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

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


 discard e6754d3  Validate Docker images using 20220204-110603-89aa4fe28 
updating TF to 2.6.
 discard 89aa4fe  Upgrade tensorflow to version to 2.6.x
     add 6942b36  [Pass] Simplify consecutive casts in Relay (#10133)
     add 3ca5c2b  [Meta Schedule] Allow Non-strict Population Size in 
Evolutionary Search (#10163)
     add 95aac92  [Torch] Experimental support for FX-quantized models (#10091)
     add 1821acb  [skip ci] Fail silently in ping_reviewers GitHub actions. 
(#10173)
     add 1b71cae  gitignore build-* folders (#10168)
     add 34d70de  [Relay][VM] Relay VM memory liveness/lifetime analysis 
(#10026)
     add 63377f2  Fix broadcast InferCorrectLayout (#10156)
     add 774df1d  TVMC: Don't divide trials by zero tasks (#10164)
     add 22c488e  [MetaSchedule] Add target field to MetaScheduleContext 
(#10169)
     add 2ea2f5a  [skip ci] Fix scipy intersphinx link (#10181)
     add 7fd73b2  [CUTLASS] Initial support for conv2d wgrad (#10177)
     add 51ee04b  [TIR] Canonical simplify the intset before region cover proof 
(#9941)
     add 98fcca1  Support PyTorch grid_sample  (#10184)
     add afa0870  [MetaSchedule] bug fix ApplyHistoryBest. Previously, 
ApplyHistoryBest returned the incoming module without applying the tuning 
history. (#10183)
     add 470a1c7  [BugFix][TVMScript] Use operator `is` when recognizing TIR 
Module (#10175)
     add 35a7992  [CUTLASS] Add parallel split-k support to wgrad (#10185)
     add 8247724  [FQ2I] Add topk to FQ2I (#10170)
     add 8c53f62  [TIR] Allow compute_at create block predicate for non-trivial 
bounds and support floordiv pattern (#9527)
     add de8fdec3 [cleanup] Remove task_sphinx_precheck.sh (#10196)
     add 345dc37  [ETHOSN] Add support for mean on Ethos-N78 (#10130)
     add 9282367  [microNPU] Add support for pack and unpack (#9960)
     add 86e1e56  [microNPU] Refactor type inference data type checks (#10060)
     add e23999e  [Torch] Run torch JIT pass lower_all_tuples before 
conversion. (#10186)
     add 8133048  [ETHOSN] Fix quantization parameters in test (#10178)
     add 2a1cc09  [ETHOSN] Per-channel int8 quantization for conv2d (#10131)
     add 6ce7e59  [microTVM] TVMCon 2021 Zephyr Demo with CMSIS-NN (#10144)
     add b0783b0  [TVMC] Add codegen args to tvmc (#10190)
     add 4d2cc29  [CMSIS-NN] Fix extension detection for CPUs (#10200)
     add 26a5d81  Add scripts for automated build and testing (#10194)
     add 69403f1  [OpenCL] Fix vthread_extent for warp size 1 case (#10199)
     add 1571112  [USMP] Register hill climb algorithm (#10182)
     add 5e4e239  [QNN] Lookup operations for hard to implement operators 
(#10053)
     add 3b2780a  [microTVM][Tutorials] Add tutorials to run on ci_qemu (#10154)
     add 9f7f4c6  Disable tensorflow v2 behavior in all unit tests (#10204)
     add 345eb09  resolve issue #10107 by setting eps larger (#10176)
     add e50a923  Add FreeRTOS variant of NPU demo (#10004)
     add 7a00843  [RPC] Add Missing Command Line Option "through-proxy" of RPC 
Server (#10188)
     add 222152b  [ci] Add more details when showing node info (#10195)
     add 09f7be2  Implementation of Common Subexpression Elimination for TIR 
(#9482)
     add 7c22f3f  [Conda] Fix a compatibility bug in conda scripts (#10201)
     add 61b66cd  PackedFunction to return params from the .so module, show 
warning when no params are set (#9811)
