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

commit fd20ca2f6ce01bd03abb5918f05374d4ece77359
Merge: 773620f267 9999114e70
Author: tqchen <[email protected]>
AuthorDate: Sun May 14 22:43:09 2023 -0400

    [MERGE] Merge main into unity 2023-05-14

 apps/cpp_rtvm/tvm_runner.h                         |   3 +-
 cmake/config.cmake                                 |  13 -
 cmake/modules/LibInfo.cmake                        |   1 +
 cmake/modules/OpenCL.cmake                         |   1 +
 cmake/modules/Vulkan.cmake                         |   1 +
 docker/Dockerfile.ci_cpu                           |   4 +
 include/tvm/ir/module.h                            |  29 ++
 include/tvm/runtime/module.h                       |   2 -
 include/tvm/target/codegen.h                       |   9 +-
 include/tvm/tir/usmp/utils.h                       |   2 +-
 python/tvm/contrib/cutlass/build.py                |   1 +
 python/tvm/ir/memory_pools.py                      |   2 +-
 python/tvm/relay/backend/interpreter.py            |  11 +-
 python/tvm/relay/backend/te_compiler.py            |   4 +-
 python/tvm/relay/build_module.py                   |   2 +-
 python/tvm/relay/expr.py                           |  69 ++--
 python/tvm/relay/expr_functor.py                   |   8 +-
 python/tvm/relay/frontend/caffe.py                 |  16 +-
 python/tvm/relay/frontend/caffe2.py                |  24 +-
 python/tvm/relay/frontend/common.py                |  28 +-
 python/tvm/relay/frontend/coreml.py                |  22 +-
 python/tvm/relay/frontend/darknet.py               |   9 +-
 python/tvm/relay/frontend/keras.py                 | 119 +++---
 python/tvm/relay/frontend/mxnet.py                 |  62 ++--
 python/tvm/relay/frontend/mxnet_qnn_op_utils.py    |   4 +-
 python/tvm/relay/frontend/nnvm_common.py           |   2 +-
 python/tvm/relay/frontend/oneflow.py               |  72 ++--
 python/tvm/relay/frontend/onnx.py                  | 408 +++++++--------------
 python/tvm/relay/frontend/paddlepaddle.py          |  48 +--
 python/tvm/relay/frontend/pytorch.py               | 183 ++++-----
 python/tvm/relay/frontend/qnn_torch.py             |  25 +-
 python/tvm/relay/frontend/tensorflow.py            |  38 +-
 python/tvm/relay/frontend/tensorflow2.py           |  31 +-
 python/tvm/relay/frontend/tensorflow2_ops.py       |   2 +-
 python/tvm/relay/frontend/tensorflow_ops.py        | 136 +++----
 python/tvm/relay/frontend/tflite.py                |  73 ++--
 python/tvm/relay/loops.py                          |   2 +-
 python/tvm/relay/op/annotation/annotation.py       |   2 +-
 python/tvm/relay/op/contrib/clml.py                |  45 ++-
 python/tvm/relay/op/contrib/cutlass.py             |   2 +-
 python/tvm/relay/op/contrib/dnnl.py                |  19 +-
 python/tvm/relay/op/nn/_nn.py                      |  15 +-
 python/tvm/relay/op/nn/utils.py                    |   6 +-
 python/tvm/relay/op/op.py                          |  10 +-
 python/tvm/relay/op/strategy/adreno.py             |  10 +-
 python/tvm/relay/op/strategy/arm_cpu.py            |  32 +-
 python/tvm/relay/op/strategy/bifrost.py            |  10 +-
 python/tvm/relay/op/strategy/cuda.py               |  37 +-
 python/tvm/relay/op/strategy/generic.py            |  83 ++---
 python/tvm/relay/op/strategy/hexagon.py            |   4 +-
 python/tvm/relay/op/strategy/hls.py                |   6 +-
 python/tvm/relay/op/strategy/intel_graphics.py     |   4 +-
 python/tvm/relay/op/strategy/mali.py               |  12 +-
