This is an automated email from the ASF dual-hosted git repository.

jroesch pushed a change to branch ci-docker-staging
in repository https://gitbox.apache.org/repos/asf/incubator-tvm.git.


 discard f90cc57  Build with USE_LLVM on to fix cpp unittests.
 discard 073bc6e  add QEMU build to regression
     add ed70dca  Refactor the type checker to use diagnostics
     add 9565d30  Apply suggestions from code review
     add dd0c616  Apply suggestions from code review
     add 2419435  Clean up parser
     add 1a5e328  CR feedback
     add 997692e  Apply Bobs suggestions
     add eaceca9  Fix up Python interface for diagnostics
     add d6bbc29  Fix test_ir_parser and formatting
     add d1a6bfe  Fix cpplint
     add e61d7e8  Fix lint
     add 328afd6  Fix format
     add f0f9999  More lint
     new 2952d3c  Fix documentation comment
     new 7ae6990  Kill dead doc comment
     new 44a785c  Fix rebase issues
     add 86122d1  [FIX,AUTOTVM] Print warning when all autotvm tasks fail with 
errors (#6612)
     add 311eca4  Fix a bug with Alter Op Layout (#6626)
     add feb041d  bump dockerfile (#6632)
     add 277bfc8  [Rust] Improve NDArray, GraphRt, and Relay bindings (#6563)
     add dec5030  Fix example code (#6627)
     add 82289ea  [TVMC] fail gracefully in case no subcommand is provided 
(#6625)
     add 8369adc  Add dot product support for quantized convolution. (#6445)
     add 889fac1  [Topi] Allow batch_matmul to broadcast along batch dimension. 
(#6616)
     add 35793ae  [COMMUNITY] areusch -> Reviewer (#6637)
     add 0cfda17  [CI] fix Python dependency required by cpp tests to work 
standalone (#6639)
     new 9ea627b  Merge branch 'master' of 
https://github.com/apache/incubator-tvm
     new d4001e5  Turn on Rust docs and MxNet based ResNet

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Summary of changes:
 CMakeLists.txt                                     |   1 +
 CONTRIBUTORS.md                                    |   1 +
 Jenkinsfile                                        |  17 +-
 Makefile                                           |   5 +
 docker/install/ubuntu_install_darknet.sh           |   7 +-
 include/tvm/ir/diagnostic.h                        | 262 ++++++
 include/tvm/ir/module.h                            |  12 +-
 include/tvm/ir/span.h                              |   2 +-
 include/tvm/ir/transform.h                         |  14 +-
 include/tvm/ir/type.h                              |  15 +-
 include/tvm/ir/type_relation.h                     |  13 +-
 include/tvm/parser/parser.h                        |   3 +-
 include/tvm/parser/source_map.h                    |  69 +-
 include/tvm/relay/adt.h                            |   1 +
 include/tvm/relay/analysis.h                       |   9 +-
 include/tvm/relay/attrs/nn.h                       |  12 +-
 include/tvm/relay/transform.h                      |  12 -
 include/tvm/runtime/container.h                    |  14 +
 include/tvm/runtime/ndarray.h                      |   3 +-
 include/tvm/runtime/object.h                       |   8 +-
 include/tvm/tir/data_layout.h                      |   3 +
 include/tvm/tir/op.h                               |   1 +
 include/tvm/topi/nn/batch_matmul.h                 |  67 --
 pyproject.toml                                     |   2 +-
 python/tvm/__init__.py                             |   9 +-
 python/tvm/autotvm/tuner/tuner.py                  |  17 +
 python/tvm/driver/tvmc/main.py                     |   5 +-
 python/tvm/ir/__init__.py                          |   1 +
 python/tvm/ir/diagnostics/__init__.py              | 109 +++
 python/tvm/{arith => ir/diagnostics}/_ffi_api.py   |   4 +-
 python/tvm/ir/module.py                            |  16 +-
