This is an automated email from the ASF dual-hosted git repository.
mousius pushed a change to branch ci-docker-staging
in repository https://gitbox.apache.org/repos/asf/tvm.git.
discard d2cf72c Validate tlcpackstaging/ci_cpu:20211102-232503-054fff568
add b8fb438 Fix several typos in pytest_target_parameterization.rst
(#9447)
add 85fd85f [MetaSchedule] Task Extraction (#9382)
add e24c075 [MetaSchedule] Sample-Perfect-Tile (#9449)
add e3a3043 [CI] Pin setuptools to v58.4.0 in CI to circumvent breaking
change in v58.5 (#9446)
add 5527cbf Update TVM ci-cpu docker image to v.079 (#9454)
add 048994b [Bug][Meta Schedule] Fix Infinite Loop Caused When Calling
Methods Not Overrided In PyClass. (#9451)
add e7024fb [PyTorch]Add PyTorchTVM: compile torchscript to tvm and
export as pytorch_op (#8777)
add 4973cd3 [TIR][Schedule] Add get-child-blocks primitive (#9434)
add efb367a Fix typo. (#9462)
add 374e15b [TensorIR] Print TVMScript with prefix T instead of tir
(#9422)
add 7b58e16 [TensorIR] GetProducer, GetConsumer (#506) (#9464)
add 3a9f40c Fix an infinite recompilation loop in tvm-sys. (#9450)
add 5a4526d [TVMC] Re-enable PyTorch test (#9441)
add 01141d4 Support quantised SQRT operator in TFLite (#9258)
add a644e29 [Frontend][PaddlePaddle] Add operators of interploate/flatten
and modify try_infer_value (#9459)
add 811312c [TIR] Make compact buffer and get access region aware of
conditions (#9372)
add bc505fc add is_entry_func tag for device function (#9436)
add 6aa5ba2 Add back-to-back conv2d Hexagon test for stripe scheduling
(#9390)
add 028f4fa [Relay] Non-recursive Dtor for Let (#9461)
add 7ced071 [Frontend][TFlite] Cast MirrorPad paddings to int32 (#9468)
add 7c3283c Fix function annotation (#9474)
add b86aedd [CMSIS-NN] Convert CMSIS-NN to use Target Hooks (#9397)
add 5147442 [TVMC] Add test for quantized pytorch model (#9467)
add 00b0a81 [TIR] Add type hint for TIR (#9432)
add 6549f47 [AOT][Tests] Use pre-built libraries in Reference System
tests (#9271)
add 675f348 Better host handling in CompilationConfig & debug printing
(#9460)
add fc4069b [microNPU] Replace ICHECK with diagnostic context in type
inference (#9470)
add 0fd83eb [MicroTVM][PyTest] Explicitly skip MicroTVM unittests. (#9335)
add 74accec [CMSIS-NN] Assert correct amount of CMSIS-NN artifacts in MLF
(#9480)
add 86781e9 [ETHOSN] Streamline Ethos(TM)-N cross-compile rpc usage
(#9477)
add 0812c07 Change Call with TIRCallAttrs to call_lowered op (#9312)
add dc56eea [Support] Add libinfo into the runtime build (#9310)
add f1c2c5f Fixed some warnings about lambda's closures that are bigger
than necessary (#9481)
add b26ddfe [HOTFIX][TARGET] Change LOG in compilation config to DLOG
(#9486)
add 1e09bb2 Add default for split op (#9489)
add f7b3909 [COMMUNITY] Junru's and Wuwei's PGP key for ASF release
(#9488)
add e81d391 Arm(R) Ethos(TM)-U NPU BinaryElementwise operators support
(#9442)
add e5427b2 [Relay] Use target_host determined at Relay level instead of
recalculating it (#9499)
add 7f3d363 Add LLVM-13 installation to Docker setup (#9498)
add 4bebfd8 Fix repository URL in ubuntu_install_rocm.sh (#9425)
add 6159b8e [Topi][Op][PyTorch][Vitas] Fix inconsistent kernel layout
conventions for conv2d_transpose (#9336)
add 137def8 [TARGET] Move target_host usage to new target style. (#9497)
add 2dad4d1 [BugFix] Fix divide by zero error in TIR pass
lower_warp_memory (#9485)
add 3ad7c4a [Conv2DTransposed] Fix wrong shape check and add new TOPI
module to support groups (#9465)
add be03d62 Switch PlanDevices pass to be w.r.t. SEScopes instead of
DLDeviceTypes. (#9326)
add 67714c6 [1/3][AOT][DeviceAPI] Connecting devices structure to
relevant operators (#9395)
add 856ebb2 Make version.py to rely on repository metadata to generate
version string. (#9472)
add 4c1b66f [ONNX] Unique op should always return int64 indices (#9490)
add e4904c6 Followup from #9312 (Introduce call_lowered op) (#9491)
add 7ea78cc added tests for quantized tflite sin operator (#9478)
add 08898e1 [TensorIR] Cross-Thread Reduction (#9360)
add 13f54e0 [BugFix][TVMScript] Fix printer for dependent loops (#9506)
add 76c78a9 [Topi] Cortex-M DSP support (#9233)
add 3f9b72d [TVMScript] Report error if add attr to implicit root block
(#9507)
add 22ba652 fix compute inline not to over write annotated opaque
accesses (#9509)
add eda12cb [ONNX][Relay] Support "tf_crop_and_resize" in relay Resize
op. (#9475)
add 948641c [2/3][AOT][DeviceAPI] Add Hooks for
Activate/Deactivate/Open/Close (#9500)
add c3a06ee Add the Arm(R) Ethos(TM)-U NPU identity operator (#9457)
add 3f2ae34 [ETHOSN] Cleanup of trademarks and registered trademarks
(#9516)
add 95ff358 [microNPU] Allow constants to be given as input to an
operator (#9515)
add ee23013 [4/10] Code generation for Conv2D via CMSIS-NN (#9331)
add e9b6845 [microNPU] Adding rounding mode attribute to operators (#9514)
add 9454aa4 Add a 'rolling_buffer' scheduling primitive (#9444)
add 65606c9 [ONNX] Normalize axes for Slice (#9517)
add d66a40a [PROFILER,VM] Fix timer device type for reshape_tensor (#9518)
add e276929 cleanup Hexagon conv2d tests (#9473)
add c64e526 Add Chris (#9532)
add 6832309 [AlterLayout] Respect input layout for dense op if explicitly
specified (#9535)
add 53cb5ea [TVMC][microTVM] Add new micro context (#9229)
add 454e956 [TEST] Fix duplicate definition error for gpu export mod
testcase (#9538)
add 3f5dca5 [Docker][Onnx] Upgrade ONNX to latest version (#9519)