 python/tvm/relay/op/strategy/x86.py                |  28 +-
 python/tvm/relay/op/tensor.py                      |   2 +-
 python/tvm/relay/op/transform.py                   |   4 +-
 python/tvm/relay/op/vision/_rcnn.py                |   4 +-
 python/tvm/relay/prelude.py                        |  76 ++--
 python/tvm/relay/qnn/op/layout_conversions.py      |   4 +-
 python/tvm/relay/qnn/op/qnn.py                     |  81 +---
 python/tvm/relay/quantize/_calibrate.py            |   4 +-
 python/tvm/relay/quantize/quantize.py              |   4 +-
 python/tvm/relay/testing/dcgan.py                  |   4 +-
 python/tvm/relay/testing/densenet.py               |  12 +-
 python/tvm/relay/testing/inception_v3.py           | 100 +++--
 python/tvm/relay/testing/init.py                   |  11 +-
 python/tvm/relay/testing/layers.py                 |  12 +-
 python/tvm/relay/testing/lstm.py                   |  20 +-
 python/tvm/relay/testing/mobilenet.py              |   2 +-
 python/tvm/relay/testing/py_converter.py           |  21 +-
 python/tvm/relay/testing/resnet.py                 |   8 +-
 python/tvm/relay/testing/resnet_3d.py              |   8 +-
 python/tvm/relay/testing/squeezenet.py             |  17 +-
 python/tvm/relay/testing/tf.py                     |   8 +-
 python/tvm/relay/testing/tflite.py                 |   2 +-
 python/tvm/relay/testing/vgg.py                    |   8 +-
 .../transform/fake_quantization_to_integer.py      |  30 +-
 python/tvm/relay/type_functor.py                   |   2 +-
 python/tvm/runtime/module.py                       |  27 +-
 python/tvm/script/parser/core/entry.py             |  18 +-
 .../default.py => script/parser/core/error.py}     |  24 +-
 python/tvm/script/parser/core/evaluator.py         |   7 +-
 python/tvm/script/parser/core/parser.py            |   8 +-
 python/tvm/script/parser/tir/parser.py             |  52 ++-
 python/tvm/testing/utils.py                        |  17 +-
 python/tvm/topi/adreno/conv2d_alter_op.py          |  77 ++--
 python/tvm/topi/adreno/pooling.py                  |   4 +-
 python/tvm/topi/arm_cpu/bitserial_dense.py         |   2 +-
 python/tvm/topi/arm_cpu/conv2d.py                  |  15 +-
 python/tvm/topi/arm_cpu/conv2d_alter_op.py         |  26 +-
 python/tvm/topi/arm_cpu/tensor_intrin.py           |  69 +---
 python/tvm/topi/bifrost/conv2d.py                  |   2 +-
 python/tvm/topi/cuda/batch_matmul.py               |   2 +-
 python/tvm/topi/cuda/batch_matmul_tensorcore.py    |   2 +-
 python/tvm/topi/cuda/conv2d.py                     |   2 +-
 python/tvm/topi/cuda/conv2d_hwcn.py                |   2 +-
 python/tvm/topi/cuda/conv2d_int8.py                |   4 +-
 python/tvm/topi/cuda/conv3d.py                     |   2 +-
 python/tvm/topi/cuda/conv3d_direct.py              |   2 +-
 python/tvm/topi/cuda/dense.py                      |  18 +-
 python/tvm/topi/cuda/dense_tensorcore.py           |   2 +-
 python/tvm/topi/cuda/group_conv2d_nchw.py          |  12 +-
 python/tvm/topi/cuda/pooling.py                    |   4 +-
 python/tvm/topi/cuda/reduction.py                  |   4 +-
 python/tvm/topi/cuda/scan.py                       |   2 +-
 python/tvm/topi/cuda/softmax.py                    |   5 +-
 python/tvm/topi/cuda/sparse.py                     |   7 +-
 python/tvm/topi/generic/conv2d.py                  |  34 +-
 python/tvm/topi/generic/default.py                 |   2 +-
 python/tvm/topi/generic/injective.py               |   2 +-
