnings about lambda's closures that are bigger than necessary (apache#9481)
  [Support] Add libinfo into the runtime build (apache#9310)
  Change Call with TIRCallAttrs to call_lowered op (apache#9312)
  [ETHOSN] Streamline Ethos(TM)-N cross-compile rpc usage (apache#9477)
  [CMSIS-NN] Assert correct amount of CMSIS-NN artifacts in MLF (apache#9480)
  [MicroTVM][PyTest] Explicitly skip MicroTVM unittests. (apache#9335)
  [microNPU] Replace ICHECK with diagnostic context in type inference (apache#9470)
  Better host handling in CompilationConfig & debug printing (apache#9460)
  [AOT][Tests] Use pre-built libraries in Reference System tests (apache#9271)
  [TIR] Add type hint for TIR  (apache#9432)
  [TVMC] Add test for quantized pytorch model (apache#9467)
  [CMSIS-NN] Convert CMSIS-NN to use Target Hooks (apache#9397)
  ...

.github/CODEOWNERS

@@ -33,10 +33,10 @@
 ##############################
 # Top-level Fallbacks
 ##############################
-include/**  @tqchen @jroesch @yzhliu @icemelon9 @junrushao1994 @comaniac @zhiics
-src/** @tqchen @jroesch @yzhliu @icemelon9 @junrushao1994 @comaniac @zhiics
-apps/** @tqchen @jroesch @yzhliu @icemelon9 @junrushao1994 @comaniac @zhiics
-python/** @tqchen @jroesch @yzhliu @icemelon9 @junrushao1994 @comaniac @zhiics
+include/**  @tqchen @jroesch @yzhliu @icemelon @junrushao1994 @comaniac @zhiics
+src/** @tqchen @jroesch @yzhliu @icemelon @junrushao1994 @comaniac @zhiics
+apps/** @tqchen @jroesch @yzhliu @icemelon @junrushao1994 @comaniac @zhiics
+python/** @tqchen @jroesch @yzhliu @icemelon @junrushao1994 @comaniac @zhiics
 
 # Thirdparty license audit
 3rdparty/**  @tqchen @jroesch
@@ -67,11 +67,11 @@ rust/** @jroesch @nhynes @nhynes
 vta/**    @tmoreau89 @vegaluisjose
 
 # docs
-docs/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon9
-tutorials/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon9
+docs/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon
+tutorials/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon
 
 # tests
-tests/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon9
+tests/**  @comaniac @junrushao1994 @tqchen @jroesch @areusch @yzhliu @merrymercy @icemelon
 
 ##############################
 # Specific modules
@@ -129,9 +129,9 @@ include/tvm/runtime/micro/** @areusch @liangfu @tmoreau89 @manupa-arm
 python/tvm/micro/** @areusch @liangfu @tmoreau89 @manupa-arm
 
 # relay
-src/relay/** @jroesch @slyubomirsky @icemelon9 @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
-include/tvm/relay/** @jroesch @slyubomirsky @icemelon9 @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
-python/tvm/relay/** @jroesch @slyubomirsky @icemelon9 @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
+src/relay/** @jroesch @slyubomirsky @icemelon @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
+include/tvm/relay/** @jroesch @slyubomirsky @icemelon @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
+python/tvm/relay/** @jroesch @slyubomirsky @icemelon @MarisaKirisame @ZihengJiang @yzhliu @vinx13 @mbrookhart @jwfromm @zhiics @anijain2305 @wweic @eqy @junrushao1994
 