add 0cb6337 [TVMC][Relay] Introduce executor and runtime parameters
(#9352)
add 659631d [Relay][Frontend] Prune redundant logging (#9545)
add 328d7c7 remove compile warning complained by macos clang-13.0 (#9522)
add 8e1425d Expose workspace size in tvmgen_default.h (#9510)
add ecd8a9c [CI.Lint.Black] Use "en_US.UTF-8" for Red Hat 6&7
Compatibility (#9537)
add d061d7f [microNPU] Add unary elementwise operator infrastructure with
ABS (#9530)
add cdca84a [TVMScript][Fix] Add type hints for more uncovered cases
(#9505)
add 44fae01 Revert "[CI.Lint.Black] Use "en_US.UTF-8" for Red Hat 6&7
Compatibility (#9537)" (#9548)
add 008367d [3/3][AOT][DeviceAPI] Wire up cpacked Device API context
(#9501)
add 45af5c7 [Frontend][ONNX] Support RandomNormal operator (#9493)
add 34ea319 [Relay] Prepare DeadCodeElimination for running post
LowerTEPass/ManifestAlloc. (#9542)
add 18730c4 [TIR][USMP] Added buffer info extraction pass (#8468)
add 4a6b8c0 Fix Jenkins skip for CPU/GPU (#9549)
add 4bb6f31 [TensorIR][UX] Type annotation-based runtime type checking
(#9559)
add cf17208 [QNN] Fix order of operations in qnn.quantize slightly to
prevent undefined behavior (#9558)
add 9e59e91 [TensorIR][Schedule] Inherit block anotation upon creating
new blocks (#9573)
add e5cbf46 [BUG][TVMScript] fix block range error (#9574)
add 4efec38 Improve the keras frontend to support tflite 2.6 (#9562)
add 9c4e9ff [ONNX] Add MatMulInteger16 contrib op (#9186)
add 289bd90 Prepare for switching VM to LowerTEPass. (#9550)
add 0195afc [Target] enable -arch=sm_xx for assigning cuda target arch
and deprecate autotvm.measure.set_cuda_target_arch api (#9544)
add 3c48cad WithFields for Tuples (#9533)
add 1466e27 ignore 'training_mode' tag from onnx in batch_norm op (#9575)
add 93c2f2d [FIX,PROFILING] Only check if ops duration is nonzero (#9568)
add a63daab Update license file to note libbacktrace (#9579)
add d6fe9a3 Update NEWS to include v0.8 change log (#9580)
add 0754c86 [FIX][TIR] Remove unused code and fix typo in storage_align
(#9583)
add 0e818bb Bump version to 0.9.dev0 (#9581)
add 238958f [microNPU] Fix incorrectly calculated stride when converting
NHWC to NHCWB16 (#9560)
add c3f5271 [microNPU] Change weights and command stream section (#9523)
add 0a4cc89 [microNPU] Support binary elementwise with non-4D inputs
(#9521)
add 8ca8e38 [Relay] WithFields method for Call, Function, Var,
TupleGetItem, If, Let, RefCreate, RefRead, RefWrite, Match, and Clause (#9569)
add f833b4b Add labels to each Jenkins step (#9556)
add 99b9d42 Introduction tutorial formatting fixes (#9539)
add 8712217 [CI] Use correct variable for image name in Jenkinsfile
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Summary of changes:
CMakeLists.txt | 8 +-
CONTRIBUTORS.md | 1 +
Jenkinsfile | 237 ++-
KEYS | 116 ++
LICENSE | 3 +-
NEWS.md | 320 +++-
apps/android_camera/models/prepare_model.py | 2 +-
apps/android_rpc/tests/android_rpc_test.py | 4 +-
apps/benchmark/arm_cpu_imagenet_bench.py | 2 +-
apps/benchmark/mobile_gpu_imagenet_bench.py | 2 +-
apps/bundle_deploy/build_model.py | 35 +-
apps/hexagon_launcher/README.md | 18 +-
apps/ios_rpc/tests/ios_rpc_mobilenet.py | 4 +-
apps/ios_rpc/tests/ios_rpc_test.py | 2 +-
.../template_project/microtvm_api_server.py | 30 +-
apps/microtvm/ethosu/Makefile | 4 +-
apps/microtvm/ethosu/corstone300.ld | 18 +-
.../microtvm/ethosu/include/tvm_ethosu_runtime.h | 32 +-
apps/microtvm/ethosu/run_demo.sh | 8 +-
apps/microtvm/ethosu/src/demo.c | 7 +-
.../microtvm/ethosu/src/tvm_ethosu_runtime.c | 47 +-
.../zephyr/template_project/microtvm_api_server.py | 42 +-
.../env.py => apps/pt_tvmdsoop/CMakeLists.txt | 31 +-
.../pt_tvmdsoop/prepare_and_test_pt_tvm_class.sh | 38 +-
apps/pt_tvmdsoop/tests/test_torch_compile_cpu.py | 68 +
apps/pt_tvmdsoop/tests/test_torch_compile_gpu.py | 63 +
apps/pt_tvmdsoop/tests/test_torch_graph_module.py | 129 ++
apps/pt_tvmdsoop/tests/test_torch_script.py | 116 ++
apps/pt_tvmdsoop/tests/test_torch_vm_module.py | 122 ++
apps/pt_tvmdsoop/tests/test_trace_tvm_module.py | 58 +
apps/topi_recipe/broadcast/test_broadcast_map.py | 4 +-
apps/topi_recipe/conv/depthwise_conv2d_test.py | 4 +-
apps/topi_recipe/conv/test_conv2d_hwcn_map.py | 4 +-
apps/topi_recipe/gemm/android_gemm_square.py | 2 +-
apps/topi_recipe/gemm/cuda_gemm_square.py | 4 +-
apps/topi_recipe/rnn/lstm.py | 4 +-
apps/topi_recipe/rnn/matexp.py | 4 +-
cmake/config.cmake | 3 +
cmake/modules/LibInfo.cmake | 1 +
cmake/modules/contrib/EthosN.cmake | 12 +-
cmake/modules/contrib/PT_TVMDSOOP.cmake | 59 +
cmake/utils/FindEthosN.cmake | 8 +-
conda/recipe/meta.yaml | 2 +-
docker/install/ubuntu1804_install_llvm.sh | 14 +-
docker/install/ubuntu1804_install_python.sh | 4 +-
docker/install/ubuntu1804_install_python_venv.sh | 4 +-
docker/install/ubuntu_install_onnx.sh | 7 +-
docker/install/ubuntu_install_python.sh | 4 +-
docker/install/ubuntu_install_rocm.sh | 6 +-
docker/install/ubuntu_install_vela.sh | 1 -
docs/arch/microtvm_design.rst | 16 +-
docs/dev/how_to/pytest_target_parametrization.rst | 10 +-
docs/how_to/deploy/bnns.rst | 2 +-
docs/how_to/deploy/hls.rst | 5 +-
.../how_to/work_with_microtvm/micro_autotune.py | 10 +-
gallery/how_to/work_with_microtvm/micro_tflite.py | 10 +-
gallery/tutorial/auto_scheduler_matmul_x86.py | 18 +-
gallery/tutorial/autotvm_matmul_x86.py | 2 +-
gallery/tutorial/autotvm_relay_x86.py | 20 +-
gallery/tutorial/install.py | 12 +-
gallery/tutorial/introduction.py | 2 +-
gallery/tutorial/tensor_expr_get_started.py | 21 +-
