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.


    omit 6a77cdd  prefix junit results with FFI type
    omit f9ff088  Merge remote-tracking branch 'origin/main' into junit-enable
    omit db93cb8  retrigger CI
    omit ae46d51  Enable JUnit parsing for Python tests
     add b8a8340  [µTVM] Use standalone_crt build tree for all µTVM builds 
(#7333)
     add 4e211a7  [ONNX] Make the ONNX Importer More Static (#7429)
     add 0aa90b0  [VM] Move param bind to OptimizeModule (#7451)
     add 2e6e7dc  [Frontend][MXNet] Add support for MXNet GroupNorm (#7409)
     add 2af3ab1  update stm32mp1 arm_cpu target configuration (#7443)
     add 6187e1c  [FRONTEND][TFLITE] get input tensor information from graph 
(#7400)
     add 32c4402  [µTVM] Print .elf statistics for a model runtime built with 
Zephyr (#7449)
     add 0ebc820  Add IdentityN operator for TF Frontend (#7452)
     add 2264206  docker/bash.sh: lookup docker image in Jenkinsfile. (#7453)
     add fc48514  [BYOC][Verilator] Refactor Verilator runtime (#7406)
     add 413692e  Make spelling of "axes" consistent (#7460)
     add 564aae0  [Relay][Topi] Add max mode to ROI align (#7440)
     add e57e644  [ROCM] Add Thrust support (#7458)
     add 173f3fc  SparseFillEmptyRows Op (#7442)
     add 77d2fe8  [Bugfix][Relay] Crash in match_exhaustion.cc when given an 
empty tuple pattern or constructor with no args (#7459)
     add fe398bf  Report JUnit test results for all TVM Python tests (#7450)
     add 76647ca  [ETHOSN] Add support for default Ethos-N78 configuration. 
(#6982)
     add 143c88e  debug operator--() in include/tvm/node/container.h (#7461)
     add b7e0cfb  [TOPI, Relay] Support roi_align NHWC layout (#7463)
     add 84c4b15  Set TOpPattern=kOpaque for scatter_nd (#7464)
     add 944d8d1  [RUNTIME] Fast path for single thread run to allow app level 
threading (#7454)
     add 50e013d  [Torch] Add index_put operator (#7465)
     add b51973f  [Relay][Bugfix] Fix off-by-one error in BiasAddRel, use new 
reporting (#7467)
     add e204209  [AutoScheduler] Fix the type inference for conv3d (#7475)
     add 256b9cf  Get tvmc version from tvm (#7478)
     add d16f282  [TVMC] Add composite target passes for compilation and tuning 
(#7304)
     add 5688068  [Frontend][Tensorflow] Support explicit_paddings for TF 2.x 
(#7445)
     add 5a0573b  make test_runtime_rpc use pytest.main() (#7482)
     add cfe88c1  [TIR] Specialize MutateArray in StmtFunctor. (#7486)
     add 072c469  [CUDA][THRUST] Enforce -libs=thrust to allow thrust offload 
(#7468)
     add d666b41  Fix cuda nms handling of additional per box features (#7483)
     add 84359a9  Fixed minor misspelling (#7499)
     add 794f6c6  [Target] Add target host field for target specification 
(#7462)
     add a111803  [RELAY][Parser] Optimize relay parser to restore calls attrs 
(#7347)
     add d94cbbb  [Frontend]Make onnx gemm tensor C optional (#7489)
     add 0ba3741  [CRT] Create C-runtime-style metadata module for llvm builds 
(#7398)
     add 929717a  Fix stack overflow when partially-__init__ Node raises 
exception. (#7481)
     add e67f15b  [COMMUNITY] @d-smirnov -> reviewer (#7510)
     add d425c14  [Relay][Frontend][Onnx] Fix GEMM converter when C is not a 
parameter. (#7509)
     add 086dbfe   [AutoScheduler] Fix the type inference for conv2d (#7501)
     add 9c5333e  [TVMC] rename composite target "acl" to "compute-library" 
(#7508)
     add 88a4fdd  Support creating Bool constants in the pattern_utils (#7507)
     add 7f86987  [Frontend][Tensorflow] Support range like axis in 
tf.raw_ops.All for TF 2.x (#7502)
     add 1455536  [BYOC][VitisAI] Fix issue in Vitis AI codegen out tensor 
names matching & update docs and docker (#7350)
     add 9e74f90  Support CombinedNMS in TF frontend. (#7520)
     add fc6f08a  [Frontend] TF V2 sparse.todense() test added (#7473)
     add b77c019  [DOCS] Remove incubating from docs (#7525)
     add 772fa6b  [PYTHON] Enable proper error message in python package (#7521)
     add b111695  Introduce module_loader to AutoTVM. (#7337)
     add 43b15a8  Many fixes to get unit tests passing on Windows. (#7431)
     add 6274a7f  use checked_type instead of type_annotation (#7522)
     add e664b2f  [Torch] Avoid adding unnecessary slicing (#7479)
     add 63ea8e1  [Relay] Enforce static dim for non-concat axis if one or more 
tensors have static dim (#7487)
     add 09b0c8e  [Frontend][Tensorflow] Add unique operator (#7441)
     add c46b187  [Torch] Pool ops, convert strides and pool_size to int (#7517)
     add 56ac892  SparseReshape Op (#7477)
     add 5c5aea6  [BUG_FIX][TOPI] Allow topi resize to accept more options 
(#7532)
     add 2d57470  [ONNX]fix datatype on Reciprocal op (#7519)
     add 74ca8f0  [CI] Move ci-cpu to use llvm-11 (#7541)
     add 0758337  Add create_local_debug_runtime to micro exports (#7528)
     add f6d0fee  Don't run non-tvm_op GraphRuntime nodes in Debug Runtime over 
RPC. (#7512)
     add e7f0a11  Add test_forward_index_put to __main__ (#7542)
     add 0bbc205  [torch] Add narrow operator (#7535)
     add 22ba2c4  [Torch] Simplify contiguous (#7544)
     add b1b3823  add missing equal sign (#7531)
     add 485dfd6  Fix typo in relay.vm.Executable (#7543)
     add 2673309  [Runtime] Special Memory Scope Support (#7488)
     add 7a38c7f  Couple of small fixes:
     add 443a429  Adding Zephyr demo runtime.