     add cdd494a  [ci] Invoke tensorflow tests individually (#10198)
     add 146cdc2  [skip ci] Fix onnx/models URLs (#10218)
     add 4654718  [microNPU] Use TFLite tests for strided_slice (#10165)
     add 8aeb722  fix an index out of bound problem of cache write block 
(#10203)
     add 2ac6cfe  Fix more ONNX URLs (#10220)
     add c20cbc5  Fixes for follow up on PR #9631 (#10205)
     add 6dece18  Adding support for Hexagon User DMA Engine (#10217)
     add 8c125ca  [RPC] Take PageAllocator out of MinRPCServer, make it 
template parameter (#10219)
     add fa07581  Fix spacing
     add 2154516  Add try..finally everywhere
     add c76ea66  trigger ci
     add 5418e9a  Fix pytest invocations

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Summary of changes:
 .github/workflows/ping_reviewers.yml               |   3 +-
 .gitignore                                         |   1 +
 Jenkinsfile                                        | 281 ++++---
 apps/microtvm/arduino/template_project/boards.json |  36 +-
 apps/microtvm/ethosu/.gitignore                    |   3 +
 apps/microtvm/ethosu/Makefile                      |  21 +-
 apps/microtvm/ethosu/README.md                     |   7 +-
 apps/microtvm/ethosu/include/FreeRTOSConfig.h      | 112 +++
 apps/microtvm/ethosu/include/tvm_runtime.h         |   2 +-
 apps/microtvm/ethosu/run_demo.sh                   |  18 +-
 .../ethosu/src/{demo.c => demo_bare_metal.c}       |   0
 apps/microtvm/ethosu/src/demo_freertos.c           | 131 ++++
 .../reference-vm/arduino/base-box/test-config.json |  30 -
 apps/microtvm/reference-vm/base-box-tool.py        |  66 +-
 .../reference-vm/scripts/reference_vm_build.sh     |  22 +-
 .../reference-vm/scripts/reference_vm_release.sh   |  31 +-
 .../reference-vm/scripts/reference_vm_test.sh      |  25 +-
 .../microtvm/reference-vm/scripts/utils.sh         |  12 +-
 .../reference-vm/zephyr/base-box/test-config.json  |  18 -
 apps/microtvm/zephyr/template_project/boards.json  |  40 +-
 apps/microtvm/zephyr_cmsisnn/.gitignore            |   2 +
 apps/microtvm/zephyr_cmsisnn/CMakeLists.txt        |  92 +++
 apps/microtvm/zephyr_cmsisnn/README.md             |  43 ++
 apps/microtvm/zephyr_cmsisnn/include/crt_config.h  |  54 ++
 .../microtvm/zephyr_cmsisnn/model/convert_input.py |  67 ++
 .../zephyr_cmsisnn/model/convert_labels.py         |  37 +-
 apps/microtvm/zephyr_cmsisnn/model/input.txt       |   1 +
 apps/microtvm/zephyr_cmsisnn/model/labels.txt      |  12 +
 .../microtvm/zephyr_cmsisnn/prj.conf               |  12 +-
 .../microtvm/zephyr_cmsisnn/run_demo.sh            |  37 +-
 .../tvm_runtime.h => zephyr_cmsisnn/src/main.c}    |  57 +-
 .../wasm-graph/tools/build_graph_lib.py            |  10 +-
 cmake/modules/Hexagon.cmake                        |   1 +
 conda/recipe/meta.yaml                             |   4 +-
 docker/install/ubuntu_install_tensorflow.sh        |   6 +-
 docs/Makefile                                      |   2 +-
 docs/arch/benchmark.rst                            |   2 +-
 docs/conf.py                                       |   2 +-
 .../how_to/work_with_microtvm/micro_autotune.py    | 125 +--
 gallery/how_to/work_with_microtvm/micro_ethosu.py  |  13 +
 gallery/tutorial/autotvm_relay_x86.py              |  10 +-
 gallery/tutorial/tvmc_command_line_driver.py       |   2 +-
 gallery/tutorial/tvmc_python.py                    |   2 +-
 include/tvm/arith/int_set.h                        |   5 +