gallery/tutorial/tvmc_command_line_driver.py | 48 +-
golang/sample/deploy.py | 3 +-
include/tvm/arith/int_set.h | 2 +-
include/tvm/ir/function.h | 12 +-
include/tvm/ir/module.h | 28 +
include/tvm/meta_schedule/builder.h | 1 +
include/tvm/meta_schedule/database.h | 23 +-
include/tvm/meta_schedule/integration.h | 214 +++
include/tvm/meta_schedule/runner.h | 5 +-
include/tvm/meta_schedule/search_strategy.h | 12 +-
include/tvm/meta_schedule/space_generator.h | 4 +
include/tvm/meta_schedule/task_scheduler.h | 68 +-
include/tvm/parser/parser.h | 10 +-
include/tvm/relay/adt.h | 39 +
include/tvm/relay/attrs/annotation.h | 73 -
.../op/vm/vm.h => include/tvm/relay/attrs/call.h | 30 +-
include/tvm/relay/attrs/device_copy.h | 16 +-
include/tvm/relay/attrs/image.h | 24 +
include/tvm/relay/attrs/memory.h | 7 +-
include/tvm/relay/attrs/on_device.h | 101 ++
include/tvm/relay/attrs/random.h | 12 +
include/tvm/relay/executor.h | 24 +-
include/tvm/relay/expr.h | 227 +++
include/tvm/relay/function.h | 29 +
include/tvm/relay/runtime.h | 16 +-
include/tvm/relay/transform.h | 48 +-
include/tvm/runtime/c_runtime_api.h | 2 +-
include/tvm/runtime/vm/bytecode.h | 26 +-
include/tvm/runtime/vm/executable.h | 55 +-
include/tvm/runtime/vm/vm.h | 44 +-
include/tvm/target/compilation_config.h | 22 +-
include/tvm/target/se_scope.h | 6 +
include/tvm/target/target.h | 9 +
include/tvm/te/schedule.h | 7 +
include/tvm/tir/function.h | 7 +
include/tvm/tir/schedule/schedule.h | 34 +
include/tvm/tir/stmt.h | 2 +
include/tvm/tir/transform.h | 7 +
include/tvm/tir/usmp/utils.h | 214 +++
jvm/README.md | 2 +-
jvm/core/src/test/scripts/test_add_cpu.py | 2 +-
jvm/core/src/test/scripts/test_add_gpu.py | 10 +-
python/tvm/__init__.py | 5 +-
python/tvm/_ffi/libinfo.py | 2 +-
python/tvm/auto_scheduler/measure.py | 5 -
python/tvm/auto_scheduler/relay_integration.py | 6 +
python/tvm/autotvm/env.py | 1 -
.../autotvm/graph_tuner/utils/traverse_graph.py | 4 +-
python/tvm/autotvm/measure/measure_methods.py | 54 +-
python/tvm/autotvm/task/relay_integration.py | 8 +-
python/tvm/contrib/nvcc.py | 76 +-
python/tvm/contrib/torch/__init__.py | 51 +
python/tvm/contrib/torch/module.py | 121 ++
python/tvm/contrib/torch/pytorch_tvm.py | 249 ++++
python/tvm/driver/build_module.py | 48 +-
python/tvm/driver/tvmc/__init__.py | 3 +-
python/tvm/driver/tvmc/autotuner.py | 2 +-
python/tvm/driver/tvmc/common.py | 236 ++-
python/tvm/driver/tvmc/compiler.py | 24 +-
python/tvm/driver/tvmc/composite_target.py | 2 +-
python/tvm/driver/tvmc/fmtopt.py | 116 ++
python/tvm/driver/tvmc/main.py | 8 +-
python/tvm/driver/tvmc/micro.py | 300 ++++
python/tvm/driver/tvmc/registry.py | 88 ++
python/tvm/driver/tvmc/runner.py | 332 +++--
python/tvm/driver/tvmc/target.py | 14 +-
python/tvm/ir/module.py | 37 +-
python/tvm/meta_schedule/__init__.py | 1 +
python/tvm/meta_schedule/builder/builder.py | 5 +-
python/tvm/meta_schedule/builder/local_builder.py | 4 -
python/tvm/meta_schedule/database/database.py | 18 +-
python/tvm/meta_schedule/integration.py | 250 ++++
python/tvm/meta_schedule/runner/runner.py | 5 +-
.../search_strategy/search_strategy.py | 27 +-
.../space_generator/space_generator.py | 10 +-
.../meta_schedule/task_scheduler/task_scheduler.py | 122 +-
.../testing}/__init__.py | 3 +
.../{testing.py => testing/local_rpc.py} | 2 +-
python/tvm/meta_schedule/testing/relay_workload.py | 88 ++
python/tvm/meta_schedule/utils.py | 40 +
python/tvm/micro/__init__.py | 7 +-
python/tvm/micro/model_library_format.py | 26 +-
python/tvm/micro/project.py | 11 +
python/tvm/micro/project_api/server.py | 15 +-
python/tvm/micro/session.py | 2 +-
.../tvm/relay/backend/contrib/ethosu/_ffi_api.py | 2 +-
python/tvm/relay/backend/contrib/ethosu/codegen.py | 6 +-
.../tvm/relay/backend/contrib/ethosu/legalize.py | 492 ++++++-
.../relay/backend/contrib/ethosu/op/__init__.py | 3 +
.../contrib/ethosu/op/binary_elementwise.py | 224 +++
.../relay/backend/contrib/ethosu/op/convolution.py | 13 +-
.../relay/backend/contrib/ethosu/op/depthwise.py | 16 +-
.../relay/backend/contrib/ethosu/op/identity.py | 98 ++
.../tvm/relay/backend/contrib/ethosu/op/pooling.py | 15 +-
.../ethosu/op/{pooling.py => unary_elementwise.py} | 105 +-
.../relay/backend/contrib/ethosu/te/__init__.py | 3 +
.../contrib/ethosu/te/binary_elementwise.py | 191 +++
.../relay/backend/contrib/ethosu/te/convolution.py | 8 +
.../relay/backend/contrib/ethosu/te/depthwise.py | 9 +-
python/tvm/relay/backend/contrib/ethosu/te/dma.py | 46 +-
.../relay/backend/contrib/ethosu/te/identity.py | 73 +
.../tvm/relay/backend/contrib/ethosu/te/pooling.py | 7 +
.../ethosu/te/{pooling.py => unary_elementwise.py} | 90 +-
.../tir/{pooling.py => binary_elementwise.py} | 75 +-
.../backend/contrib/ethosu/tir/convolution.py | 1 +
.../relay/backend/contrib/ethosu/tir/depthwise.py | 1 +
python/tvm/relay/backend/contrib/ethosu/tir/dma.py | 12 +-
.../relay/backend/contrib/ethosu/tir/identity.py | 155 ++
.../tvm/relay/backend/contrib/ethosu/tir/passes.py | 15 +-
.../relay/backend/contrib/ethosu/tir/pooling.py | 1 +
.../tvm/relay/backend/contrib/ethosu/tir/spec.py | 48 +
.../tir/{pooling.py => unary_elementwise.py} | 60 +-
.../backend/contrib/ethosu/tir_to_cs_translator.py | 152 +-
python/tvm/relay/backend/contrib/ethosu/util.py | 39 +-
.../tvm/relay/backend/contrib/ethosu/vela_api.py | 2 +-
python/tvm/relay/backend/executor.py | 9 +-
python/tvm/relay/backend/executor_factory.py | 49 +-
python/tvm/relay/backend/graph_executor_codegen.py | 6 +-