 
 # relay/qnn

.github/workflows/main.yml

@@ -71,6 +71,23 @@ jobs:
       run: >-
         conda build --output-folder=conda/pkg  conda/recipe &&
         conda install tvm -c ./conda/pkg
+    - name: Build iOS RPC@MacOS
+      if: startsWith(matrix.os, 'macOS')
+      run: |
+        IOS_VERSION="14.0"
+        CMAKE_FLAGS="-DCMAKE_BUILD_TYPE=Release \
+                     -DCMAKE_SYSTEM_NAME=iOS \
+                     -DCMAKE_SYSTEM_VERSION=${IOS_VERSION} \
+                     -DCMAKE_OSX_SYSROOT=iphonesimulator \
+                     -DCMAKE_OSX_ARCHITECTURES=x86_64 \
+                     -DCMAKE_OSX_DEPLOYMENT_TARGET=14.0 \
+                     -DCMAKE_BUILD_WITH_INSTALL_NAME_DIR=ON \
+                     -DUSE_IOS_RPC=ON"
+
+        mkdir build-ios-simulator
+        cd build-ios-simulator
+        cmake .. ${CMAKE_FLAGS}
+        cmake --build . --target ios_rpc
     - name: Test@Win
       if: startsWith(matrix.os, 'windows')
       shell: cmd /C call {0}
@@ -81,3 +98,12 @@ jobs:
       shell: bash -l {0}
       run: >-
         python -m pytest -v tests/python/all-platform-minimal-test
+    - name: Test iOS RPC@MacOS
+      if: startsWith(matrix.os, 'macOS')
+      shell: bash -l {0}
+      run: >-
+        python -m pip install tornado psutil cloudpickle &&
+        export PYTHONPATH=tests/python/contrib:${PYTHONPATH} &&
+        export BUNDLE_ID=org.apache.tvmrpc &&
+        export BUNDLE_PATH=build-ios-simulator/apps/ios_rpc/ios_rpc/src/ios_rpc-build/Release-iphonesimulator/tvmrpc.app &&
+        python -m pytest -v tests/python/contrib/test_rpc_server_device.py

.gitignore

@@ -174,6 +174,7 @@ perf
 .bash_history
 *.json
 *.params
+*.ro
 *.onnx
 *.h5
 synset.txt
@@ -240,4 +241,4 @@ conda/pkg
 # Downloaded models/datasets
 .tvm_test_data
 .dgl
-.caffe2
+.caffe2

.gitmodules

@@ -13,3 +13,6 @@
 [submodule "3rdparty/libbacktrace"]
 	path = 3rdparty/libbacktrace
 	url = https://github.com/tlc-pack/libbacktrace.git
+[submodule "3rdparty/cutlass"]
+	path = 3rdparty/cutlass
+	url = https://github.com/NVIDIA/cutlass