 python/tvm/parser/__init__.py                      |  14 +-
 python/tvm/relay/backend/graph_runtime_factory.py  |   4 +-
 python/tvm/relay/backend/interpreter.py            |   4 +-
 python/tvm/relay/build_module.py                   |   2 +
 python/tvm/relay/dataflow_pattern/__init__.py      |   2 +-
 python/tvm/relay/frontend/onnx.py                  |   9 -
 python/tvm/relay/op/strategy/arm_cpu.py            |  44 +-
 python/tvm/relay/prelude.py                        | 578 +++++++------
 .../tvm/relay/quantize/_partition_conversions.py   |   8 +-
 python/tvm/relay/quantize/quantize.py              |   2 +-
 python/tvm/relay/std/nat.rly                       |  78 ++
 python/tvm/relay/std/prelude.rly                   |   5 +-
 python/tvm/relay/testing/__init__.py               |   3 +-
 python/tvm/relay/testing/nat.py                    | 149 +---
 python/tvm/relay/testing/py_converter.py           |  27 +-
 python/tvm/relay/transform/memory_alloc.py         |   2 +
 python/tvm/relay/transform/transform.py            |  14 +
 python/tvm/topi/arm_cpu/arm_utils.py               | 100 +++
 python/tvm/topi/arm_cpu/conv2d_alter_op.py         | 105 ++-
 python/tvm/topi/arm_cpu/conv2d_gemm.py             | 283 +++++--
 python/tvm/topi/arm_cpu/conv2d_int8.py             | 120 ++-
 python/tvm/topi/arm_cpu/tensor_intrin.py           | 298 ++++++-
 python/tvm/topi/nn/batch_matmul.py                 |  28 +-
 python/tvm/topi/testing/batch_matmul.py            |   7 +-
 python/tvm/topi/x86/batch_matmul.py                |  10 +-
 rust/tvm-graph-rt/src/graph.rs                     |   8 +-
 rust/tvm-graph-rt/src/threading.rs                 |   4 +-
 rust/tvm-macros/Cargo.toml                         |   1 +
 rust/tvm-rt/Cargo.toml                             |   1 +
 rust/tvm-rt/src/array.rs                           |  17 +
 rust/tvm-rt/src/errors.rs                          |   2 -
 rust/tvm-rt/src/ndarray.rs                         | 322 ++++---
 rust/tvm-rt/src/object/object_ptr.rs               |  72 +-
 rust/tvm-rt/src/string.rs                          |   4 +-
 rust/tvm-rt/src/value.rs                           |  56 +-
 rust/tvm-sys/src/packed_func.rs                    |  15 +
 rust/tvm/Cargo.toml                                |   4 +
 rust/tvm/examples/resnet/Cargo.toml                |   3 +-
 rust/tvm/examples/resnet/build.rs                  |  10 +-
 rust/tvm/examples/resnet/src/build_resnet.py       |  95 ++-
 rust/tvm/examples/resnet/src/main.rs               | 130 ++-
 rust/tvm/src/ir/arith.rs                           |   2 +-
 .../backtrace.h => rust/tvm/src/ir/attrs.rs        |  17 +-
 rust/tvm/src/ir/{mod.rs => expr.rs}                |  66 +-
 .../gotvm_test.go => rust/tvm/src/ir/function.rs   |  40 +-
 rust/tvm/src/ir/mod.rs                             |  62 +-
 rust/tvm/src/ir/module.rs                          | 159 ++++
 .../css/tvm_theme.css => rust/tvm/src/ir/op.rs     |  42 +-
 rust/tvm/src/{runtime => ir/relay/attrs}/mod.rs    |   3 +-
 rust/tvm/src/ir/relay/attrs/nn.rs                  |  96 +++
 .../tvm/src/ir/relay/attrs/transform.rs            |  19 +-
 rust/tvm/src/ir/relay/mod.rs                       | 499 ++++++++---
 .../relay/std/core.rly => rust/tvm/src/ir/span.rs  |   4 +-
 rust/tvm/src/ir/tir.rs                             |   4 +-
 rust/tvm/src/ir/ty.rs                              | 242 ++++++
 rust/tvm/src/lib.rs                                |   2 +
 rust/tvm/src/python.rs                             |  60 ++
 rust/tvm/src/runtime/graph_rt.rs                   |  97 +++
 rust/tvm/src/runtime/mod.rs                        |   2 +
 rust/tvm/tests/basics/src/main.rs                  |   4 +-
 rust/tvm/tests/callback/src/bin/array.rs           |  19 +-