python/tvm/relay/backend/runtime.py | 10 +-
python/tvm/relay/backend/vm.py | 17 +
python/tvm/relay/build_module.py | 193 ++-
python/tvm/relay/frontend/caffe.py | 7 +-
python/tvm/relay/frontend/common.py | 20 +-
python/tvm/relay/frontend/keras.py | 28 +-
python/tvm/relay/frontend/mxnet.py | 46 +-
python/tvm/relay/frontend/onnx.py | 344 +++--
python/tvm/relay/frontend/paddlepaddle.py | 147 +-
python/tvm/relay/frontend/pytorch.py | 28 +-
python/tvm/relay/frontend/qnn_torch.py | 12 +-
python/tvm/relay/frontend/tensorflow_ops.py | 9 +-
python/tvm/relay/frontend/tflite.py | 47 +-
python/tvm/relay/op/annotation/annotation.py | 21 +-
python/tvm/relay/op/contrib/cmsisnn.py | 92 +-
python/tvm/relay/op/contrib/ethosn.py | 4 +-
python/tvm/relay/op/contrib/ethosu.py | 532 ++++++-
python/tvm/relay/op/dyn/image/_image.py | 6 +
python/tvm/relay/op/image/_image.py | 12 +
python/tvm/relay/op/image/image.py | 97 +-
python/tvm/relay/op/nn/nn.py | 2 +-
python/tvm/relay/op/random/_kernel.py | 2 +
python/tvm/relay/op/random/kernel.py | 48 +
python/tvm/relay/op/strategy/arm_cpu.py | 93 +-
python/tvm/relay/op/strategy/cuda.py | 4 +-
python/tvm/relay/op/strategy/generic.py | 38 +-
python/tvm/relay/op/strategy/x86.py | 18 +-
python/tvm/relay/op/tensor.py | 36 +-
python/tvm/relay/qnn/op/layout_conversions.py | 2 +-
python/tvm/relay/qnn/op/qnn.py | 8 +-
python/tvm/relay/testing/dcgan.py | 3 +-
python/tvm/relay/transform/transform.py | 33 +-
python/tvm/runtime/vm.py | 21 +-
python/tvm/script/context_maintainer.py | 10 +-
python/tvm/script/parser.py | 21 +-
python/tvm/script/tir/__init__.pyi | 373 +++++
python/tvm/script/tir/scope_handler.py | 1 +
python/tvm/script/tir/special_stmt.py | 37 +-
python/tvm/script/tir/ty.py | 11 +-
python/tvm/target/arm_isa.py | 24 +-
python/tvm/target/codegen.py | 2 +-
python/tvm/target/target.py | 36 +-
python/tvm/te/__init__.py | 2 +-
python/tvm/te/operation.py | 26 +-
python/tvm/te/schedule.py | 8 +
python/tvm/testing/plugin.py | 1 +
python/tvm/testing/utils.py | 16 +-
python/tvm/tir/__init__.py | 1 +
python/tvm/tir/function.py | 2 +-
python/tvm/tir/ir_builder.py | 1 +
python/tvm/tir/schedule/_type_checker.py | 193 +++
python/tvm/tir/schedule/schedule.py | 123 +-
python/tvm/tir/schedule/testing.py | 9 +-
python/tvm/tir/transform/transform.py | 23 +
.../contrib/ethosu/te => tir/usmp}/__init__.py | 8 +-
.../conv2d/__init__.py => tir/usmp/_ffi_api.py} | 6 +-
.../ethosu/te => tir/usmp/analysis}/__init__.py | 7 +-
.../__init__.py => tir/usmp/analysis/_ffi_api.py} | 5 +-
.../tvm/tir/usmp/analysis/analysis.py | 30 +-
python/tvm/tir/usmp/utils.py | 150 ++
python/tvm/topi/arm_cpu/__init__.py | 4 +-
.../tvm/topi/arm_cpu/conv1d.py | 36 +-
python/tvm/topi/arm_cpu/conv2d.py | 23 +-
python/tvm/topi/arm_cpu/cortex_m7/conv2d/direct.py | 186 ---
.../pylint.sh => python/tvm/topi/arm_cpu/dense.py | 10 +-
.../arm_cpu/{cortex_m7 => mprofile}/__init__.py | 5 +-
.../micro_kernel => mprofile/dsp}/__init__.py | 0
.../direct_simd.py => mprofile/dsp/conv1d.py} | 123 +-
.../direct_simd.py => mprofile/dsp/conv2d.py} | 30 +-
python/tvm/topi/arm_cpu/mprofile/dsp/dense.py | 52 +
.../dsp}/micro_kernel/__init__.py | 0
.../arm_cpu/mprofile/dsp/micro_kernel/avg_pool.py | 146 ++
.../arm_cpu/mprofile/dsp/micro_kernel/common.py | 17 +-
.../dsp}/micro_kernel/gemm.py | 91 +-
.../arm_cpu/mprofile/dsp/micro_kernel/max_pool.py | 165 +++
python/tvm/topi/arm_cpu/mprofile/dsp/pool.py | 125 ++
.../tvm/topi/arm_cpu/pooling.py | 10 +-
python/tvm/topi/generic/nn.py | 17 +
python/tvm/topi/image/resize.py | 181 ++-
python/tvm/topi/nn/conv2d_transpose.py | 209 ++-
python/tvm/topi/nn/upsampling.py | 2 +
python/tvm/topi/random/kernel.py | 58 +
python/tvm/topi/testing/conv2d_transpose_python.py | 40 +-
.../tests/test_nn/src/build_test_graph.py | 9 +-
.../tests/test_tvm_basic/src/build_test_lib.py | 4 +-
.../tests/test_wasm32/src/build_test_lib.py | 4 +-
rust/tvm-sys/build.rs | 3 +-
rust/tvm/tests/basics/src/tvm_add.py | 2 +-
src/arith/int_set.cc | 2 +
src/contrib/torch/pt_call_tvm/tvm_class.cc | 686 +++++++++
src/contrib/torch/utils.h | 264 ++++
src/driver/driver_api.cc | 29 +-
src/ir/module.cc | 31 +-
src/meta_schedule/integration.cc | 151 ++
src/meta_schedule/task_scheduler/round_robin.cc | 4 +-
src/meta_schedule/task_scheduler/task_scheduler.cc | 51 +-
src/node/serialization.cc | 34 +-
src/parser/parser.cc | 26 +-
src/printer/relay_text_printer.cc | 185 ++-
src/printer/text_printer.cc | 19 +-
src/printer/text_printer.h | 38 +-
src/printer/tir_text_printer.cc | 3 +
src/printer/tvmscript_printer.cc | 39 +-
src/relay/backend/aot_executor_codegen.cc | 351 +++--
src/relay/backend/build_module.cc | 217 +--
.../backend/contrib/cmsisnn/codegen_cmsisnn.cc | 51 -
.../backend/contrib/cmsisnn/extract_constants.cc | 168 +++
.../backend/contrib/cmsisnn/generate_constants.cc | 244 +++
src/relay/backend/contrib/cmsisnn/relay_to_tir.cc | 293 +++-
.../vm/vm.h => backend/contrib/cmsisnn/target.cc} | 28 +-
.../backend/contrib/cmsisnn/tir_to_runtime.cc | 242 ++-
src/relay/backend/contrib/ethosn/codegen.cc | 4 +-
src/relay/backend/contrib/ethosn/codegen_ethosn.h | 2 +-
src/relay/backend/contrib/ethosn/ethosn_api.cc | 4 +
src/relay/backend/contrib/ethosn/ethosn_api.h | 4 +
.../backend/contrib/ethosn/ethosn_api_version.h | 4 +
src/relay/backend/contrib/ethosu/compiler_attrs.cc | 6 +-
src/relay/backend/contrib/ethosu/preprocess.cc | 4 +-
src/relay/backend/contrib/ethosu/source_module.cc | 37 +-
.../contrib/example_target_hooks/relay_to_tir.cc | 12 +-