CMakeLists.txt

@@ -45,6 +45,7 @@ tvm_option(USE_MICRO "Build with Micro TVM support" OFF)
 tvm_option(INSTALL_DEV "Install compiler infrastructure" OFF)
 tvm_option(HIDE_PRIVATE_SYMBOLS "Compile with -fvisibility=hidden." OFF)
 tvm_option(USE_TF_TVMDSOOP "Build with TensorFlow TVMDSOOp" OFF)
+tvm_option(USE_PT_TVMDSOOP "Build with PyTorch TVMDSOOp" OFF)
 tvm_option(USE_FALLBACK_STL_MAP "Use TVM's POD compatible Map" OFF)
 tvm_option(USE_ETHOSN "Build with Arm Ethos-N" OFF)
 tvm_option(USE_CMSISNN "Build with Arm CMSIS-NN" OFF)
@@ -69,6 +70,7 @@ tvm_option(USE_MKLDNN "Build with MKLDNN" OFF)
 tvm_option(USE_DNNL_CODEGEN "Enable MKLDNN (DNNL) codegen" OFF)
 tvm_option(USE_CUDNN "Build with cuDNN" OFF)
 tvm_option(USE_CUBLAS "Build with cuBLAS" OFF)
+tvm_option(USE_CUTLASS "Build with CUTLASS" OFF)
 tvm_option(USE_THRUST "Build with Thrust" OFF)
 tvm_option(USE_MIOPEN "Build with ROCM:MIOpen" OFF)
 tvm_option(USE_ROCBLAS "Build with ROCM:RoCBLAS" OFF)
@@ -413,6 +415,8 @@ endif(USE_PIPELINE_EXECUTOR)
 # Module rules
 include(cmake/modules/VTA.cmake)
 include(cmake/modules/StandaloneCrt.cmake)
+include(cmake/modules/Zephyr.cmake)
+include(cmake/modules/Arduino.cmake)
 include(cmake/modules/CUDA.cmake)
 include(cmake/modules/Hexagon.cmake)
 include(cmake/modules/OpenCL.cmake)
@@ -428,6 +432,7 @@ include(cmake/modules/contrib/EthosU.cmake)
 include(cmake/modules/contrib/BLAS.cmake)
 include(cmake/modules/contrib/CODEGENC.cmake)
 include(cmake/modules/contrib/DNNL.cmake)
+include(cmake/modules/contrib/CUTLASS.cmake)
 include(cmake/modules/contrib/ExampleTargetHooks.cmake)
 include(cmake/modules/contrib/Random.cmake)
 include(cmake/modules/contrib/Posit.cmake)
@@ -437,6 +442,7 @@ include(cmake/modules/contrib/NNPack.cmake)
 include(cmake/modules/contrib/HybridDump.cmake)
 include(cmake/modules/contrib/TFLite.cmake)
 include(cmake/modules/contrib/TF_TVMDSOOP.cmake)
+include(cmake/modules/contrib/PT_TVMDSOOP.cmake)
 include(cmake/modules/contrib/CoreML.cmake)
 include(cmake/modules/contrib/BNNS.cmake)
 include(cmake/modules/contrib/ONNX.cmake)
@@ -471,15 +477,15 @@ add_library(tvm SHARED $<TARGET_OBJECTS:tvm_objs> $<TARGET_OBJECTS:tvm_runtime_o
 set_property(TARGET tvm APPEND PROPERTY LINK_OPTIONS "${TVM_NO_UNDEFINED_SYMBOLS}")
 set_property(TARGET tvm APPEND PROPERTY LINK_OPTIONS "${TVM_VISIBILITY_FLAG}")
 if(BUILD_STATIC_RUNTIME)
-  add_library(tvm_runtime STATIC $<TARGET_OBJECTS:tvm_runtime_objs>)
+  add_library(tvm_runtime STATIC $<TARGET_OBJECTS:tvm_runtime_objs> $<TARGET_OBJECTS:tvm_libinfo_objs>)
   set(NOTICE_MULTILINE
     "You have build static version of the TVM runtime library. Make "
     "sure to use --whole-archive when linking it into your project.")
   string(CONCAT NOTICE ${NOTICE_MULTILINE})
   add_custom_command(TARGET tvm_runtime POST_BUILD
     COMMAND ${CMAKE_COMMAND} -E cmake_echo_color --yellow --bold ${NOTICE})
 else()
-  add_library(tvm_runtime SHARED $<TARGET_OBJECTS:tvm_runtime_objs>)
+  add_library(tvm_runtime SHARED $<TARGET_OBJECTS:tvm_runtime_objs> $<TARGET_OBJECTS:tvm_libinfo_objs>)
   set_property(TARGET tvm_runtime APPEND PROPERTY LINK_OPTIONS "${TVM_NO_UNDEFINED_SYMBOLS}")
 endif()
 set_property(TARGET tvm_runtime APPEND PROPERTY LINK_OPTIONS "${TVM_VISIBILITY_FLAG}")
@@ -500,6 +506,8 @@ if(USE_MICRO)
   # Unix Makefiles generator, need to add these explicit target-level dependency)
   add_dependencies(tvm host_standalone_crt)
   add_dependencies(tvm_runtime host_standalone_crt)
+  add_dependencies(tvm_runtime zephyr)
+  add_dependencies(tvm_runtime arduino)
 endif()
 
 if(USE_CPP_RPC)