     add 280479a  Cleanup of uTVM tests and demo runtime.
     add b62ab38  Working on QEMU support.
     add 853f01e  Adding board-specific prj.conf files.
     add 4b1da9a  Some cleanup.
     add 058985b  Lots of hacking to get ONNX model to run on QEMU and nRF5340.
     add fe2c9a1  Lots of hacking to get ONNX model to run on QEMU and nRF5340.
     add 763017e  Adding data for unit tests.
     add df722b8  Cleanup demo_runtime code.
     add 6645f50  Fix up tutorial.
     add b6ae7cf  Fix tutorial.
     add 8934c19  Fix tutorial and runtime.
     add 6a38dc9  Some docstring fixes.
     add 82cee46  Couple of small fixes:
     add 545a241  Adding Zephyr demo runtime.
     add c611d30  Cleanup of uTVM tests and demo runtime.
     add 28b92de  Working on QEMU support.
     add 123c64c  Adding board-specific prj.conf files.
     add bc87450  Some cleanup.
     add 98f3475  Lots of hacking to get ONNX model to run on QEMU and nRF5340.
     add a9ffc96  Adding data for unit tests.
     add d249161  Cleanup demo_runtime code.
     add d04e04d  Fix up tutorial.
     add ec5b004  Merge branch 'mdw/demo-runtime' of github.com:mdw-octoml/tvm 
into mdw/demo-runtime
     add fbdc1cb  Fix merge conflicts.
     add ec2c374  Fix merge conflict.
     add 2b14aa1  Remove redundant files.
     add 0db2207  Revert dep.
     add 687c09c  Fixup
     add bcce620  Add new files to check_file_type.py.
     add f1260df  Adding missing ONNX file.
     add 599c5fb  Fixup docs.
     add c552fa9  Fix linting rule.
     add 3271923  small fixes
     add 51dc332  Fix foldconstant involving dropout (#7550)
     add 057a673  [TensorIR] introduce Block and BlockRealize (#312) (#7553)
     add a1d43c1  [Autoscheduler][VM] Autoscheduler layout rewrite pass to VM 
(#7516)
     add 633ee11  fuse constant padding into conv kernels (#7515)
     add 5d354e4  [Codegen][CUDA] Fix: cuda codegen vectorize cast (#7561)
     add 08ea961  [Torch] Fix converting torch slice op with dynamic slice 
length (#7549)
     add 3a02e0b  [Pass] Profiling TVM compiler passes (#7500)
     add cf36aa6  [TIR] Add TIR While node (#7425)
     add 91b6b3f  [RELAY] Modify some passes to not stack overflow on many 
lets. (#7558)
     add 67bba90  [torch] Add linear operator support (#7569)
     add 37053e1  [Tensorize] Support conds depend on outer loop vars inside 
tensorize scope (#7497)
     add 296700e  [CI][VitisAI] Update CI Vitis AI PyXIR version (#7575)
     add dccc1ab  [SPIR-V] Add SPIR-V lowering for While node (#7574)
     add 25bf449  [Relay][Quantization] Fix Bug Which Cause Negative Left Shift 
Op (#7432)
     add 1d5f334  [Relay][bugfix][error reporting] BiasAddRel does not check 
for a negative index being out of bounds (#7554)
     add 980cf80  compile engine dump tir and shape funcs (#7552)
     add 73a0b96  [RUNTIME] Move Map into runtime (#7570)
     add 41c0591  [AutoSchedule] Fix a flaky test (#7580)
     add 3f5f84d  [AutoScheduler] Querying and sampling in task extraction 
(#7571)
     add 66f9139  [DOCKER] Fix: install script regarding get-pip.py during 
docker build (#7579)
     add 02a6483  [ETHOSN] Add support for 20.11 Ethos-N driver stack release 
(#7506)
     add 6aae48b  Fixes for using Python APIs from Rust. (#7085)
     add 83ab234  Add segment sum Op to relay and 7 corresponding TF Ops , fix 
scatter_add dynamic bug  (#7562)
     add 3fbb0a3  [BYOC][TensorRT] Make TRT runtime robust to empty or weird 
subgraphs (#7581)
     add d7f5753  [SPIRV] Support Bool buffer argument (#7591)
     add d5cb3cb  [PyTorch] Guarantee data input is the first argument (#7592)
     add 61e799c  [CI] Bump arm version (#7584)
     add fb06fd8  Fix for dynamic batch size conv2d nhwc (#7598)
     add b9adce2  [Frontend][MXNet] Fix default value for is_ascend in topk 
(#7568)
     add c5f608f  [BYOC][TRT]Fix groups cannot divide output channel count 
error for deconv when groups>1 (#7595)
     add 5d5bbfb  Support negative axis for gather (#7600)
     add c0b9688  [Vulkan] Support passing 64 bit scalar  (#7572)
     add 7344b66  Fix autotuning, broken in #7337 (#7566)
     add d6c0cea  [RUNTIME] Add device specific timers (#7472)
     add 1ae4697  [Relay][Pass] Avoid stack overflow when using 
PostOrderRewrite (#7588)
     add 783be9d  [TOPI] disable test_shift with i8 datatype (#7597)
     add 0b4f669  [AutoSchedule] Sparse dense tuning support with custom sketch 