.../contrib/example_target_hooks/tir_to_runtime.cc | 2 +
src/relay/backend/executor.cc | 5 +-
src/relay/backend/graph_executor_codegen.cc | 118 +-
src/relay/backend/graph_plan_memory.cc | 103 +-
src/relay/backend/interpreter.cc | 218 +--
src/relay/backend/runtime.cc | 4 +-
src/relay/backend/te_compiler.cc | 385 ++---
src/relay/backend/te_compiler.h | 26 +-
src/relay/backend/te_compiler_cache.cc | 55 +-
src/relay/backend/te_compiler_cache.h | 11 +-
src/relay/backend/utils.cc | 76 +-
src/relay/backend/utils.h | 30 +-
src/relay/backend/vm/compiler.cc | 275 ++--
src/relay/backend/vm/compiler.h | 29 +-
src/relay/backend/vm/lambda_lift.cc | 9 +-
src/relay/ir/adt.cc | 46 +
src/relay/ir/expr.cc | 220 ++-
src/relay/ir/expr_functor.cc | 183 +--
src/relay/ir/function.cc | 51 +
src/relay/op/annotation/annotation.cc | 152 --
src/relay/op/annotation/annotation.h | 106 --
src/relay/op/call/call.cc | 125 ++
src/relay/op/call/call.h | 78 +
src/relay/op/contrib/ethosu/binary_elementwise.cc | 310 ++++
src/relay/op/contrib/ethosu/common.cc | 17 +
src/relay/op/contrib/ethosu/common.h | 10 +
src/relay/op/contrib/ethosu/convolution.cc | 41 +-
src/relay/op/contrib/ethosu/depthwise.cc | 46 +-
src/relay/op/contrib/ethosu/identity.cc | 128 ++
src/relay/op/contrib/ethosu/pooling.cc | 15 +-
.../ethosu/{pooling.cc => unary_elementwise.cc} | 124 +-
src/relay/op/dyn/image/resize.cc | 16 +-
src/relay/op/image/resize.cc | 33 +-
src/relay/op/make_op.h | 7 +-
src/relay/op/memory/device_copy.cc | 55 +-
src/relay/op/memory/device_copy.h | 48 +-
src/relay/op/memory/memory.cc | 21 +-
src/relay/op/memory/memory.h | 6 +-
src/relay/op/memory/on_device.cc | 167 +++
src/relay/op/memory/on_device.h | 144 ++
src/relay/op/nn/convolution.h | 25 +-
src/relay/op/nn/nn.cc | 12 +
src/relay/op/random/kernel.cc | 47 +
src/relay/op/vm/vm.cc | 19 +-
src/relay/op/vm/vm.h | 2 +-
src/relay/qnn/op/quantize.cc | 8 +-
src/relay/transforms/annotate_target.cc | 18 +-
src/relay/transforms/dead_code.cc | 614 ++++++--
src/relay/transforms/device_aware_visitors.cc | 98 +-
src/relay/transforms/device_aware_visitors.h | 81 +-
src/relay/transforms/device_domains.cc | 370 +++--
src/relay/transforms/device_domains.h | 229 +--
src/relay/transforms/device_planner.cc | 446 +++---
src/relay/transforms/dynamic_to_static.cc | 26 +-
src/relay/transforms/first_order_gradient.cc | 12 +-
src/relay/transforms/fold_constant.cc | 52 +-
src/relay/transforms/forward_rewrite.cc | 19 +-
src/relay/transforms/fuse_ops.cc | 12 +-
src/relay/transforms/memory_alloc.cc | 141 +-
src/relay/transforms/partial_eval.cc | 2 +
src/relay/transforms/partition_graph.cc | 15 +-
src/relay/transforms/pass_utils.h | 1 +
src/relay/transforms/pattern_utils.h | 17 +
src/relay/transforms/split_args.cc | 18 +-
src/relay/transforms/to_a_normal_form.cc | 31 +-
src/relay/transforms/to_cps.cc | 9 +-
src/relay/transforms/transform_layout.h | 11 +-
src/runtime/contrib/ethosn/ethosn_device.cc | 2 +-
src/runtime/contrib/ethosn/ethosn_device.h | 2 +-
src/runtime/contrib/ethosn/ethosn_runtime.cc | 2 +-
.../ethosu/bare_metal/tvm_ethosu_runtime.c} | 47 +-
.../ethosu/bare_metal/tvm_ethosu_runtime.h} | 32 +-
src/runtime/crt/common/crt_runtime_api.c | 13 +-
src/runtime/crt/host/microtvm_api_server.py | 5 +-
src/runtime/meta_data.h | 12 +-
src/runtime/vm/bytecode.cc | 33 +-
src/runtime/vm/executable.cc | 97 +-
src/runtime/vm/profiler/vm.cc | 14 +-
src/runtime/vm/serialize_utils.h | 12 +-
src/runtime/vm/vm.cc | 115 +-
src/target/compilation_config.cc | 96 +-
src/target/llvm/llvm_module.cc | 21 +-
src/target/llvm/llvm_module.h | 3 +-
src/target/metadata_module.cc | 23 +-
src/target/metadata_module.h | 18 +-
src/target/opt/build_cuda_on.cc | 4 +
src/target/se_scope.cc | 10 +-
src/target/source/codegen_c_host.cc | 20 +-
src/target/source/codegen_c_host.h | 9 +-
src/target/source/codegen_source_base.h | 23 -
src/target/source/interface_c.cc | 54 +-
src/target/source/source_module.cc | 57 +-
src/target/source/source_module.h | 14 +-
src/target/target.cc | 43 +
src/target/target_kind.cc | 32 +-
src/te/operation/compute_op.cc | 3 +-
src/te/operation/create_primfunc.cc | 38 +-
src/te/schedule/schedule_lang.cc | 9 +
src/te/schedule/schedule_ops.cc | 4 +
src/te/schedule/schedule_postproc_to_primfunc.cc | 3 +-
src/tir/analysis/block_access_region_detector.cc | 34 +
src/tir/schedule/analysis.h | 50 +-
src/tir/schedule/analysis/analysis.cc | 253 +++-
src/tir/schedule/concrete_schedule.cc | 42 +
src/tir/schedule/concrete_schedule.h | 34 +-
src/tir/schedule/error.cc | 2 +-
src/tir/schedule/primitive.h | 62 +-
src/tir/schedule/primitive/block_annotate.cc | 1 -
src/tir/schedule/primitive/compute_inline.cc | 6 +-
src/tir/schedule/primitive/get_block_loop.cc | 132 ++
src/tir/schedule/primitive/reduction.cc | 144 +-
src/tir/schedule/primitive/sampling.cc | 315 +++-
src/tir/schedule/schedule.cc | 18 +
src/tir/schedule/traced_schedule.cc | 60 +
src/tir/schedule/traced_schedule.h | 15 +-
src/tir/schedule/utils.h | 42 +-
src/tir/transforms/compact_buffer_region.cc | 234 +--
src/tir/transforms/inject_rolling_buffer.cc | 317 ++++
src/tir/transforms/ir_utils.cc | 84 ++
src/tir/transforms/ir_utils.h | 39 +
src/tir/transforms/lower_cross_thread_reduction.cc | 645 ++++++++
src/tir/transforms/lower_tvm_builtin.cc | 17 +-
src/tir/transforms/lower_warp_memory.cc | 1 +
src/tir/transforms/make_packed_api.cc | 27 +-
src/tir/transforms/split_host_device.cc | 1 +
src/tir/usmp/analysis/extract_buffer_info.cc | 446 ++++++