CONTRIBUTORS.md

@@ -59,7 +59,7 @@ We do encourage everyone to work anything they are interested in.
 - [Giuseppe Rossini](https://github.com/giuseros): @giuseros - aot, arm
 - [Siju Samuel](https://github.com/siju-samuel): @siju-samuel - frontends
 - [Junru Shao](https://github.com/junrushao1994) (PMC): @junrushao1994 - relay, compiler
-- [Haichen Shen](https://github.com/icemelon9) (PMC): @icemelon9 - relay, topi
+- [Haichen Shen](https://github.com/icemelon) (PMC): @icemelon - relay, topi
 - [Siva Rama Krishna Reddy](https://github.com/srkreddy1238): @srkreddy1238 - frontends, golang
 - [Zhixun Tan](https://github.com/phisiart): @phisiart - opengl, web
 - [Andrew Tulloch](https://github.com/ajtulloch): @ajtulloch - topi, compiler, runtime
@@ -90,6 +90,7 @@ We do encourage everyone to work anything they are interested in.
 - [Siyuan Feng](https://github.com/Hzfengsy): @Hzfengsy
 - [Josh Fromm](https://github.com/jwfromm): @jwfromm
 - [Sergei Grechanik](https://github.com/sgrechanik-h): @sgrechanik-h
+- [Mehrdad Hessar](https://github.com/mehrdadh): @mehrdadh
 - [Bohan Hou](https://github.com/spectrometerHBH): @spectrometerHBH
 - [Yuwei Hu](https://github.com/Huyuwei): @Huyuwei
 - [Luke Hutton](https://github.com/lhutton1): @lhutton1
@@ -130,12 +131,14 @@ We do encourage everyone to work anything they are interested in.
 - [Giuseppe Rossini](https://github.com/giuseros): @giuseros
 - [Siju Samuel](https://github.com/siju-samuel): @siju-samuel
 - [Junru Shao](https://github.com/junrushao1994): @junrushao1994
-- [Haichen Shen](https://github.com/icemelon9): @icemelon9
+- [Haichen Shen](https://github.com/icemelon): @icemelon
 - [Xingjian Shi](https://github.com/sxjscience): @sxjscience
+- [Mark Shields](https://github.com/mbs-octoml): @mbs-octoml
 - [Christopher Sidebottom](https://github.com/mousius): @mousius
 - [Siva Rama Krishna Reddy](https://github.com/srkreddy1238): @srkreddy1238
 - [Dmitriy Smirnov](https://github.com/d-smirnov): @d-smirnov
 - [Jon Soifer](https://github.com/soiferj): @soiferj
+- [Chris Sullivan](https://github.com/csullivan): @csullivan
 - [Zhixun Tan](https://github.com/phisiart): @phisiart
 - [Andrew Tulloch](https://github.com/ajtulloch): @ajtulloch
 - [Jorn Tuyls](https://github.com/jtuyls): @jtuyls
@@ -148,13 +151,15 @@ We do encourage everyone to work anything they are interested in.
 - [Logan Weber](https://github.com/weberlo): @weberlo
 - [Matt Welsh](https://github.com/mdw-octoml): @mdw-octoml
 - [Jian Weng](https://github.com/were): @were
+- [wrongtest](https://github.com/wrongtest): @wrongtest
 - [Yong Wu](https://github.com/yongwww): @yongwww
 - [Zhao Wu](https://github.com/FrozenGene): @FrozenGene
 - [Bing Xu](https://github.com/antinucleon): @antinucleon
 - [Eddie Yan](https://github.com/eqy): @eqy
 - [Hao Yu](https://github.com/comaniac): @comaniac
 - [Joshua Z. Zhang](https://github.com/zhreshold): @zhreshold
 - [Lianmin Zheng](https://github.com/merrymercy): @merrymercy
+- [Xiyou Zhou](https://github.com/zxybazh): @zxybazh
 
