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

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


    omit f960ab0  [CI] Hotfix Jenkinsfile
     add ceec0fc  [microNPU] Update Arm(R) Ethos(TM)-U55 NPU demo README (#9725)
     add fb99383  [Relay] Re-run PlanDevices after LowerTE to flow new memory 
scope constraints. (#9613)
     add 7279c9d  [CI] Hotfix Jenkinsfile (#9739)
     add 21abb6e  Fix for tvm.build()'s name warning (#9678)
     add dd42ef2  [CUTLASS] Add conv2d profiler (#9737)
     add 5d47eff  [TIR] Add 'global_symbol' and 'tir.noalias' as default 
attributes in script auto completion (#9744)
     add ecc2e56  [TIR][Schedule] Analysis functions to check if compute_inline 
and com… (#9743)
     add e7b5d2d  [Relay] Support large constants saved/loaded outside of VM 
executable (#9734)
     add 094a73d  Fix typo (#9740)
     add b16c9fc  [Frontend][PaddlePaddle] Enhance paddlepaddle frontend with 
more operators (#9724)
     add e718f5a  fix compact_dataflow (#9747)
     add 960e880  [TensorIR] Primitive "SetScope" (#9738)
     add c05a3f2  Add unit tests for HexagonBuffer (#9736)
     add c7ddb41  [Relay] Add a unit test for structural equality (#9745)
     add aa86dc0  [CUTLASS] Support conv2d activation fusion (#9746)
     add 405fa23  [TIR][Schedule] Add Annotate/Unannotate primitive (#9742)
     add b08e8e4  [MetaSchedule] Add the missing HasWorkload interface to the 
Database (#9756)
     add 5c2855e  [TVMScript][FIX] Fix number of arguments for T.Buffer[...] 
(#9758)
     add 217204c  Move Compute library to 21.11 (#9754)
     add bd61d18  [Relay] s/SEScope/VirtualDevice/g (#9759)
     add a374cdd  [Runtime][Pipeline Executor] Add the map logic of global 
input and subgraph input. (#9751)
     add e1255c9  [MetaSchedule] Random Feature Extractor (#9760)
     new d0b4fc9  Validating tlcpackstaging 20211217-183440-bd61d18c1 for 
ci_cpu and ci_arm.

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Summary of changes:
 CMakeLists.txt                                     |   2 +
 Jenkinsfile                                        |   4 +-
 apps/microtvm/ethosu/README.md                     |   4 +
 cmake/modules/Hexagon.cmake                        |   3 +
 .../ubuntu_download_arm_compute_lib_binaries.sh    |   2 +-
 .../how_to/extend_tvm/bring_your_own_datatypes.py  |   2 +-
 include/tvm/auto_scheduler/cost_model.h            |   6 +-
 include/tvm/auto_scheduler/measure.h               |   2 +-
 include/tvm/ir/expr.h                              |  16 +-
 include/tvm/ir/function.h                          |  12 +-
 include/tvm/meta_schedule/cost_model.h             | 182 +++++++
 include/tvm/meta_schedule/database.h               |  25 +-
 include/tvm/meta_schedule/feature_extractor.h      | 121 +++++
 include/tvm/meta_schedule/space_generator.h        |   2 +-
 include/tvm/meta_schedule/task_scheduler.h         |   4 +-
 include/tvm/relay/attrs/device_copy.h              |  10 +-
 include/tvm/relay/attrs/memory.h                   |   6 +-
 include/tvm/relay/attrs/on_device.h                |  31 +-
 include/tvm/relay/expr.h                           |  29 +-
 include/tvm/relay/function.h                       |   2 +-
 include/tvm/relay/transform.h                      |  14 +-
 include/tvm/runtime/vm/executable.h                |  79 +++-
 include/tvm/runtime/vm/vm.h                        |   4 +-
 include/tvm/target/compilation_config.h            |  37 +-