src/tir/usmp/utils.cc | 146 ++
tests/cpp/relay/transforms/device_domains_test.cc | 22 +-
tests/cpp/relay_build_module_test.cc | 4 +-
tests/cpp/relay_dismantler_test.cc | 19 +
tests/cpp/runtime_test.cc | 4 +-
tests/cpp/target/compilation_config_test.cc | 66 +-
tests/cpp/target/source/interface_c_test.cc | 129 +-
tests/lint/pylint.sh | 1 +
tests/micro/arduino/conftest.py | 11 +-
tests/micro/arduino/test_arduino_rpc_server.py | 10 +-
tests/micro/zephyr/test_zephyr.py | 25 +-
tests/micro/zephyr/test_zephyr_aot.py | 27 +-
tests/micro/zephyr/test_zephyr_armv7m.py | 31 +-
tests/python/conftest.py | 22 +-
tests/python/contrib/test_bnns/infrastructure.py | 2 +-
.../contrib/test_bnns/test_onnx_topologies.py | 2 +-
.../python/contrib/test_cmsisnn/test_binary_ops.py | 3 +-
tests/python/contrib/test_cmsisnn/test_conv2d.py | 316 ++++
.../contrib/test_cmsisnn/test_extract_constants.py | 179 +++
.../test_cmsisnn/test_generate_constants.py | 229 +++
tests/python/contrib/test_cmsisnn/test_networks.py | 12 +-
tests/python/contrib/test_cmsisnn/test_softmax.py | 8 +-
tests/python/contrib/test_cmsisnn/utils.py | 127 +-
tests/python/contrib/test_ethosn/__init__.py | 2 +-
tests/python/contrib/test_ethosn/infrastructure.py | 18 +-
tests/python/contrib/test_ethosn/test_addition.py | 2 +-
.../python/contrib/test_ethosn/test_concatenate.py | 2 +-
.../test_ethosn/test_constant_duplication.py | 2 +-
tests/python/contrib/test_ethosn/test_conv2d.py | 2 +-
.../contrib/test_ethosn/test_depth_to_space.py | 2 +-
.../contrib/test_ethosn/test_fullyconnected.py | 2 +-
tests/python/contrib/test_ethosn/test_networks.py | 18 +-
.../contrib/test_ethosn/test_partition_params.py | 3 +-
tests/python/contrib/test_ethosn/test_pooling.py | 2 +-
tests/python/contrib/test_ethosn/test_relu.py | 2 +-
tests/python/contrib/test_ethosn/test_reshape.py | 2 +-
tests/python/contrib/test_ethosn/test_sigmoid.py | 2 +-
tests/python/contrib/test_ethosn/test_split.py | 2 +-
.../python/contrib/test_ethosn/test_topologies.py | 3 +-
tests/python/contrib/test_ethosu/infra.py | 162 +-
.../contrib/test_ethosu/test_attr_passing.py | 6 +-
tests/python/contrib/test_ethosu/test_codegen.py | 636 +++++++-
.../contrib/test_ethosu/test_encode_constants.py | 69 +-
tests/python/contrib/test_ethosu/test_legalize.py | 481 +++++-
.../contrib/test_ethosu/test_legalize_no_ops.py | 107 ++
.../python/contrib/test_ethosu/test_preprocess.py | 14 +-
.../test_ethosu/test_replace_binary_elementwise.py | 342 +++++
.../contrib/test_ethosu/test_replace_conv2d.py | 129 +-
.../contrib/test_ethosu/test_replace_copy.py | 6 +-
.../test_ethosu/test_replace_depthwise_conv2d.py | 49 +-
.../contrib/test_ethosu/test_replace_identity.py | 115 ++
.../contrib/test_ethosu/test_replace_pooling.py | 182 ++-
...ooling.py => test_replace_unary_elementwise.py} | 103 +-
.../test_ethosu/test_tir_to_cs_translator.py | 482 +++++-
.../contrib/test_ethosu/test_type_inference.py | 260 +++-
tests/python/contrib/test_ethosu/test_vela_api.py | 2 +
tests/python/contrib/test_hexagon/README.md | 486 +-----
tests/python/contrib/test_hexagon/conftest.py | 11 -
.../python/contrib/test_hexagon/infrastructure.py | 157 +-
.../{README.md => test_conv2d_blocked.md} | 97 +-
.../contrib/test_hexagon/test_conv2d_blocked.py | 500 +------
.../contrib/test_hexagon/test_conv2d_conv2d.md | 986 +++++++++++++
.../contrib/test_hexagon/test_conv2d_conv2d.py | 241 +++
.../contrib/test_hexagon/test_maxpool2d_blocked.py | 10 +-
tests/python/contrib/test_onnx.py | 1 +
.../contrib/test_vitis_ai/test_vitis_ai_codegen.py | 25 +-
tests/python/driver/tvmc/conftest.py | 17 +
tests/python/driver/tvmc/test_compiler.py | 14 +-
tests/python/driver/tvmc/test_frontends.py | 16 +-
tests/python/driver/tvmc/test_mlf.py | 15 +-
tests/python/driver/tvmc/test_registry_options.py | 81 +
tests/python/driver/tvmc/test_target.py | 19 +-
tests/python/driver/tvmc/test_target_options.py | 10 +
tests/python/frontend/caffe/test_forward.py | 3 +-
tests/python/frontend/onnx/test_forward.py | 257 +++-
tests/python/frontend/paddlepaddle/test_forward.py | 89 ++
tests/python/frontend/tensorflow2/common.py | 6 +-
tests/python/frontend/tflite/test_forward.py | 102 +-
tests/python/integration/test_arm_mprofile_dsp.py | 355 +++++
tests/python/integration/test_ewise.py | 4 +-
tests/python/relay/aot/aot_test_utils.py | 164 ++-
tests/python/relay/aot/corstone300.ld | 18 +-
tests/python/relay/aot/corstone300.mk | 26 +-
tests/python/relay/aot/test_c_device_api.py | 255 ++++
tests/python/relay/aot/test_crt_aot.py | 46 +-
tests/python/relay/dyn/test_dynamic_op_level5.py | 2 +-
.../python/relay/op/annotation/test_annotation.py | 27 +-
tests/python/relay/op/test_tensor.py | 52 +
tests/python/relay/test_any.py | 2 +-
tests/python/relay/test_build_module.py | 62 +
tests/python/relay/test_executor.py | 6 +-
tests/python/relay/test_ir_nodes.py | 12 +
tests/python/relay/test_ir_text_printer.py | 2 +-
tests/python/relay/test_op_level10.py | 22 +-
tests/python/relay/test_op_level2.py | 60 +-
tests/python/relay/test_op_level5.py | 12 +-
tests/python/relay/test_op_qnn_conv2_transpose.py | 53 +-
tests/python/relay/test_pass_alter_op_layout.py | 12 +-
tests/python/relay/test_pass_convert_op_layout.py | 16 +-
.../relay/test_pass_dead_code_elimination.py | 181 ++-
tests/python/relay/test_pass_dynamic_to_static.py | 2 +-
tests/python/relay/test_pass_lazy_gradient_init.py | 16 +-
tests/python/relay/test_pass_partial_eval.py | 21 +-