 python/tvm/topi/hexagon/conv2d_alter_op.py         |   6 +-
 python/tvm/topi/hexagon/qnn/conv2d_alter_op.py     |   6 +-
 python/tvm/topi/hls/nn.py                          |  15 +-
 python/tvm/topi/image/resize.py                    |  55 +--
 python/tvm/topi/intel_graphics/conv2d_alter_op.py  |  10 +-
 python/tvm/topi/mali/conv2d.py                     |  18 +-
 python/tvm/topi/nn/conv2d.py                       |  70 +---
 python/tvm/topi/nn/depthwise_conv2d.py             |  32 +-
 python/tvm/topi/nn/dilate.py                       |   2 +-
 python/tvm/topi/nn/fifo_buffer.py                  |  10 +-
 python/tvm/topi/nn/pad.py                          |  12 +-
 python/tvm/topi/nn/sparse.py                       |   2 +-
 python/tvm/topi/nn/upsampling.py                   |   4 +-
 python/tvm/topi/nn/utils.py                        |  17 +-
 python/tvm/topi/nn/winograd_util.py                |   4 +-
 python/tvm/topi/random/kernel.py                   |  13 +-
 python/tvm/topi/reduction.py                       |   2 +-
 python/tvm/topi/sparse/csrmm.py                    |   7 +-
 python/tvm/topi/sparse/csrmv.py                    |   7 +-
 python/tvm/topi/sparse/dense.py                    |  10 +-
 python/tvm/topi/testing/dilate_python.py           |   5 +-
 python/tvm/topi/testing/poolnd_python.py           |  12 +-
 python/tvm/topi/testing/resize_python.py           |   2 +-
 python/tvm/topi/transform.py                       |  11 +-
 python/tvm/topi/utils.py                           |  21 +-
 python/tvm/topi/x86/binarize_pack.py               |   2 +-
 python/tvm/topi/x86/binary_dense.py                |   2 +-
 python/tvm/topi/x86/bitserial_dense.py             |   2 +-
 python/tvm/topi/x86/conv2d.py                      |  13 +-
 python/tvm/topi/x86/conv2d_alter_op.py             |  18 +-
 python/tvm/topi/x86/conv2d_avx_1x1.py              |   4 +-
 python/tvm/topi/x86/conv2d_avx_common.py           |   2 +-
 python/tvm/topi/x86/conv2d_int8.py                 |   6 +-
 python/tvm/topi/x86/conv3d.py                      |  31 +-
 python/tvm/topi/x86/dense_alter_op.py              |  15 +-
 python/tvm/topi/x86/depthwise_conv2d.py            |   6 +-
 python/tvm/topi/x86/nn.py                          |   5 +-
 python/tvm/topi/x86/pooling.py                     |   4 +-
 python/tvm/topi/x86/reduction.py                   |   4 +-
 src/arith/const_int_bound.cc                       |   2 +
 src/relay/backend/contrib/clml/codegen.cc          |  40 +-
 src/runtime/contrib/clml/clml_runtime.cc           | 176 +++++----
 src/runtime/library_module.h                       |   2 +
 src/runtime/opencl/opencl_common.h                 |  60 +--
 src/runtime/opencl/opencl_module.cc                |  36 +-
 src/runtime/opencl/opencl_module.h                 |  14 +-
 src/runtime/opencl/opencl_module_spirv.cc          | 137 +++++++
 .../vulkan_shader.h => spirv/spirv_shader.h}       |  16 +-
 src/runtime/system_library.cc                      |  58 ++-
 src/runtime/vulkan/vulkan_module.cc                |   6 +-
 src/runtime/vulkan/vulkan_module.h                 |   4 +-
 src/runtime/vulkan/vulkan_wrapped_func.h           |   6 +-
 src/script/printer/ir/relay.cc                     |  48 +++
 src/script/printer/tir/usmp.cc                     |  58 +++
 src/support/libinfo.cc                             |   1 +
 src/support/ring_buffer.h                          |  12 +-
 src/target/codegen.cc                              |  31 +-