rule (#7313)
     add 69c1c6d  Move SimplifyConvPad to a new pass and don't enable it by 
default (#7603)
     add 875f8ee  [Executor][Bugfix] Properly return and unflatten outputs from 
GraphExecutor (#7604)
     add 8aa2a7c  [CUDA] BF16 support (#7014)
     add 760e9b2  [Torch, QNN] Support quantized mobilenet v3 from torch 1.8 
(#7606)
     add cc7f8dc  [TE] Fix bug in AutoInlineElemWise and implement 
AutoInlineBroadcast (#7602)
     add ca303aa  [Relay] add ShapeFunc for tanh (#6898)
     add 8d1f5b2  [Relay] Fix relay op strategy for cuda dense int8 (#7586)
     add 717c5e0  Add logging to diagnose flaky ci-qemu test (#7610)
     add b827845  [Relay] add ShapeFunc for one_hot op (#7490)
     add 89bafd5  [RUNTIME] Unify load params interface (#7559)
     add a8d1055  [FIX] Fix clang12 warnings (#7593)
     add d830f2c  [Runtime][Object] Add Object::unique() (#7615)
     add dfc231c  [Bugfix][AutoScheduler] Correctly resume status (#7614)
     add 8f9e5a4  Added MaybeAlign to CreateAtomicRMW calls to fix build for 
LLVM13 (#7617)
     add 12c3b3d  Prevent host Vulkan SDK blocking cross-compilation (#7609)
     add a0656f5  [SPIRV] Minor update to TIR sort to make it work on VK/SPIR-V 
(#7607)
     add 92ab9e4  Allow cuDNN in non-CUDA non-system dir (#7608)
     add 85832a2  Fix RelayVM for 32-bit platforms (#7605)
     add f3d9cc1  Fix TVM compile without LLVM (#7621)
     add 3a0e3a5  [SPIR-V] Fix pushconstants offset calculation for 32 bit 
values (#7620)
     add ee052dd  Introduce Model Library Format export format (#7533)
     add 8a9aebc  [Runtime][Contrib][Verilator] remove explicit destructor call 
(#7485)
     add a877d53  fix:getcwd not work on android platform (#7390)
     add 6b1f180  Improve tensor mismatch ICHECK message (#7335)
     add 829f44c  [CUDA][TOPI] Fix CUDA_ERROR_LAUNCH_OUT_OF_RESOURCES with NMS 
for certain GPUs (#7623)
     add cf2abc8  Grammar fix (#7622)
     add dd61b04  [TIR] Add PreOrderVisit and VisitPrimFuncs (#7627)
     add c519863  [AutoScheduler] Fix incorrectly array context device and hide 
info at the beginning (#7632)
     add df6fb69  [MIPS] Fix CALL16 reloc at 0x290 not against global symbol 
(#7634)
     add 56feab9  [Test] Add Test Case to Cover Bug Fix by PR#7432 (#7601)
     add f8596b5  [ONNX] Use take instead of min in NMS conditions (#7633)
     add b2a3c48  [Ansor] Add HW param for Vulkan tuning (#7626)
     add 017ff94  [TOPI] Sparse Add Op added (#7435)
     add e9e014b  [Relay][QNN] Simulated Quantize and Dequantize (#7613)
     add 68b81ad  Introduce Apple BNNS backend (#7299)
     add 8d08b21  [PROFILING] Combine USE_VM_PROFILER and 
USE_GRAPH_RUNTIME_DEBUG into a single flag USE_PROFILER (#7637)
     add 9d72bd0  [RUNTIME] Switch time evaluator to use device specific 
timing. (#7631)
     add 1a50679  fix missing qparams in aten::upsample_nearest2d (#7646)
     add b80e777  [docs] Getting Started with TVM: Auto Scheduler and matmul 
(#7644)
     add fe25b9e  [TVMC] Allow options on --target to contain dots. (#7651)
     add 692da0a  [docker] fixed ci-gpu docker environment path typo. (#7648)
     add 3beec22  Fix issue when group attribute isnt defined in convtranspose. 
(#7655)
     add 1878889  revert SET_LLVM flag (#7657)
     add d373d25  fix build break for android_rpc (#7664)
     add 10f5d17  [TVMC] Refactoring to document the --target regex and 
simplify test cases (#7654)
     add 5bd78b3  [TVMC] Fix to check whether a path passed to --target is 
strictly a file (#7663)
     add 67f8397  Fixed strided_slice size (#7659)
     add 068fed9  Remove pytest dependency in arm_compute_lib.py (#7556)
     add 7f96986  [Relay][Pass] Simplify consecutive transpose/layout_transform 
(#7656)
     add 348d4e7  init the concat tensor with 1s and then slice them away 
(#7666)
     add d288bbc  [TOPI][GPU] Mergepath sort with odd-even block sort (#7611)
     add 343b689  [docs] Getting Started with TVM: TVMC Tutorial (#7640)
     add 0bb5d85  Merge remote-tracking branch 'upstream/main' into 
mdw/demo-runtime
     add f672577  Add missing file to check_file_type.py.
     add 12cdd03  clang-format this file.
     add a87f3e8  Fix formatting.
     add f2b665b  Black formatting.
     add 65f0b4e  Lint comments.
     add 37e0bce  Fix path for test.
     new f0796a6  add ci-qemu-staging

This update added new revisions after undoing existing revisions.