tests/python/relay/test_pass_partition_graph.py | 71 +-
tests/python/relay/test_pass_plan_devices.py | 736 ++++++---
tests/python/relay/test_pass_to_cps.py | 13 +-
tests/python/relay/test_runtime.py | 18 +-
tests/python/relay/test_vm.py | 57 +-
.../python/test_topi_group_conv2d_transpose.py | 156 ++
tests/python/topi/python/test_topi_image.py | 2 +
.../python/unittest/test_auto_scheduler_measure.py | 17 +-
.../unittest/test_auto_scheduler_search_task.py | 4 +-
tests/python/unittest/test_crt.py | 18 +-
tests/python/unittest/test_link_params.py | 32 +-
.../unittest/test_meta_schedule_integration.py | 120 ++
.../unittest/test_meta_schedule_space_generator.py | 8 +-
.../unittest/test_meta_schedule_task_scheduler.py | 75 +-
.../unittest/test_micro_model_library_format.py | 58 +-
tests/python/unittest/test_micro_project_api.py | 165 ++-
tests/python/unittest/test_micro_transport.py | 282 ++--
.../python/unittest/test_runtime_module_export.py | 4 +-
tests/python/unittest/test_runtime_module_load.py | 12 +-
tests/python/unittest/test_runtime_profiling.py | 22 +-
tests/python/unittest/test_runtime_rpc.py | 5 +-
tests/python/unittest/test_runtime_vm_profiler.py | 20 +-
.../python/unittest/test_target_codegen_hexagon.py | 2 +-
tests/python/unittest/test_target_codegen_llvm.py | 11 +-
tests/python/unittest/test_target_target.py | 18 +-
.../test_tir_analysis_get_block_access_region.py | 47 +
.../unittest/test_tir_schedule_compute_inline.py | 65 +
.../python/unittest/test_tir_schedule_reduction.py | 42 +
tests/python/unittest/test_tir_schedule_rfactor.py | 48 +
.../python/unittest/test_tir_schedule_sampling.py | 43 +-
.../python/unittest/test_tir_schedule_utilities.py | 59 +-
.../test_tir_transform_compact_buffer_region.py | 136 ++
.../test_tir_transform_convert_blocks_to_opaque.py | 12 +-
.../test_tir_transform_inject_rolling_buffer.py | 265 ++++
...t_tir_transform_lower_cross_thread_reduction.py | 737 ++++++++++
.../test_tir_transform_lower_warp_memory.py | 32 +-
.../unittest/test_tir_transform_make_packed_api.py | 101 +-
.../test_tir_transform_split_host_device.py | 52 +
.../test_tir_usmp_analysis_extract_bufferinfo.py | 1555 ++++++++++++++++++++
tests/python/unittest/test_tir_usmp_utils.py | 203 +++
.../python/unittest/test_tvmscript_error_report.py | 52 +-
tests/python/unittest/test_tvmscript_roundtrip.py | 29 +
tests/python/unittest/test_tvmscript_type.py | 182 +++
tests/scripts/task_mypy.sh | 4 +
tests/scripts/task_python_integration.sh | 5 +
tests/scripts/task_python_integration_gpuonly.sh | 1 +
version.py | 57 +-
vta/scripts/tune_conv2d_transpose.py | 3 +-
vta/scripts/tune_resnet.py | 11 +-
.../python/integration/test_benchmark_gemm.py | 7 +-
.../integration/test_benchmark_topi_conv2d.py | 10 +-
.../integration/test_benchmark_topi_dense.py | 10 +-
.../test_benchmark_topi_group_conv2d.py | 10 +-
vta/tests/python/unittest/test_vta_insn.py | 16 +-
vta/tutorials/autotvm/tune_alu_vta.py | 3 +-
vta/tutorials/frontend/deploy_classification.py | 4 +-
vta/tutorials/frontend/deploy_detection.py | 4 +-
vta/tutorials/matrix_multiply.py | 4 +-
vta/tutorials/optimize/convolution_opt.py | 4 +-
vta/tutorials/optimize/matrix_multiply_opt.py | 4 +-
vta/tutorials/vta_get_started.py | 4 +-
web/package.json | 2 +-
web/tests/python/prepare_test_libs.py | 6 +-
web/tests/python/webgpu_rpc_test.py | 7 +-
web/tests/python/websock_rpc_test.py | 6 +-
594 files changed, 32982 insertions(+), 7400 deletions(-)
copy src/target/llvm/llvm_module.h =>
apps/microtvm/ethosu/include/tvm_ethosu_runtime.h (53%)
copy src/relay/op/memory/memory.h =>
apps/microtvm/ethosu/src/tvm_ethosu_runtime.c (51%)
copy python/tvm/autotvm/env.py => apps/pt_tvmdsoop/CMakeLists.txt (57%)
copy docker/install/ubuntu_install_python.sh =>
apps/pt_tvmdsoop/prepare_and_test_pt_tvm_class.sh (50%)
create mode 100644 apps/pt_tvmdsoop/tests/test_torch_compile_cpu.py
create mode 100644 apps/pt_tvmdsoop/tests/test_torch_compile_gpu.py
create mode 100644 apps/pt_tvmdsoop/tests/test_torch_graph_module.py
create mode 100644 apps/pt_tvmdsoop/tests/test_torch_script.py
create mode 100644 apps/pt_tvmdsoop/tests/test_torch_vm_module.py
create mode 100644 apps/pt_tvmdsoop/tests/test_trace_tvm_module.py
create mode 100644 cmake/modules/contrib/PT_TVMDSOOP.cmake
create mode 100644 include/tvm/meta_schedule/integration.h
copy src/relay/op/vm/vm.h => include/tvm/relay/attrs/call.h (57%)
create mode 100644 include/tvm/relay/attrs/on_device.h
create mode 100644 include/tvm/tir/usmp/utils.h
create mode 100644 python/tvm/contrib/torch/__init__.py
create mode 100644 python/tvm/contrib/torch/module.py
create mode 100644 python/tvm/contrib/torch/pytorch_tvm.py
create mode 100644 python/tvm/driver/tvmc/fmtopt.py
create mode 100644 python/tvm/driver/tvmc/micro.py
create mode 100644 python/tvm/driver/tvmc/registry.py
create mode 100644 python/tvm/meta_schedule/integration.py
copy python/tvm/{topi/arm_cpu/cortex_m7/micro_kernel =>
meta_schedule/testing}/__init__.py (87%)
rename python/tvm/meta_schedule/{testing.py => testing/local_rpc.py} (97%)
create mode 100644 python/tvm/meta_schedule/testing/relay_workload.py
create mode 100644
python/tvm/relay/backend/contrib/ethosu/op/binary_elementwise.py
create mode 100644 python/tvm/relay/backend/contrib/ethosu/op/identity.py
copy python/tvm/relay/backend/contrib/ethosu/op/{pooling.py =>
unary_elementwise.py} (59%)
create mode 100644
python/tvm/relay/backend/contrib/ethosu/te/binary_elementwise.py