 include/tvm/meta_schedule/integration.h            |  15 +-
 include/tvm/meta_schedule/search_strategy.h        |   4 +-
 include/tvm/relay/attrs/image.h                    |   6 +
 include/tvm/relay/transform.h                      |   8 +
 include/tvm/runtime/vm/bytecode.h                  |   3 +
 include/tvm/tir/transform.h                        |   8 +
 include/tvm/tir/usmp/algorithms.h                  |  11 +
 python/tvm/contrib/cudnn.py                        |  14 +-
 python/tvm/contrib/cutlass/build.py                |  14 +-
 python/tvm/contrib/cutlass/conv2d_operation.py     |  82 +-
 python/tvm/contrib/cutlass/conv2d_profiler.py      |  58 +-
 python/tvm/contrib/cutlass/gen_conv2d.py           |  89 ++-
 python/tvm/contrib/cutlass/gen_gemm.py             |   4 +
 python/tvm/contrib/cutlass/gen_tensor_op.py        |  22 +-
 python/tvm/contrib/cutlass/library.py              |   2 +
 python/tvm/contrib/debugger/debug_executor.py      |  14 +-
 python/tvm/driver/tvmc/autotuner.py                |   2 +-
 python/tvm/driver/tvmc/target.py                   |  57 +-
 python/tvm/exec/rpc_server.py                      |  10 +
 python/tvm/meta_schedule/integration.py            |  14 +-
 .../search_strategy/evolutionary_search.py         |  14 +-
 .../tvm/relay/backend/contrib/ethosu/legalize.py   |  66 ++
 python/tvm/relay/frontend/onnx.py                  |   6 +-
 python/tvm/relay/frontend/pytorch.py               | 113 ++-
 python/tvm/relay/frontend/pytorch_utils.py         |   6 +
 python/tvm/relay/frontend/qnn_torch.py             |  84 ++-
 python/tvm/relay/op/contrib/cutlass.py             |  13 +
 python/tvm/relay/op/contrib/ethosn.py              |  16 +
 python/tvm/relay/op/contrib/ethosu.py              |  84 ++-
 python/tvm/relay/op/image/_image.py                |   3 +-
 python/tvm/relay/op/image/image.py                 |  10 +-
 python/tvm/relay/op/nn/_nn.py                      |  35 +
 python/tvm/relay/qnn/op/__init__.py                |   4 +-
 python/tvm/relay/qnn/op/canonicalizations.py       | 160 ++++
 python/tvm/relay/qnn/op/legalizations.py           |  20 +-
 python/tvm/relay/qnn/op/op.py                      |  25 +-
 .../transform/fake_quantization_to_integer.py      |  14 +
 python/tvm/relay/transform/transform.py            |   8 +
 python/tvm/script/parser.py                        |   2 +-
 python/tvm/tir/transform/transform.py              |  11 +
 python/tvm/topi/cuda/conv2d.py                     |   8 +-
 python/tvm/topi/image/grid_sample.py               |  24 +-
 .../topi/testing/conv2d_backcward_weight_python.py |  43 +-
 python/tvm/topi/testing/grid_sample_python.py      |  73 +-
 src/arith/int_set.cc                               |  14 +
 src/arith/iter_affine_map.cc                       |   1 +
 src/auto_scheduler/search_task.cc                  |   2 +-
 src/driver/driver_api.cc                           |   5 +
 src/meta_schedule/integration.cc                   |  23 +-
 .../search_strategy/evolutionary_search.cc         |  46 +-
 .../backend/contrib/cmsisnn/compiler_attrs.cc      |   2 +-
 src/relay/backend/contrib/cutlass/codegen.cc       | 136 +++-
 src/relay/backend/contrib/ethosn/codegen.cc        |  32 +
 src/relay/backend/contrib/ethosn/codegen_ethosn.h  |   1 +
 src/relay/backend/contrib/ethosn/ethosn_api.cc     |  20 +
 src/relay/backend/contrib/ethosn/ethosn_api.h      |   6 +
 src/relay/backend/te_compiler_cache.cc             |   2 +-