That is to say, some revisions that were in the old version of the
branch are not in the new version.  This situation occurs
when a user --force pushes a change and generates a repository
containing something like this:

 * -- * -- B -- O -- O -- O   (6a77cdd)
            \
             N -- N -- N   refs/heads/ci-docker-staging (f0796a6)

You should already have received notification emails for all of the O
revisions, and so the following emails describe only the N revisions
from the common base, B.

Any revisions marked "omit" are not gone; other references still
refer to them.  Any revisions marked "discard" are gone forever.

The 1 revisions listed above as "new" are entirely new to this
repository and will be described in separate emails.  The revisions
listed as "add" were already present in the repository and have only
been added to this reference.


Summary of changes:
 3rdparty/dmlc-core                                 |    2 +-
 3rdparty/vta-hw                                    |    2 +-
 CMakeLists.txt                                     |   44 +-
 CONTRIBUTORS.md                                    |    1 +
 DISCLAIMER                                         |   12 -
 Jenkinsfile                                        |    4 +-
 NOTICE                                             |    4 +-
 README.md                                          |    4 +-
 apps/android_camera/models/prepare_model.py        |    2 +-
 apps/android_rpc/app/src/main/jni/tvm_runtime.h    |    1 +
 apps/bundle_deploy/Makefile                        |   19 +-
 apps/bundle_deploy/build_model.py                  |   31 +-
 apps/bundle_deploy/runtime.cc                      |    1 +
 apps/cpp_rpc/CMakeLists.txt                        |   15 +-
 apps/cpp_rpc/rpc_env.cc                            |    8 +-
 apps/cpp_rpc/rpc_server.cc                         |    4 +-
 apps/microtvm/README.md                            |   17 +-
 .../{reference-vm/zephyr => }/pyproject.toml       |   10 +-
 apps/microtvm/{ => zephyr}/README.md               |   11 +-
 .../microtvm/zephyr/demo_runtime}/CMakeLists.txt   |    1 -
 apps/microtvm/{ => zephyr/demo_runtime}/README.md  |   15 +-
 .../boards/nrf5340dk_nrf5340_cpuapp.conf           |   21 +-
 .../zephyr/demo_runtime/boards/nucleo_f746zg.conf  |   20 +-
 .../zephyr/demo_runtime/boards/qemu_x86.conf       |   13 +-
 .../microtvm/zephyr/demo_runtime}/crt/crt_config.h |    2 +-
 .../microtvm/zephyr/demo_runtime}/prj.conf         |    7 +-
 .../demo_runtime}/qemu-hack/qemu-system-i386       |    0
 .../microtvm/zephyr/demo_runtime}/src/main.c       |  225 +--
 apps/sgx/src/build_model.py                        |    4 +-
 apps/topi_recipe/gemm/cuda_gemm_square.py          |    1 +
 .../wasm-graph/tools/build_graph_lib.py            |    4 +-
 cmake/config.cmake                                 |   17 +-
 cmake/modules/CUDA.cmake                           |    5 +-
 cmake/modules/LibInfo.cmake                        |    1 +
 cmake/modules/ROCM.cmake                           |   17 +
 cmake/modules/StandaloneCrt.cmake                  |    8 +-
 cmake/modules/Vulkan.cmake                         |    7 +-
 .../modules/contrib/BNNS.cmake                     |   20 +-
 cmake/utils/FindCUDA.cmake                         |   44 +-
 cmake/utils/FindEthosN.cmake                       |    3 +-
 cmake/utils/FindLLVM.cmake                         |    2 +-
 conda/build-environment.yaml                       |    1 +
 docker/Dockerfile.ci_arm                           |    2 +-
 docker/Dockerfile.ci_gpu                           |    4 +-
 docker/Dockerfile.ci_qemu                          |    4 +
 docker/Dockerfile.demo_vitis_ai                    |    9 +-
 docker/bash.sh                                     |   12 +-
 docker/dev_common.sh                               |   32 +-
 docker/install/ubuntu_install_python.sh            |    2 +-
 docker/install/ubuntu_install_vitis_ai_core.sh     |   12 +-
 .../install/ubuntu_install_vitis_ai_packages_ci.sh |    4 +-
 docker/install/ubuntu_install_zephyr.sh            |   69 +-
 docs/conf.py                                       |    5 +-
 docs/deploy/android.rst                            |    2 +-
 docs/deploy/bnns.rst                               |  183 +++
 docs/deploy/index.rst                              |    1 +
 docs/deploy/vitis_ai.rst                           |   95 +-
 docs/microtvm/index.rst                            |    2 +-
 golang/sample/gen_mobilenet_lib.py                 |    4 +-
 include/tvm/arith/bound.h                          |    2 +-
 include/tvm/arith/pattern.h                        |    2 +-
 include/tvm/auto_scheduler/measure_record.h        |    2 +-
 include/tvm/auto_scheduler/search_task.h           |    8 +-
 include/tvm/ir/adt.h                               |    2 +-
 include/tvm/ir/attrs.h                             |    2 +-
 include/tvm/ir/expr.h                              |    2 +-