 src/target/llvm/codegen_amdgpu.cc                  |   2 +-
 src/target/llvm/codegen_blob.cc                    |  22 +-
 src/target/llvm/codegen_blob.h                     |   4 +-
 src/target/llvm/codegen_cpu.cc                     |  22 +-
 src/target/llvm/codegen_cpu.h                      |   9 +-
 src/target/llvm/codegen_hexagon.cc                 |  14 +-
 src/target/llvm/codegen_llvm.cc                    |   5 +-
 src/target/llvm/codegen_llvm.h                     |   7 +-
 src/target/llvm/codegen_nvptx.cc                   |   2 +-
 src/target/llvm/llvm_module.cc                     |  53 ++-
 src/target/opt/build_opencl_off.cc                 |   7 +
 src/target/source/codegen_metal.cc                 |   5 +
 src/target/source/codegen_metal.h                  |   1 +
 src/target/source/codegen_opencl.cc                |  15 +-
 src/target/spirv/build_vulkan.cc                   | 134 +------
 src/target/spirv/codegen_spirv.cc                  |   5 +-
 src/target/spirv/codegen_spirv.h                   |   6 +-
 src/target/spirv/spirv_support.cc                  |   5 +-
 .../spirv/{build_vulkan.cc => spirv_utils.cc}      |  64 ++--
 .../{llvm/codegen_blob.h => spirv/spirv_utils.h}   |  43 +--
 src/tir/transforms/arg_binder.cc                   |   2 +-
 src/tir/transforms/flatten_buffer.cc               |   2 +
 src/tir/transforms/lower_intrin.cc                 |  10 +-
 src/tir/transforms/make_packed_api.cc              |  22 +-
 tests/cpp/support/ring_buffer_test.cc              |  68 ++++
 tests/python/contrib/test_clml/infrastructure.py   |   2 +
 tests/python/contrib/test_clml/test_ops.py         | 107 +++++-
 tests/python/frontend/keras/test_forward.py        |   1 +
 tests/python/frontend/pytorch/test_forward.py      |  10 +
 .../relay/aot/test_crt_forward_declarations.py     |   4 +-
 .../python/unittest/test_arith_const_int_bound.py  |  18 +
 tests/python/unittest/test_runtime_dlpack.py       |  52 +++
 tests/python/unittest/test_runtime_module_load.py  |  58 ++-
 tests/python/unittest/test_runtime_rpc.py          |  18 +-
 tests/python/unittest/test_target_codegen_blob.py  |  85 +++--
 tests/python/unittest/test_target_codegen_metal.py |  46 ++-
 .../python/unittest/test_target_codegen_opencl.py  |  32 +-
 .../unittest/test_tvmscript_meta_programming.py    |  67 ++--
 205 files changed, 2408 insertions(+), 2486 deletions(-)

diff --cc python/tvm/script/parser/core/entry.py
index d8a11f5b46,5315c0f675..a4362b00ae
--- a/python/tvm/script/parser/core/entry.py
+++ b/python/tvm/script/parser/core/entry.py
@@@ -52,12 -52,21 +53,23 @@@ def parse(program: Union[doc.AST, Any, 
              "ir": ir,
              "T": tir,
              "tir": tir,
 +            "relax": relax,
 +            "R": relax,
          }
  
+     ann = {}
+     if inspect.isfunction(program):
+         ann = {program.__name__: program.__annotations__}
+     elif inspect.isclass(program):
+         for name, func in program.__dict__.items():
+             if inspect.isfunction(func):
+                 ann[name] = func.__annotations__
+ 
      source = Source(program)
-     parser = Parser(source)
+     parser = Parser(source, ann)
      with IRBuilder() as builder:
-         parser.parse(extra_vars=extra_vars)
+         try:
+             parser.parse(extra_vars=extra_vars)
+         except ParserError as err:
+             parser.report_error(err.node, err.args[0])
      return builder.get()

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