 src/relay/backend/vm/compiler.cc                   |  10 +-
 src/relay/backend/vm/manifest_lifetimes.cc         | 644 ++++++++++++++++
 src/relay/op/contrib/ethosu/binary_elementwise.cc  | 102 +--
 src/relay/op/contrib/ethosu/common.cc              |  81 ++
 src/relay/op/contrib/ethosu/common.h               |  46 ++
 src/relay/op/contrib/ethosu/convolution.cc         |  35 +-
 src/relay/op/contrib/ethosu/depthwise.cc           |  50 +-
 src/relay/op/contrib/ethosu/identity.cc            |  10 +-
 src/relay/op/contrib/ethosu/pooling.cc             |  27 +-
 src/relay/op/contrib/ethosu/unary_elementwise.cc   |  28 +-
 src/relay/op/image/grid_sample.cc                  |   3 +-
 src/relay/op/memory/memory.cc                      |  10 +-
 src/relay/op/nn/convolution.cc                     |  25 +-
 src/relay/op/tensor/transform.cc                   |   3 +-
 src/relay/qnn/op/rsqrt.cc                          |  42 +-
 src/relay/transforms/infer_layout_utils.cc         | 265 +++++++
 src/relay/transforms/infer_layout_utils.h          | 135 +---
 src/relay/transforms/simplify_expr.cc              |  63 +-
 src/runtime/contrib/sort/sort.cc                   |  28 +
 .../graph_executor/graph_executor_factory.cc       |   9 +
 src/runtime/hexagon/hexagon/hexagon_buffer.cc      |  19 +-
 src/runtime/hexagon/hexagon/hexagon_user_dma.cc    | 118 +++
 .../hexagon/hexagon/hexagon_user_dma_descriptors.h | 310 ++++++++
 .../hexagon/hexagon_user_dma_instructions.h        |  79 ++
 .../hexagon/hexagon/hexagon_user_dma_registers.h   | 278 +++++++
 src/runtime/hexagon/rpc/android/session.cc         |   2 +-
 src/runtime/hexagon/rpc/hexagon/rpc_server.cc      |  68 +-
 src/runtime/minrpc/minrpc_server.h                 |  82 +-
 src/runtime/vm/bytecode.cc                         |  16 +
 src/runtime/vm/executable.cc                       |   8 +
 src/runtime/vm/profiler/vm.cc                      |   2 +-
 src/runtime/vm/vm.cc                               |   7 +
 src/tir/analysis/block_access_region_detector.cc   |  16 +-
 src/tir/analysis/check_contains.cc                 |  98 +++
 src/tir/analysis/check_contains.h                  |  60 ++
 src/tir/schedule/analysis.h                        |  29 +
 src/tir/schedule/primitive/cache_read_write.cc     |  14 +-
 src/tir/schedule/primitive/compute_at.cc           | 171 ++++-
 src/tir/schedule/state.cc                          |  17 +-
 src/tir/transforms/common_subexpr_elim.cc          | 619 +++++++++++++++
 src/tir/transforms/common_subexpr_elim.h           |  89 +++
 src/tir/transforms/common_subexpr_elim_tools.cc    | 836 +++++++++++++++++++++
 src/tir/transforms/common_subexpr_elim_tools.h     | 217 ++++++
 src/tir/transforms/replace_selected_expr.cc        | 109 +++
 src/tir/transforms/replace_selected_expr.h         |  75 ++
 src/tir/usmp/unified_static_memory_planner.cc      |   5 +-
 .../backend/contrib/cmsisnn/compiler_attrs_test.cc |   4 +-
 .../contrib/test_bnns/test_onnx_topologies.py      |   2 +-
 tests/python/contrib/test_cutlass.py               | 204 ++++-
 tests/python/contrib/test_ethosn/infrastructure.py |  11 +-
 tests/python/contrib/test_ethosn/test_addition.py  |  26 +-
 tests/python/contrib/test_ethosn/test_conv2d.py    |  42 +-
 .../contrib/test_ethosn/test_fullyconnected.py     |   8 +-
 tests/python/contrib/test_ethosn/test_mean.py      |  57 ++
 tests/python/contrib/test_ethosu/test_codegen.py   |  82 +-
 tests/python/contrib/test_ethosu/test_legalize.py  | 437 ++++++++++-