 include/tvm/ir/module.h                            |    2 +-
 include/tvm/ir/transform.h                         |   14 +-
 include/tvm/ir/type.h                              |    2 +-
 include/tvm/node/attr_registry_map.h               |    2 +-
 include/tvm/node/container.h                       | 1486 --------------------
 include/tvm/node/node.h                            |    1 -
 include/tvm/node/structural_equal.h                |    2 +-
 include/tvm/node/structural_hash.h                 |    2 +-
 include/tvm/relay/attrs/transform.h                |   14 +-
 include/tvm/relay/attrs/vision.h                   |    3 +
 include/tvm/relay/expr_functor.h                   |    3 +-
 include/tvm/relay/feature.h                        |    2 +-
 include/tvm/relay/qnn/attrs.h                      |   12 +
 include/tvm/runtime/c_runtime_api.h                |   35 +-
 include/tvm/runtime/container.h                    | 1408 +++++++++++++++++++
 include/tvm/runtime/data_type.h                    |    9 +-
 include/tvm/runtime/device_api.h                   |   42 +-
 include/tvm/runtime/ndarray.h                      |    7 +-
 include/tvm/runtime/object.h                       |   26 +-
 include/tvm/runtime/packed_func.h                  |   36 +-
 include/tvm/runtime/profiling.h                    |  150 ++
 include/tvm/target/target.h                        |   15 +-
 include/tvm/target/target_kind.h                   |    3 +-
 include/tvm/te/schedule_pass.h                     |    7 +
 include/tvm/te/tensor.h                            |    2 +-
 include/tvm/tir/analysis.h                         |   16 +
 include/tvm/tir/buffer.h                           |    2 +-
 include/tvm/tir/expr.h                             |    2 +-
 include/tvm/tir/stmt.h                             |  299 +++-
 include/tvm/tir/stmt_functor.h                     |   23 +-
 include/tvm/topi/detail/constant_utils.h           |   11 +-
 include/tvm/topi/einsum.h                          |    2 +-
 include/tvm/topi/transform.h                       |    3 +
 nnvm/src/core/symbolic.cc                          |    4 +-
 python/tvm/__init__.py                             |    7 +-
 python/tvm/_ffi/_ctypes/object.py                  |    7 +-
 python/tvm/auto_scheduler/__init__.py              |    1 +
 python/tvm/auto_scheduler/cost_model/xgb_model.py  |    4 +-
 python/tvm/auto_scheduler/feature.py               |    2 +-
 python/tvm/auto_scheduler/measure.py               |  174 ++-
 python/tvm/auto_scheduler/relay_integration.py     |   14 +-
 python/tvm/auto_scheduler/search_task.py           |  191 ++-
 python/tvm/auto_scheduler/task_scheduler.py        |    4 +-
 python/tvm/auto_scheduler/utils.py                 |    3 +
 python/tvm/autotvm/measure/__init__.py             |    8 +-
 python/tvm/autotvm/measure/measure_methods.py      |  148 +-
 python/tvm/contrib/cc.py                           |    9 +-
 python/tvm/contrib/debugger/debug_result.py        |    6 +-
 python/tvm/contrib/nvcc.py                         |   63 +-
 python/tvm/contrib/target/vitis_ai.py              |    6 +-
 python/tvm/contrib/thrust.py                       |   45 +
 python/tvm/driver/build_module.py                  |   21 +-
 python/tvm/driver/tvmc/autotuner.py                |    9 +-
 python/tvm/driver/tvmc/common.py                   |  205 ++-
 python/tvm/driver/tvmc/compiler.py                 |   27 +-
 python/tvm/driver/tvmc/composite_target.py         |   73 +
 python/tvm/driver/tvmc/frontends.py                |   48 +-
 python/tvm/driver/tvmc/main.py                     |    5 +-
 python/tvm/driver/tvmc/runner.py                   |    7 +-
 python/tvm/ir/container.py                         |   14 +-
 python/tvm/ir/transform.py                         |   23 +
 python/tvm/micro/__init__.py                       |   12 +-
 python/tvm/micro/build.py                          |  174 ++-
 python/tvm/micro/compiler.py                       |   11 +-
 python/tvm/micro/contrib/zephyr.py                 |   32 +-
 python/tvm/micro/model_library_format.py           |  171 +++
 python/tvm/relay/analysis/analysis.py              |    6 +-
 python/tvm/relay/analysis/annotated_regions.py     |    2 +-
 python/tvm/relay/analysis/call_graph.py            |    4 +-
 python/tvm/relay/backend/compile_engine.py         |   33 +
 python/tvm/relay/backend/graph_runtime_factory.py  |   14 +-
 python/tvm/relay/build_module.py                   |   60 +-
 python/tvm/relay/frontend/__init__.py              |    3 -
 python/tvm/relay/frontend/common.py                |    6 +
 python/tvm/relay/frontend/coreml.py                |    2 +-
 python/tvm/relay/frontend/mxnet.py                 |   16 +-
 python/tvm/relay/frontend/onnx.py                  |  238 ++--
 python/tvm/relay/frontend/pytorch.py               |  205 ++-
 python/tvm/relay/frontend/pytorch_utils.py         |    6 +-
 python/tvm/relay/frontend/qnn_torch.py             |   35 +