 ## List of Contributors
 - [Full List of Contributors](https://github.com/apache/tvm/graphs/contributors)

Jenkinsfile

@@ -46,8 +46,8 @@ import org.jenkinsci.plugins.pipeline.modeldefinition.Utils
 
 // NOTE: these lines are scanned by docker/dev_common.sh. Please update the regex as needed. -->
 ci_lint = "tlcpack/ci-lint:v0.67"
-ci_gpu = "tlcpack/ci-gpu:v0.77"
-ci_cpu = "tlcpack/ci-cpu:v0.78"
+ci_gpu = "tlcpack/ci-gpu:v0.78"
+ci_cpu = "tlcpack/ci-cpu:v0.79"
 ci_wasm = "tlcpack/ci-wasm:v0.71"
 ci_i386 = "tlcpack/ci-i386:v0.74"
 ci_qemu = "tlcpack/ci-qemu:v0.08"
@@ -353,7 +353,7 @@ stage('Unit Test') {
             timeout(time: max_time, unit: 'MINUTES') {
               sh "${docker_run} ${ci_i386} ./tests/scripts/task_ci_setup.sh"
               sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_unittest.sh"
-              sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_integration.sh"
+              sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_integration_i386only.sh"
               sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_vta_fsim.sh"
               junit "build/pytest-results/*.xml"
             }

KEYS

@@ -300,3 +300,119 @@ Q2YsCQ/Br0XhJvC+i6OYgCI1iGLINTe9wjsi2ei8ZI+2G9XY62sN0orIIjIadns+
 8WGuWI9h3RBLY7aFMLpl02cXrsOiMcXC1Uk/e6e14Xpu+Y6IG4KKkUM=
 =GEwA
 -----END PGP PUBLIC KEY BLOCK-----
+pub   rsa4096 2021-11-10 [SC]
+      C5E5C09030E7BD32DF9A67CE35ABC9676004ADAE
+uid           [ultimate] Junru Shao <junrushao@apache.org>
+sig 3        35ABC9676004ADAE 2021-11-10  Junru Shao <junrushao@apache.org>
+sub   rsa4096 2021-11-10 [E]
+sig          35ABC9676004ADAE 2021-11-10  Junru Shao <junrushao@apache.org>
+
+-----BEGIN PGP PUBLIC KEY BLOCK-----
+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jNCy
+-----END PGP PUBLIC KEY BLOCK-----
+pub   rsa4096 2021-11-10 [SC]
+      43C2306EBED3D533F2CFBA8A2C75E5A496C80880
+uid           [ultimate] Wuwei Lin <wuwei@apache.org>
+sig 3        2C75E5A496C80880 2021-11-10  Wuwei Lin <wuwei@apache.org>
+sub   rsa4096 2021-11-10 [E]
+sig          2C75E5A496C80880 2021-11-10  Wuwei Lin <wuwei@apache.org>
+
+-----BEGIN PGP PUBLIC KEY BLOCK-----
+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=
+=+gLd
+-----END PGP PUBLIC KEY BLOCK-----

LICENSE

@@ -238,3 +238,8 @@ The Unlicense
 -------------
 
 3rdparty/rang
+
+BSD 3-Clause "New" or "Revised" License
+---------------------------------------
+
+3rdparty/cutlass

README.md

@@ -36,7 +36,7 @@ TVM is licensed under the [Apache-2.0](LICENSE) license.
 Getting Started
 ---------------
 Check out the [TVM Documentation](https://tvm.apache.org/docs/) site for installation instructions, tutorials, examples, and more.
-The [Getting Started with TVM](https://tvm.apache.org/docs/tutorials/get_started/introduction.html) tutorial is a great
+The [Getting Started with TVM](https://tvm.apache.org/docs/tutorial/introduction.html) tutorial is a great
 place to start.
 
 Contribute to TVM