 .../tvm/target/{se_scope.h => virtual_device.h}    | 170 +++----
 include/tvm/tir/schedule/schedule.h                |  36 ++
 python/tvm/contrib/cutlass/build.py                |  21 +-
 python/tvm/contrib/cutlass/conv2d_operation.py     |  35 +-
 python/tvm/contrib/cutlass/conv2d_profiler.py      | 163 +++++++
 python/tvm/contrib/cutlass/gen_conv2d.py           |  87 +++-
 python/tvm/contrib/cutlass/gen_gemm.py             |  25 +-
 python/tvm/contrib/cutlass/gen_tensor_op.py        |  16 +-
 python/tvm/contrib/cutlass/library.py              |   2 +
 python/tvm/contrib/pipeline_executor.py            | 138 +++++-
 python/tvm/driver/build_module.py                  |   2 -
 python/tvm/ir/expr.py                              |   4 +-
 .../cost_model/__init__.py}                        |   9 +-
 python/tvm/meta_schedule/cost_model/cost_model.py  | 149 ++++++
 .../math.py => meta_schedule/cost_model/metric.py} |  23 +-
 .../tvm/meta_schedule/cost_model/random_model.py   | 123 +++++
 python/tvm/meta_schedule/database/database.py      |  18 +
 .../{database => feature_extractor}/__init__.py    |   9 +-
 .../feature_extractor/feature_extractor.py         |  81 ++++
 .../feature_extractor/random_feature_extractor.py  |  62 +++
 .../tvm/meta_schedule/search_strategy/__init__.py  |   3 +-
 python/tvm/meta_schedule/utils.py                  |  17 +-
 python/tvm/relay/frontend/paddlepaddle.py          | 351 ++++++++++++--
 python/tvm/relay/op/annotation/annotation.py       |  12 +-
 python/tvm/relay/op/contrib/cutlass.py             |  55 ++-
 python/tvm/relay/op/strategy/cuda.py               |   4 +-
 python/tvm/relay/op/tensor.py                      |  10 +-
 python/tvm/relay/transform/transform.py            |  10 +-
 python/tvm/runtime/vm.py                           |  14 +-
 python/tvm/script/tir/scope_handler.py             |   4 +-
 python/tvm/script/tir/special_stmt.py              |   5 +-
 python/tvm/script/tir/ty.py                        |   9 +-
 python/tvm/target/__init__.py                      |   2 +-
 .../tvm/target/{se_scope.py => virtual_device.py}  |   9 +-
 python/tvm/tir/schedule/schedule.py                | 196 +++++++-
 src/ir/expr.cc                                     |   7 +-
 src/meta_schedule/cost_model/cost_model.cc         |  65 +++
 src/meta_schedule/database/database.cc             |   6 +-
 src/meta_schedule/database/json_database.cc        |   4 +
 .../feature_extractor/feature_extractor.cc         |  51 ++
 src/meta_schedule/utils.h                          |   2 +
 src/printer/relay_text_printer.cc                  |  10 +-
 src/printer/text_printer.h                         |   2 +-
 src/relay/backend/aot_executor_codegen.cc          |  30 +-
 src/relay/backend/build_module.cc                  |   2 +-
 .../backend/contrib/cmsisnn/extract_constants.cc   |   4 +-
 .../backend/contrib/cmsisnn/generate_constants.cc  |   2 +-
 .../backend/contrib/cmsisnn/tir_to_runtime.cc      |   4 +-
 src/relay/backend/contrib/cutlass/codegen.cc       |  56 ++-
 src/relay/backend/graph_executor_codegen.cc        |  11 +-
 src/relay/backend/graph_plan_memory.cc             |  36 +-
 src/relay/backend/interpreter.cc                   |   8 +-
 src/relay/backend/te_compiler.cc                   |  58 +--
 src/relay/backend/te_compiler.h                    |   5 +-
 src/relay/backend/utils.cc                         |  26 +-
 src/relay/backend/utils.h                          |   8 +-