 python/tvm/relay/frontend/tensorflow.py            |  393 +++++-
 python/tvm/relay/frontend/tflite.py                |   52 +-
 python/tvm/relay/op/_tensor.py                     |    1 +
 python/tvm/relay/op/_transform.py                  |  167 ++-
 python/tvm/relay/op/contrib/__init__.py            |    1 +
 python/tvm/relay/op/contrib/arm_compute_lib.py     |   39 +-
 python/tvm/relay/op/contrib/bnns.py                |  327 +++++
 python/tvm/relay/op/contrib/ethosn.py              |   35 +
 python/tvm/relay/op/contrib/vitis_ai.py            |    4 +
 python/tvm/relay/op/image/image.py                 |    4 +-
 python/tvm/relay/op/nn/_nn.py                      |    5 +
 python/tvm/relay/op/nn/nn.py                       |   63 +-
 python/tvm/relay/op/strategy/cuda.py               |   65 +-
 python/tvm/relay/op/strategy/generic.py            |  118 +-
 python/tvm/relay/op/strategy/rocm.py               |   85 ++
 python/tvm/relay/op/strategy/x86.py                |   19 +-
 python/tvm/relay/op/tensor.py                      |    6 +-
 python/tvm/relay/op/transform.py                   |  257 +++-
 python/tvm/relay/op/vision/_vision.py              |   17 +-
 python/tvm/relay/op/vision/rcnn.py                 |    7 +-
 python/tvm/relay/param_dict.py                     |   28 +-
 python/tvm/relay/qnn/op/__init__.py                |    2 +-
 python/tvm/relay/qnn/op/_qnn.py                    |   52 +
 python/tvm/relay/qnn/op/qnn.py                     |   72 +-
 python/tvm/relay/testing/resnet.py                 |    2 +-
 python/tvm/relay/testing/resnet_3d.py              |    2 +-
 python/tvm/relay/transform/transform.py            |   32 +-
 python/tvm/runtime/__init__.py                     |    1 +
 python/tvm/runtime/module.py                       |   28 +-
 python/tvm/runtime/ndarray.py                      |   42 +-
 python/tvm/runtime/object.py                       |    3 +
 python/tvm/runtime/object_generic.py               |    4 +-
 .../tvm/{relay/param_dict.py => runtime/params.py} |   23 +-
 python/tvm/runtime/vm.py                           |    4 +-
 python/tvm/target/target.py                        |   37 +-
 python/tvm/te/hybrid/calls.py                      |   14 +
 python/tvm/te/hybrid/runtime.py                    |   10 +
 python/tvm/tir/__init__.py                         |    1 +
 python/tvm/tir/ir_builder.py                       |   29 +
 python/tvm/tir/stmt.py                             |  189 ++-
 python/tvm/tir/transform/function_pass.py          |    2 +-
 python/tvm/topi/__init__.py                        |    3 +
 python/tvm/topi/arm_cpu/depthwise_conv2d.py        |    2 +-
 python/tvm/topi/cuda/__init__.py                   |    4 +-
 python/tvm/topi/cuda/batch_matmul_tensorcore.py    |    2 +-
 python/tvm/topi/cuda/conv2d_nhwc.py                |    4 +-
 python/tvm/topi/cuda/dense.py                      |   25 +-
 python/tvm/topi/cuda/nms.py                        |  102 +-
 python/tvm/topi/cuda/rcnn/proposal.py              |    2 +-
 python/tvm/topi/cuda/scan.py                       |   14 +-
 python/tvm/topi/cuda/scatter.py                    |    3 +-
 python/tvm/topi/cuda/sort.py                       |  619 +++++---
 python/tvm/topi/cuda/sparse_reshape.py             |  209 +++
 python/tvm/topi/cuda/unique.py                     |  396 ++++++
 python/tvm/topi/generic/search.py                  |   20 +
 python/tvm/topi/image/resize.py                    |    6 +-
 python/tvm/topi/nn/__init__.py                     |    1 +
 python/tvm/topi/nn/batch_matmul.py                 |    2 +-
 python/tvm/topi/nn/qnn.py                          |  190 +++
 python/tvm/topi/nn/sparse.py                       |  187 ++-
 python/tvm/topi/random/kernel.py                   |    2 +-
 python/tvm/topi/scatter_add.py                     |   40 +-
 python/tvm/topi/sparse_fill_empty_rows.py          |  109 ++
 python/tvm/topi/sparse_reshape.py                  |  185 +++
 python/tvm/topi/testing/__init__.py                |    2 +-
 python/tvm/topi/testing/roi_align_python.py        |  155 +-
 python/tvm/topi/testing/strided_slice_python.py    |    4 +-
 python/tvm/topi/unique.py                          |  297 ++++
 python/tvm/topi/utils.py                           |    2 +-
 python/tvm/topi/vision/rcnn/proposal.py            |    2 +-
 python/tvm/topi/vision/rcnn/roi_align.py           |  194 ++-
 python/tvm/topi/x86/batch_matmul.py                |    6 +-
 python/tvm/topi/x86/conv2d_avx_1x1.py              |    2 +-
 python/tvm/topi/x86/roi_align.py                   |   47 +-
 rust/tvm-graph-rt/src/graph.rs                     |    2 +-
 rust/tvm-graph-rt/tests/build_model.py             |    4 +-
 .../tests/test_nn/src/build_test_graph.py          |    4 +-
 rust/tvm-rt/README.md                              |    4 +-
 rust/tvm-rt/src/array.rs                           |    8 +-
 rust/tvm-rt/src/lib.rs                             |   28 +-