 tests/python/driver/tvmc/conftest.py               |   4 +-
 tests/python/driver/tvmc/test_target_options.py    |  44 ++
 tests/python/frontend/pytorch/qnn_test.py          | 107 ++-
 tests/python/frontend/pytorch/test_forward.py      |  49 +-
 tests/python/frontend/pytorch/test_fx_quant.py     |  85 +++
 .../python/frontend/tensorflow/test_bn_dynamic.py  |   2 +
 tests/python/frontend/tensorflow/test_forward.py   |   2 +
 tests/python/frontend/tensorflow/test_no_op.py     |   2 +
 tests/python/relay/aot/test_crt_aot_usmp.py        |   3 +-
 tests/python/relay/qnn/test_canonicalizations.py   | 231 ++++++
 tests/python/relay/test_ir_nodes.py                |  22 +-
 tests/python/relay/test_ir_text_printer.py         |  19 +-
 tests/python/relay/test_op_grad_level2.py          |  27 +-
 tests/python/relay/test_op_level3.py               |   9 +-
 tests/python/relay/test_op_level5.py               |  12 +-
 tests/python/relay/test_op_qnn_rsqrt.py            |   4 +-
 tests/python/relay/test_pass_alter_op_layout.py    | 171 +++++
 .../relay/test_pass_dead_code_elimination.py       |  16 +-
 .../test_pass_fake_quantization_to_integer.py      |  27 +-
 tests/python/relay/test_pass_manifest_lifetimes.py | 147 ++++
 tests/python/relay/test_pass_simplify_expr.py      |  32 +-
 tests/python/topi/python/test_topi_image.py        |  11 +-
 tests/python/topi/python/test_topi_relu.py         |  15 +-
 tests/python/topi/python/test_topi_transform.py    |  17 +-
 .../python/unittest/test_arith_iter_affine_map.py  |   8 +
 tests/python/unittest/test_crt.py                  |   2 +-
 tests/python/unittest/test_lower_build.py          |  20 +-
 .../unittest/test_meta_schedule_integration.py     |   8 +-
 .../unittest/test_meta_schedule_search_strategy.py |   2 +-
 .../test_runtime_module_based_interface.py         |  63 ++
 tests/python/unittest/test_te_tensor.py            |   8 +-
 .../test_tir_analysis_get_block_access_region.py   |  20 +-
 .../unittest/test_tir_schedule_cache_read_write.py | 102 +++
 .../unittest/test_tir_schedule_compute_at.py       | 211 +++++-
 .../python/unittest/test_tir_schedule_sampling.py  |   3 +-
 .../test_tir_schedule_state_cached_flags.py        |   2 +-
 .../test_tir_transform_common_subexpr_elim.py      | 312 ++++++++
 .../test_tir_transform_lower_warp_memory.py        |  28 +-
 tests/python/unittest/test_tvmscript_regression.py |  49 ++
 .../qnn/op/op.py => tests/scripts/pytest_ids.py    |  37 +-
 tests/scripts/task_cpp_unittest.sh                 |  14 -
 .../scripts/task_demo_microtvm.sh                  |  20 +-
 tests/scripts/task_python_frontend.sh              |  12 +-
 tests/scripts/task_python_integration.sh           |  13 +-
 tests/scripts/task_python_microtvm.sh              |  10 +
 tests/scripts/task_python_unittest.sh              |  11 +-
 tests/scripts/task_python_unittest_gpuonly.sh      |   6 +-
 .../scripts/task_show_node_info.sh                 |  31 +-
 .../integration/test_benchmark_topi_conv2d.py      |  13 +-
 .../test_benchmark_topi_conv2d_transpose.py        |  15 +-
 .../test_benchmark_topi_group_conv2d.py            |  13 +-
 vta/tests/python/unittest/test_vta_insn.py         |   4 +-
 vta/tutorials/frontend/deploy_classification.py    |   4 +-
 vta/tutorials/frontend/deploy_detection.py         |   2 +-
 vta/tutorials/optimize/convolution_opt.py          |   7 +-
 212 files changed, 9567 insertions(+), 1400 deletions(-)
 create mode 100644 apps/microtvm/ethosu/.gitignore