 src/driver/driver_api.cc                           |  22 +-
 src/ir/diagnostic.cc                               | 282 +++++++
 src/ir/module.cc                                   | 114 ++-
 src/ir/span.cc                                     |   6 +-
 src/ir/transform.cc                                |  26 +-
 src/ir/type.cc                                     |  18 +-
 src/parser/diagnostic.h                            | 179 ----
 src/parser/parser.cc                               | 807 +++++++++++-------
 src/parser/source_map.cc                           |  90 +-
 src/parser/span_check.cc                           | 109 +++
 src/parser/span_check.h                            |  80 ++
 src/parser/token.h                                 |  15 +
 src/parser/tokenizer.h                             |  64 +-
 src/printer/relay_text_printer.cc                  |  15 +-
 src/relay/analysis/kind_check.cc                   |  53 +-
 src/relay/analysis/type_solver.cc                  | 107 ++-
 src/relay/analysis/type_solver.h                   |  23 +-
 src/relay/analysis/well_formed.cc                  |  43 +-
 src/relay/backend/build_module.cc                  |   5 +
 src/relay/backend/compile_engine.h                 |   2 +-
 src/relay/backend/graph_runtime_codegen.cc         |   4 +-
 src/relay/backend/interpreter.cc                   |   4 +-
 src/relay/backend/vm/compiler.cc                   |   1 +
 src/relay/ir/transform.cc                          |  32 +-
 src/relay/op/nn/convolution.cc                     |   4 +-
 src/relay/op/nn/convolution.h                      |  90 +-
 src/relay/op/nn/nn.cc                              |   6 +-
 src/relay/qnn/op/convolution.cc                    |   6 +-
 src/relay/transforms/combine_parallel_conv2d.cc    |   3 +-
 src/relay/transforms/partition_graph.cc            |   4 +
 src/relay/transforms/pattern_util.h                |   2 +-
 src/relay/transforms/transform_layout.h            |   2 +-
 src/relay/transforms/type_infer.cc                 | 280 +++---
 src/runtime/contrib/random/mt_random_engine.cc     |   2 +-
 src/runtime/ndarray.cc                             |   5 +-
 src/tir/transforms/split_host_device.cc            |   3 +-
 src/topi/nn.cc                                     |   6 -
 tests/cpp/relay_build_module_test.cc               |   2 +
 tests/python/frontend/onnx/test_forward.py         |   1 -
 tests/python/relay/test_adt.py                     | 938 +++------------------
 .../relay/test_analysis_get_calibration_data.py    |   3 +
 tests/python/relay/test_any.py                     |   7 +-
 tests/python/relay/test_backend_graph_runtime.py   |   2 +
 tests/python/relay/test_backend_interpreter.py     |   9 +-
 .../test_graph.py => relay/test_diagnostic.py}     |  44 +-
 tests/python/relay/test_error_reporting.py         |  68 --
 tests/python/relay/test_expr_functor.py            |   3 +-
 tests/python/relay/test_ir_module.py               |  20 +-
 tests/python/relay/test_ir_parser.py               |  47 +-
 .../python/relay/test_ir_structural_equal_hash.py  |  35 +-
 tests/python/relay/test_ir_text_printer.py         |  15 +-
 tests/python/relay/test_ir_well_formed.py          |   7 +-
 tests/python/relay/test_op_qnn_add.py              |   7 +
 tests/python/relay/test_op_qnn_concatenate.py      |   4 +
 tests/python/relay/test_op_qnn_dense.py            |   1 +
 tests/python/relay/test_op_qnn_mul.py              |   5 +
 tests/python/relay/test_op_qnn_subtract.py         |   1 +
 tests/python/relay/test_pass_alter_op_layout.py    |  96 ++-
 tests/python/relay/test_pass_annotate_target.py    |   2 +
 .../test_pass_combine_parallel_batch_matmul.py     |   1 +
 .../relay/test_pass_combine_parallel_conv2d.py     |   1 +