 rust/tvm-rt/src/map.rs                             |   24 +-
 rust/tvm-rt/src/module.rs                          |   58 +-
 rust/tvm-rt/src/object/object_ptr.rs               |   13 +-
 rust/tvm-rt/src/to_function.rs                     |    1 +
 rust/tvm-rt/src/value.rs                           |  106 --
 rust/tvm/Cargo.toml                                |    3 +-
 rust/tvm/README.md                                 |  233 +--
 rust/tvm/examples/resnet/src/build_resnet.py       |    4 +-
 rust/tvm/src/compiler/graph_rt.rs                  |  124 ++
 rust/tvm/src/{ir/function.rs => compiler/mod.rs}   |   28 +-
 rust/tvm/src/ir/diagnostics/mod.rs                 |    2 +-
 rust/tvm/src/ir/expr.rs                            |   12 +-
 rust/tvm/src/ir/function.rs                        |   10 +-
 rust/tvm/src/ir/module.rs                          |    4 +-
 rust/tvm/src/ir/relay/mod.rs                       |   85 +-
 rust/tvm/src/ir/tir.rs                             |    7 +-
 rust/tvm/src/ir/ty.rs                              |   19 +-
 rust/tvm/src/lib.rs                                |    4 +-
 rust/tvm/src/python.rs                             |   24 +-
 rust/tvm/src/runtime/graph_rt.rs                   |   12 +-
 rust/tvm/tests/basics/src/main.rs                  |    5 +-
 rust/tvm/tests/basics/src/tvm_add.py               |    1 -
 src/auto_scheduler/feature.cc                      |    9 +-
 src/auto_scheduler/measure_record.cc               |   34 +
 src/auto_scheduler/search_policy/sketch_policy.cc  |    2 +-
 src/auto_scheduler/search_policy/utils.cc          |   16 +
 src/auto_scheduler/search_task.cc                  |   30 +-
 src/ir/transform.cc                                |  157 +++
 src/node/container.cc                              |  363 -----
 src/node/reflection.cc                             |    2 +-
 src/node/serialization.cc                          |    2 +-
 src/node/structural_hash.cc                        |  238 ++++
 src/parser/parser.cc                               |   22 +-
 src/printer/meta_data.h                            |    2 +-
 src/printer/relay_text_printer.cc                  |    5 +
 src/printer/text_printer.h                         |    1 +
 src/printer/tir_text_printer.cc                    |    7 +
 src/relay/analysis/match_exhaustion.cc             |   15 +-
 src/relay/backend/compile_engine.cc                |   18 +
 src/relay/backend/contrib/bnns/codegen.cc          |  215 +++
 .../backend/contrib/codegen_json/codegen_json.h    |    1 -
 src/relay/backend/contrib/ethosn/capabilities.h    |   50 +-
 src/relay/backend/contrib/ethosn/codegen.cc        |  192 ++-
 src/relay/backend/contrib/ethosn/codegen_ethosn.h  |   20 +-
 src/relay/backend/contrib/ethosn/ethosn_api.cc     |  116 --
 .../backend/contrib/ethosn/ethosn_api_version.h    |    8 +-
 src/relay/backend/contrib/tensorrt/codegen.cc      |    3 +
 src/relay/backend/contrib/verilator/codegen.cc     |   56 +-
 src/relay/backend/param_dict.cc                    |   70 +-
 src/relay/backend/param_dict.h                     |   27 +-
 src/relay/backend/vm/compiler.cc                   |   53 +-
 src/relay/backend/vm/compiler.h                    |    3 +-
 src/relay/backend/vm/inline_primitives.cc          |   15 +-
 src/relay/backend/vm/lambda_lift.cc                |   35 +-
 src/relay/ir/dataflow_matcher.cc                   |    2 +-
 src/relay/ir/expr_functor.cc                       |   30 +
 src/relay/ir/indexed_graph.cc                      |    4 +-
 src/relay/op/make_op.h                             |    2 +
 src/relay/op/nn/convolution.h                      |   27 +-
 src/relay/op/nn/nn.cc                              |   12 +-
 src/relay/op/nn/nn.h                               |    2 +-
 src/relay/op/nn/sparse.cc                          |   41 +
 src/relay/op/tensor/transform.cc                   |  151 +-
 src/relay/op/tensor/transform.h                    |   69 +-
 src/relay/op/vision/rcnn_op.cc                     |    3 +-
 src/relay/qnn/op/dequantize.cc                     |    9 +-
 src/relay/qnn/op/quantize.cc                       |   13 +-
 src/relay/qnn/op/simulated_dequantize.cc           |   80 ++
 src/relay/qnn/op/simulated_quantize.cc             |   82 ++
 src/relay/quantize/realize.cc                      |    2 +-
 src/relay/transforms/dead_code.cc                  |   48 +-
 src/relay/transforms/fold_constant.cc              |    2 +
 src/relay/transforms/fold_explicit_padding.cc      |  207 +++
 src/relay/transforms/partition_graph.cc            |    2 +-
 src/relay/transforms/pattern_utils.h               |    3 +
 src/relay/transforms/simplify_expr.cc              |   94 ++
 src/runtime/c_runtime_api.cc                       |   66 +-
 src/runtime/container.cc                           |   95 ++
 src/runtime/contrib/bnns/bnns_json_runtime.cc      |  573 ++++++++
 src/runtime/contrib/bnns/bnns_wrp.h                |  495 +++++++