 src/relay/backend/vm/compiler.cc                   | 131 +++---
 src/relay/backend/vm/compiler.h                    |   8 +-
 src/relay/backend/vm/lambda_lift.cc                |   9 +-
 src/relay/ir/adt.cc                                |   4 +-
 src/relay/ir/expr.cc                               |  95 ++--
 src/relay/ir/expr_functor.cc                       |  14 +-
 src/relay/ir/function.cc                           |   6 +-
 src/relay/op/memory/device_copy.cc                 |  26 +-
 src/relay/op/memory/device_copy.h                  |  29 +-
 src/relay/op/memory/memory.cc                      |   4 +-
 src/relay/op/memory/memory.h                       |   4 +-
 src/relay/op/memory/on_device.cc                   |  74 +--
 src/relay/op/memory/on_device.h                    |  76 +--
 src/relay/transforms/device_aware_visitors.cc      |  82 ++--
 src/relay/transforms/device_aware_visitors.h       | 104 ++--
 src/relay/transforms/device_domains.cc             | 140 +++---
 src/relay/transforms/device_domains.h              |  86 ++--
 src/relay/transforms/device_planner.cc             | 426 +++++++++++------
 src/relay/transforms/fold_constant.cc              |  22 +-
 src/relay/transforms/let_list.h                    |   2 +-
 src/relay/transforms/memory_alloc.cc               |  89 ++--
 src/relay/transforms/partial_eval.cc               |   4 +-
 src/relay/transforms/to_a_normal_form.cc           |  18 +-
 src/runtime/contrib/verilator/verilator_runtime.h  |   2 +-
 src/runtime/hexagon/hexagon/hexagon_common.cc      |   2 +-
 src/runtime/library_module.h                       |   2 +-
 src/runtime/pipeline/pipeline_executor.cc          |  25 +-
 src/runtime/pipeline/pipeline_executor.h           |  48 +-
 src/runtime/pipeline/pipeline_scheduler.cc         |   2 +-
 src/runtime/pipeline/pipeline_scheduler.h          |   3 +-
 src/runtime/pipeline/pipeline_struct.h             | 181 +++++--
 src/runtime/vm/executable.cc                       | 187 ++++++--
 src/runtime/vm/profiler/vm.cc                      |   6 +-
 src/runtime/vm/profiler/vm.h                       |   2 +-
 src/runtime/vm/vm.cc                               |  14 +-
 src/target/compilation_config.cc                   |  49 +-
 src/target/{se_scope.cc => virtual_device.cc}      |  54 ++-
 src/te/operation/create_primfunc.cc                |  13 +-
 src/tir/analysis/device_constraint_utils.cc        | 107 +++--
 src/tir/analysis/device_constraint_utils.h         |  28 +-
 src/tir/ir/functor_common.h                        |   2 +
 src/tir/schedule/analysis.h                        |  49 ++
 src/tir/schedule/analysis/analysis.cc              |  33 +-
 src/tir/schedule/concrete_schedule.cc              |  55 +++
 src/tir/schedule/concrete_schedule.h               |  13 +
 src/tir/schedule/primitive.h                       |  28 ++
 src/tir/schedule/primitive/annotate.cc             | 170 +++++++
 src/tir/schedule/primitive/block_annotate.cc       | 192 +++++++-
 src/tir/schedule/primitive/cache_read_write.cc     |   7 +
 src/tir/schedule/primitive/compute_at.cc           |  46 +-
 src/tir/schedule/primitive/compute_inline.cc       |  66 ++-
 src/tir/schedule/schedule.cc                       |  28 ++
 src/tir/schedule/traced_schedule.cc                |  49 ++
 src/tir/schedule/traced_schedule.h                 |   5 +
 src/tir/transforms/convert_blocks_to_opaque.cc     |   2 +-
 src/tir/transforms/lower_cross_thread_reduction.cc |   4 +-