 .../relay/test_pass_combine_parallel_dense.py      |   1 +
 tests/python/relay/test_pass_eta_expand.py         |   4 +-
 tests/python/relay/test_pass_fold_constant.py      |   4 +-
 tests/python/relay/test_pass_fuse_ops.py           |  17 +-
 tests/python/relay/test_pass_gradient.py           |   9 +-
 tests/python/relay/test_pass_inline.py             |   5 +-
 tests/python/relay/test_pass_lazy_gradient_init.py |  20 +-
 tests/python/relay/test_pass_mac_count.py          |   1 +
 tests/python/relay/test_pass_manager.py            |   5 +-
 .../relay/test_pass_merge_compiler_regions.py      |   2 +
 tests/python/relay/test_pass_partial_eval.py       |  91 +-
 tests/python/relay/test_pass_partition_graph.py    |  40 +-
 tests/python/relay/test_pass_qnn_legalize.py       |   4 +
 .../relay/test_pass_remove_unused_functions.py     |  26 +-
 tests/python/relay/test_pass_simplify_inference.py |   4 +-
 tests/python/relay/test_pass_to_a_normal_form.py   |  11 +-
 .../relay/test_pass_to_basic_block_normal_form.py  |  20 +-
 tests/python/relay/test_pass_to_cps.py             |   9 +-
 tests/python/relay/test_pass_unmatched_cases.py    |  82 +-
 tests/python/relay/test_pass_vars.py               |  13 +-
 tests/python/relay/test_py_converter.py            |  54 +-
 tests/python/relay/test_tensor_array.py            | 784 +++++++++++++++++
 tests/python/relay/test_type_infer.py              | 142 ++--
 tests/python/relay/test_vm.py                      |  65 +-
 tests/python/relay/test_vm_serialization.py        |  19 +-
 tests/python/relay/util/assert_diagnostic.py       |  69 ++
 tests/python/topi/python/test_topi_batch_matmul.py |  21 +-
 tests/python/topi/python/test_topi_conv2d_int8.py  | 105 ++-
 tests/scripts/task_config_build_qemu.sh            |  32 -
 tests/scripts/task_cpp_unittest.sh                 |   3 +
 tests/scripts/task_python_docs.sh                  |   6 +
 tests/scripts/task_python_microtvm.sh              |  20 -
 tests/scripts/task_rust.sh                         |   9 +-
 186 files changed, 6762 insertions(+), 3561 deletions(-)
 create mode 100644 include/tvm/ir/diagnostic.h
 delete mode 100644 include/tvm/topi/nn/batch_matmul.h
 create mode 100644 python/tvm/ir/diagnostics/__init__.py
 copy python/tvm/{arith => ir/diagnostics}/_ffi_api.py (91%)
 create mode 100644 python/tvm/relay/std/nat.rly
 create mode 100644 python/tvm/topi/arm_cpu/arm_utils.py
 copy apps/bundle_deploy/backtrace.h => rust/tvm/src/ir/attrs.rs (82%)
 copy rust/tvm/src/ir/{mod.rs => expr.rs} (74%)
 copy golang/src/gotvm_test.go => rust/tvm/src/ir/function.rs (59%)
 create mode 100644 rust/tvm/src/ir/module.rs
 copy docs/_static/css/tvm_theme.css => rust/tvm/src/ir/op.rs (58%)
 copy rust/tvm/src/{runtime => ir/relay/attrs}/mod.rs (96%)
 create mode 100644 rust/tvm/src/ir/relay/attrs/nn.rs
 copy apps/bundle_deploy/backtrace.h => 
rust/tvm/src/ir/relay/attrs/transform.rs (74%)
 copy python/tvm/relay/std/core.rly => rust/tvm/src/ir/span.rs (93%)
 create mode 100644 rust/tvm/src/ir/ty.rs
 create mode 100644 rust/tvm/src/python.rs
 create mode 100644 rust/tvm/src/runtime/graph_rt.rs
 create mode 100644 src/ir/diagnostic.cc
 delete mode 100644 src/parser/diagnostic.h
 create mode 100644 src/parser/span_check.cc
 create mode 100644 src/parser/span_check.h
 copy tests/python/{frontend/caffe2/test_graph.py => relay/test_diagnostic.py} 
(52%)
 delete mode 100644 tests/python/relay/test_error_reporting.py
 create mode 100644 tests/python/relay/test_tensor_array.py
 create mode 100644 tests/python/relay/util/assert_diagnostic.py
 delete mode 100755 tests/scripts/task_config_build_qemu.sh
 delete mode 100755 tests/scripts/task_python_microtvm.sh

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