 create mode 100644 apps/microtvm/ethosu/include/FreeRTOSConfig.h
 rename apps/microtvm/ethosu/src/{demo.c => demo_bare_metal.c} (100%)
 create mode 100644 apps/microtvm/ethosu/src/demo_freertos.c
 delete mode 100644 apps/microtvm/reference-vm/arduino/base-box/test-config.json
 copy docker/install/ubuntu_install_tensorflow.sh => 
apps/microtvm/reference-vm/scripts/reference_vm_build.sh (67%)
 copy docker/install/ubuntu_install_tensorflow.sh => 
apps/microtvm/reference-vm/scripts/reference_vm_release.sh (55%)
 copy docker/install/ubuntu_install_tensorflow.sh => 
apps/microtvm/reference-vm/scripts/reference_vm_test.sh (64%)
 rename tests/scripts/task_sphinx_precheck.sh => 
apps/microtvm/reference-vm/scripts/utils.sh (75%)
 delete mode 100644 apps/microtvm/reference-vm/zephyr/base-box/test-config.json
 create mode 100644 apps/microtvm/zephyr_cmsisnn/.gitignore
 create mode 100644 apps/microtvm/zephyr_cmsisnn/CMakeLists.txt
 create mode 100644 apps/microtvm/zephyr_cmsisnn/README.md
 create mode 100644 apps/microtvm/zephyr_cmsisnn/include/crt_config.h
 create mode 100644 apps/microtvm/zephyr_cmsisnn/model/convert_input.py
 copy python/tvm/relay/qnn/op/op.py => 
apps/microtvm/zephyr_cmsisnn/model/convert_labels.py (53%)
 create mode 100644 apps/microtvm/zephyr_cmsisnn/model/input.txt
 create mode 100644 apps/microtvm/zephyr_cmsisnn/model/labels.txt
 copy docker/install/ubuntu_install_tensorflow.sh => 
apps/microtvm/zephyr_cmsisnn/prj.conf (87%)
 mode change 100755 => 100644
 copy docker/install/ubuntu_install_tensorflow.sh => 
apps/microtvm/zephyr_cmsisnn/run_demo.sh (51%)
 copy apps/microtvm/{ethosu/include/tvm_runtime.h => zephyr_cmsisnn/src/main.c} 
(55%)
 create mode 100644 python/tvm/relay/qnn/op/canonicalizations.py
 create mode 100644 src/relay/backend/vm/manifest_lifetimes.cc
 create mode 100644 src/relay/transforms/infer_layout_utils.cc
 create mode 100644 src/runtime/hexagon/hexagon/hexagon_user_dma.cc
 create mode 100644 src/runtime/hexagon/hexagon/hexagon_user_dma_descriptors.h
 create mode 100644 src/runtime/hexagon/hexagon/hexagon_user_dma_instructions.h
 create mode 100644 src/runtime/hexagon/hexagon/hexagon_user_dma_registers.h
 create mode 100644 src/tir/analysis/check_contains.cc
 create mode 100644 src/tir/analysis/check_contains.h
 create mode 100644 src/tir/transforms/common_subexpr_elim.cc
 create mode 100644 src/tir/transforms/common_subexpr_elim.h
 create mode 100644 src/tir/transforms/common_subexpr_elim_tools.cc
 create mode 100644 src/tir/transforms/common_subexpr_elim_tools.h
 create mode 100644 src/tir/transforms/replace_selected_expr.cc
 create mode 100644 src/tir/transforms/replace_selected_expr.h
 create mode 100644 tests/python/contrib/test_ethosn/test_mean.py
 create mode 100644 tests/python/frontend/pytorch/test_fx_quant.py
 create mode 100644 tests/python/relay/qnn/test_canonicalizations.py
 create mode 100644 tests/python/relay/test_pass_manifest_lifetimes.py
 create mode 100644 
tests/python/unittest/test_tir_transform_common_subexpr_elim.py
 create mode 100644 tests/python/unittest/test_tvmscript_regression.py
 copy python/tvm/relay/qnn/op/op.py => tests/scripts/pytest_ids.py (52%)
 mode change 100644 => 100755
 copy docker/install/ubuntu_install_tensorflow.sh => 
tests/scripts/task_demo_microtvm.sh (66%)
 copy docker/install/ubuntu_install_tensorflow.sh => 
tests/scripts/task_show_node_info.sh (58%)

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