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junrushao pushed a commit to branch unity-staging
in repository https://gitbox.apache.org/repos/asf/tvm.git

commit d8f1ac4e87fb10ecbac260a37e01627a4a684cfe
Merge: 959b7e5e09 2eca9f0270
Author: Junru Shao <[email protected]>
AuthorDate: Tue Jul 18 14:57:34 2023 -0700

    Merge remote-tracking branch 'apache-upstream/main' into unity

 CONTRIBUTORS.md                                    |   1 +
 .../template_project/microtvm_api_server.py        |   9 +-
 ci/jenkins/docker-images.ini                       |   2 +-
 .../install/ubuntu_install_tensorflow_aarch64.sh   |   2 +-
 docs/arch/index.rst                                |   4 +-
 include/tvm/runtime/device_api.h                   |   3 +-
 include/tvm/runtime/profiling.h                    |   4 +-
 include/tvm/topi/nn/rms_norm.h                     |  96 +++++
 jvm/native/osx-x86_64/pom.xml                      |   2 +-
 jvm/pom.xml                                        |   2 +-
 python/setup.py                                    |   8 +
 python/tvm/_ffi/runtime_ctypes.py                  |  18 +
 python/tvm/contrib/hexagon/transform.py            | 105 ++++-
 python/tvm/exec/gpu_memory_bandwidth.py            | 192 +++++++++
 python/tvm/relay/backend/contrib/ethosu/codegen.py |  89 +++-
 python/tvm/relay/frontend/keras.py                 |  21 +-
 python/tvm/relay/frontend/tflite.py                |  12 +-
 python/tvm/relay/op/contrib/ethosu.py              |   4 +-
 python/tvm/runtime/module.py                       |   5 +
 python/tvm/script/parser/_core.py                  |   2 +-
 python/tvm/script/parser/core/entry.py             |  35 +-
 python/tvm/script/parser/tir/__init__.py           |   4 +-
 python/tvm/script/parser/tir/entry.py              |  99 ++++-
 python/tvm/script/parser/tir/parser.py             |  60 ++-
 python/tvm/target/target.py                        |   4 +
 python/tvm/testing/runner.py                       |  12 +-
 python/tvm/tir/op.py                               |   2 +-
 python/tvm/topi/nn/__init__.py                     |   1 +
 python/tvm/topi/nn/rms_norm.py                     |  46 +++
 python/tvm/topi/testing/__init__.py                |   1 +
 python/tvm/topi/testing/rms_norm_python.py         |  51 +++
 src/relay/backend/aot_executor_codegen.cc          |  38 +-
 src/relay/transforms/merge_compiler_regions.cc     |  36 +-
 src/runtime/crt/common/crt_runtime_api.c           |   5 +-
 src/runtime/cuda/cuda_device_api.cc                |   6 +
 .../graph_executor/debug/graph_executor_debug.cc   |   2 +-
 src/runtime/graph_executor/graph_executor.cc       |  25 +-
 src/runtime/graph_executor/graph_executor.h        |   6 +-
 src/runtime/metal/metal_device_api.mm              |   2 +
 src/runtime/opencl/opencl_device_api.cc            |   7 +
 src/runtime/profiling.cc                           |  16 +-
 src/runtime/rocm/rocm_device_api.cc                |   5 +
 src/runtime/rpc/rpc_module.cc                      |  28 +-
 src/runtime/vulkan/vulkan_device_api.cc            |   3 +
 src/support/socket.h                               |  16 +-
 src/te/operation/cross_thread_reduction.cc         |  13 +-
 src/tir/transforms/lower_device_kernel_launch.cc   |  41 +-
 src/tir/transforms/lower_thread_allreduce.cc       | 337 +++++++++------
 src/tir/transforms/lower_tvm_builtin.cc            |  54 ++-
 src/tir/transforms/split_host_device.cc            |  33 +-
 src/topi/nn.cc                                     |   6 +
 tests/python/contrib/test_ethosu/test_codegen.py   |  63 +++
 tests/python/contrib/test_ethosu/test_legalize.py  | 132 +++++-
 .../test_hexagon/test_relay_simplify_qnn_concat.py | 101 +++++
 tests/python/frontend/keras/test_forward.py        |   7 +
 tests/python/frontend/tflite/test_forward.py       |  18 +
 .../relay/test_pass_merge_compiler_regions.py      |  62 +++
 tests/python/topi/python/test_topi_rms_norm.py     |  68 ++++
 tests/python/unittest/test_set_input_zero_copy.py  | 137 +++++++
 .../test_tir_transform_lower_thread_all_reduce.py  | 451 +++++++++++++++++++++
 .../test_tir_transform_lower_tvm_builtin.py        |  23 +-
 .../test_tir_transform_split_host_device.py        |  38 ++
 tests/python/unittest/test_tvmscript_parser_tir.py | 107 +++++
 tests/scripts/release/README.md                    |  13 +-
 tests/scripts/release/make_notes.py                |  33 +-
 web/emcc/tvmjs_support.cc                          |   2 +-
 66 files changed, 2563 insertions(+), 267 deletions(-)

diff --cc python/tvm/script/parser/core/entry.py
index a4362b00ae,08a593d5d3..de1afb6245
--- a/python/tvm/script/parser/core/entry.py
+++ b/python/tvm/script/parser/core/entry.py
@@@ -25,6 -25,25 +25,26 @@@ from .error import ParserErro
  from .parser import Parser
  
  
+ def _default_globals() -> Dict[str, Any]:
+     import tvm  # pylint: disable=import-outside-toplevel
+     from tvm.script.parser import ir  # pylint: 
disable=import-outside-toplevel
++    from tvm.script.parser import relax  # pylint: 
disable=import-outside-toplevel
+     from tvm.script.parser import tir  # pylint: 
disable=import-outside-toplevel
+ 
 -    extra_vars = {"tvm": tvm, "I": ir, "ir": ir, "T": tir, "tir": tir}
++    extra_vars = {"tvm": tvm, "I": ir, "ir": ir, "T": tir, "tir": tir, "R": 
relax, "relax": relax}
+     return extra_vars
+ 
+ 
+ def parse_macro(program: Union[Any, str], extra_vars: Dict[str, Any] = None) 
-> Any:
+     """Generate the AST, and the source code for __repr__."""
+     # The AST will be converted into TIR at the time of expansion.
+     source = Source(program)
+     source_txt = source.source
+     source_ast = source.as_ast()
+     closure_vars = extra_vars or _default_globals()
+     return source_ast, source_txt, closure_vars
+ 
+ 
  def parse(program: Union[doc.AST, Any, str], extra_vars: Dict[str, Any] = 
None) -> Any:
      """Register a method for a operand type, AST operator node and operand 
index.
  
diff --cc python/tvm/script/parser/tir/__init__.py
index e44b6b521b,9d3fc1ec98..fa0b7d8f55
--- a/python/tvm/script/parser/tir/__init__.py
+++ b/python/tvm/script/parser/tir/__init__.py
@@@ -30,6 -30,6 +30,6 @@@ if TYPE_CHECKING
      # so most tvmscript won't trigger pylint error here.
      prim_func = staticmethod
  else:
-     from .entry import prim_func
 -    from .entry import prim_func, macro
++    from .entry import macro, prim_func
  
- __all__ = _tir.__all__ + ["Buffer", "Ptr", "bool", "prim_func"]
 -__all__ = _tir.__all__ + ["Buffer", "Ptr", "prim_func", "macro"]
++__all__ = _tir.__all__ + ["Buffer", "Ptr", "bool", "prim_func", "macro"]

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