 tests/cpp/relay/op/memory/on_device_test.cc        |  28 +-
 tests/cpp/relay/transforms/device_domains_test.cc  |  12 +-
 tests/cpp/runtime/hexagon_buffer.cc                | 250 ++++++++++
 tests/cpp/target/compilation_config_test.cc        |  66 +--
 tests/cpp/target/se_scope_test.cc                  | 119 -----
 tests/cpp/target/virtual_device_test.cc            | 121 +++++
 tests/python/contrib/test_cutlass.py               |  76 ++-
 tests/python/frontend/paddlepaddle/test_forward.py | 139 +++++-
 .../python/relay/op/annotation/test_annotation.py  |  22 +-
 tests/python/relay/op/test_tensor.py               |  20 +-
 .../python/relay/test_ir_structural_equal_hash.py  |  72 +--
 .../relay/test_pass_dead_code_elimination.py       |  12 +-
 tests/python/relay/test_pass_plan_devices.py       | 523 +++++++++++++--------
 tests/python/relay/test_pipeline_executor.py       |  16 +-
 tests/python/relay/test_vm.py                      |  34 ++
 .../{test_se_scope.py => test_virtual_device.py}   |  32 +-
 .../unittest/test_meta_schedule_cost_model.py      | 143 ++++++
 .../python/unittest/test_meta_schedule_database.py |  20 +-
 .../test_meta_schedule_feature_extractor.py        |  58 +++
 .../unittest/test_meta_schedule_task_scheduler.py  |   3 +
 tests/python/unittest/test_te_create_primfunc.py   |   6 +
 .../unittest/test_tir_schedule_cache_read_write.py |  14 +
 .../unittest/test_tir_schedule_compute_at.py       |  43 ++
 .../unittest/test_tir_schedule_compute_inline.py   |  29 ++
 .../python/unittest/test_tir_schedule_set_scope.py | 134 ++++++
 .../python/unittest/test_tir_schedule_utilities.py |  66 +++
 .../python/unittest/test_tvmscript_syntax_sugar.py |  12 +
 163 files changed, 6039 insertions(+), 1828 deletions(-)
 create mode 100644 include/tvm/meta_schedule/cost_model.h
 create mode 100644 include/tvm/meta_schedule/feature_extractor.h
 rename include/tvm/target/{se_scope.h => virtual_device.h} (63%)
 create mode 100644 python/tvm/contrib/cutlass/conv2d_profiler.py
 copy python/tvm/{driver/tvmc/__main__.py => 
meta_schedule/cost_model/__init__.py} (86%)
 create mode 100644 python/tvm/meta_schedule/cost_model/cost_model.py
 copy python/tvm/{topi/generic/math.py => meta_schedule/cost_model/metric.py} 
(64%)
 create mode 100644 python/tvm/meta_schedule/cost_model/random_model.py
 copy python/tvm/meta_schedule/{database => feature_extractor}/__init__.py (73%)
 create mode 100644 
python/tvm/meta_schedule/feature_extractor/feature_extractor.py
 create mode 100644 
python/tvm/meta_schedule/feature_extractor/random_feature_extractor.py
 rename python/tvm/target/{se_scope.py => virtual_device.py} (72%)
 create mode 100644 src/meta_schedule/cost_model/cost_model.cc
 create mode 100644 src/meta_schedule/feature_extractor/feature_extractor.cc
 rename src/target/{se_scope.cc => virtual_device.cc} (71%)
 create mode 100644 src/tir/schedule/primitive/annotate.cc
 create mode 100644 tests/cpp/runtime/hexagon_buffer.cc
 delete mode 100644 tests/cpp/target/se_scope_test.cc
 create mode 100644 tests/cpp/target/virtual_device_test.cc
 rename tests/python/target/{test_se_scope.py => test_virtual_device.py} (54%)
 create mode 100644 tests/python/unittest/test_meta_schedule_cost_model.py
 create mode 100644 
tests/python/unittest/test_meta_schedule_feature_extractor.py
 create mode 100644 tests/python/unittest/test_tir_schedule_set_scope.py

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