create mode 100644 python/tvm/relay/backend/contrib/ethosu/te/identity.py
copy python/tvm/relay/backend/contrib/ethosu/te/{pooling.py =>
unary_elementwise.py} (56%)
copy python/tvm/relay/backend/contrib/ethosu/tir/{pooling.py =>
binary_elementwise.py} (56%)
create mode 100644 python/tvm/relay/backend/contrib/ethosu/tir/identity.py
copy python/tvm/relay/backend/contrib/ethosu/tir/{pooling.py =>
unary_elementwise.py} (58%)
create mode 100644 python/tvm/script/tir/__init__.pyi
create mode 100644 python/tvm/tir/schedule/_type_checker.py
copy python/tvm/{relay/backend/contrib/ethosu/te => tir/usmp}/__init__.py (83%)
rename python/tvm/{topi/arm_cpu/cortex_m7/conv2d/__init__.py =>
tir/usmp/_ffi_api.py} (89%)
copy python/tvm/{relay/backend/contrib/ethosu/te =>
tir/usmp/analysis}/__init__.py (84%)
copy python/tvm/{topi/arm_cpu/cortex_m7/__init__.py =>
tir/usmp/analysis/_ffi_api.py} (88%)
copy docker/install/ubuntu1804_install_python_venv.sh =>
python/tvm/tir/usmp/analysis/analysis.py (55%)
mode change 100755 => 100644
create mode 100644 python/tvm/tir/usmp/utils.py
copy jvm/core/src/test/scripts/test_add_cpu.py =>
python/tvm/topi/arm_cpu/conv1d.py (52%)
delete mode 100644 python/tvm/topi/arm_cpu/cortex_m7/conv2d/direct.py
copy tests/lint/pylint.sh => python/tvm/topi/arm_cpu/dense.py (72%)
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rename python/tvm/topi/arm_cpu/{cortex_m7 => mprofile}/__init__.py (92%)
copy python/tvm/topi/arm_cpu/{cortex_m7/micro_kernel =>
mprofile/dsp}/__init__.py (100%)
copy python/tvm/topi/arm_cpu/{cortex_m7/conv2d/direct_simd.py =>
mprofile/dsp/conv1d.py} (54%)
rename python/tvm/topi/arm_cpu/{cortex_m7/conv2d/direct_simd.py =>
mprofile/dsp/conv2d.py} (88%)
create mode 100644 python/tvm/topi/arm_cpu/mprofile/dsp/dense.py
rename python/tvm/topi/arm_cpu/{cortex_m7 =>
mprofile/dsp}/micro_kernel/__init__.py (100%)
create mode 100644
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/avg_pool.py
copy tests/lint/pylint.sh =>
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/common.py (72%)
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rename python/tvm/topi/arm_cpu/{cortex_m7 =>
mprofile/dsp}/micro_kernel/gemm.py (89%)
create mode 100644
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/max_pool.py
create mode 100644 python/tvm/topi/arm_cpu/mprofile/dsp/pool.py
copy tests/lint/pylint.sh => python/tvm/topi/arm_cpu/pooling.py (74%)
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create mode 100644 src/contrib/torch/pt_call_tvm/tvm_class.cc
create mode 100644 src/contrib/torch/utils.h
create mode 100644 src/meta_schedule/integration.cc
delete mode 100644 src/relay/backend/contrib/cmsisnn/codegen_cmsisnn.cc
create mode 100644 src/relay/backend/contrib/cmsisnn/extract_constants.cc
create mode 100644 src/relay/backend/contrib/cmsisnn/generate_constants.cc
copy src/relay/{op/vm/vm.h => backend/contrib/cmsisnn/target.cc} (67%)
create mode 100644 src/relay/op/call/call.cc
create mode 100644 src/relay/op/call/call.h
create mode 100644 src/relay/op/contrib/ethosu/binary_elementwise.cc
create mode 100644 src/relay/op/contrib/ethosu/identity.cc
copy src/relay/op/contrib/ethosu/{pooling.cc => unary_elementwise.cc} (52%)
create mode 100644 src/relay/op/memory/on_device.cc
create mode 100644 src/relay/op/memory/on_device.h
copy src/{relay/op/memory/memory.h =>
runtime/contrib/ethosu/bare_metal/tvm_ethosu_runtime.c} (51%)
copy src/{target/llvm/llvm_module.h =>
runtime/contrib/ethosu/bare_metal/tvm_ethosu_runtime.h} (52%)
create mode 100644 src/tir/transforms/inject_rolling_buffer.cc
create mode 100644 src/tir/transforms/lower_cross_thread_reduction.cc
create mode 100644 src/tir/usmp/analysis/extract_buffer_info.cc
create mode 100644 src/tir/usmp/utils.cc
create mode 100644 tests/python/contrib/test_cmsisnn/test_conv2d.py
create mode 100644 tests/python/contrib/test_cmsisnn/test_extract_constants.py
create mode 100644 tests/python/contrib/test_cmsisnn/test_generate_constants.py
create mode 100644 tests/python/contrib/test_ethosu/test_legalize_no_ops.py
create mode 100644
tests/python/contrib/test_ethosu/test_replace_binary_elementwise.py
create mode 100644 tests/python/contrib/test_ethosu/test_replace_identity.py
copy tests/python/contrib/test_ethosu/{test_replace_pooling.py =>
test_replace_unary_elementwise.py} (59%)
copy tests/python/contrib/test_hexagon/{README.md => test_conv2d_blocked.md}
(88%)
create mode 100644 tests/python/contrib/test_hexagon/test_conv2d_conv2d.md
create mode 100644 tests/python/contrib/test_hexagon/test_conv2d_conv2d.py
create mode 100644 tests/python/driver/tvmc/test_registry_options.py
create mode 100644 tests/python/integration/test_arm_mprofile_dsp.py
create mode 100644 tests/python/relay/aot/test_c_device_api.py
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create mode 100644 tests/python/topi/python/test_topi_group_conv2d_transpose.py
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tests/python/unittest/test_tir_transform_inject_rolling_buffer.py
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tests/python/unittest/test_tir_transform_lower_cross_thread_reduction.py
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tests/python/unittest/test_tir_transform_split_host_device.py
create mode 100644
tests/python/unittest/test_tir_usmp_analysis_extract_bufferinfo.py
create mode 100644 tests/python/unittest/test_tir_usmp_utils.py
create mode 100644 tests/python/unittest/test_tvmscript_type.py