 src/runtime/contrib/cublas/cublas.cc               |    4 +-
 src/runtime/contrib/cublas/cublas_utils.cc         |    2 +-
 src/runtime/contrib/json/json_runtime.h            |    6 +-
 src/runtime/contrib/tensorrt/tensorrt_builder.cc   |    8 +
 src/runtime/contrib/tensorrt/tensorrt_ops.cc       |   12 +-
 src/runtime/contrib/thrust/thrust.cu               |    1 +
 src/runtime/contrib/verilator/verilator_device.h   |   39 +-
 src/runtime/contrib/verilator/verilator_runtime.cc |  197 +--
 src/runtime/contrib/verilator/verilator_runtime.h  |  138 ++
 src/runtime/cpu_device_api.cc                      |   13 +-
 src/runtime/crt/common/crt_runtime_api.c           |   39 +-
 src/runtime/cuda/cuda_device_api.cc                |   38 +
 src/runtime/file_utils.cc                          |   68 +
 src/runtime/file_utils.h                           |   28 +
 src/runtime/graph/debug/graph_runtime_debug.cc     |   40 +-
 src/runtime/graph/graph_runtime.cc                 |   31 +-
 src/runtime/graph/graph_runtime.h                  |    3 -
 src/runtime/graph/graph_runtime_factory.cc         |    5 +-
 src/runtime/hexagon/hexagon_device_api.cc          |    8 +-
 src/runtime/metadata_module.cc                     |    2 +-
 src/runtime/metal/metal_common.h                   |    8 +-
 src/runtime/metal/metal_module.mm                  |    4 +-
 src/runtime/micro/micro_session.cc                 |    2 +-
 src/runtime/minrpc/minrpc_server.h                 |  137 +-
 src/runtime/minrpc/rpc_reference.h                 |   76 +-
 src/runtime/module.cc                              |    2 +-
 src/runtime/ndarray.cc                             |   65 +-
 src/runtime/opencl/opencl_common.h                 |    8 +-
 src/runtime/pack_args.h                            |   36 +-
 src/runtime/profiling.cc                           |   97 ++
 src/runtime/rocm/rocm_device_api.cc                |   37 +
 src/runtime/rpc/rpc_device_api.cc                  |   63 +-
 src/runtime/rpc/rpc_endpoint.cc                    |  201 +--
 src/runtime/rpc/rpc_endpoint.h                     |    6 +-
 src/runtime/rpc/rpc_local_session.cc               |   40 +-
 src/runtime/rpc/rpc_local_session.h                |    6 +-
 src/runtime/rpc/rpc_module.cc                      |   16 +-
 src/runtime/rpc/rpc_session.cc                     |   15 +-
 src/runtime/rpc/rpc_session.h                      |   43 +-
 src/runtime/thread_pool.cc                         |   31 +-
 src/runtime/vm/executable.cc                       |   12 +-
 src/runtime/vm/profiler/vm.cc                      |   25 +-
 src/runtime/vm/profiler/vm.h                       |    3 +-
 src/runtime/vm/serialize_utils.h                   |    9 +-
 src/runtime/vm/vm.cc                               |    2 +
 src/runtime/vulkan/vulkan.cc                       |   41 +-
 src/support/libinfo.cc                             |    9 +-
 src/support/utils.h                                |    9 +
 src/target/llvm/codegen_amdgpu.cc                  |   12 +
 src/target/llvm/codegen_cpu.cc                     |   92 +-
 src/target/llvm/codegen_cpu.h                      |    6 +
 src/target/llvm/codegen_llvm.cc                    |   14 +
 src/target/llvm/codegen_llvm.h                     |    1 +
 src/target/llvm/codegen_nvptx.cc                   |   12 +
 src/target/llvm/llvm_module.cc                     |   53 +
 .../function.rs => src/target/llvm/llvm_module.h   |   52 +-
 src/target/metadata_module.cc                      |  140 ++
 .../runtime.cc => src/target/metadata_module.h     |   43 +-
 src/target/source/codegen_c.cc                     |   11 +-
 src/target/source/codegen_c.h                      |    1 +
 src/target/source/codegen_c_host.cc                |    1 +
 src/target/source/codegen_cuda.cc                  |  257 +++-
 src/target/source/codegen_cuda.h                   |    4 +-
 src/target/source/codegen_metal.cc                 |    7 +-
 src/target/source/codegen_source_base.h            |    5 +-
 src/target/source/intrin_rule_cuda.cc              |    2 +
 src/target/source/literal/cuda_half_t.h            |   24 +
 src/target/source/source_module.cc                 |   88 +-
 .../target/source/source_module.h                  |   41 +-
 src/target/spirv/codegen_spirv.cc                  |   52 +-
 src/target/spirv/codegen_spirv.h                   |    1 +
 src/target/spirv/intrin_rule_spirv.cc              |    6 +
 src/target/spirv/ir_builder.cc                     |    9 +-
 src/target/target.cc                               |   29 +-
 src/target/target_kind.cc                          |    1 -
 src/te/operation/op_utils.cc                       |    8 +
 src/te/operation/op_utils.h                        |   10 +-
 src/te/operation/tensorize.cc                      |    6 +-
 src/te/schedule/auto_inline_elem_wise.cc           |   16 +-
 src/te/tensor.cc                                   |    2 +-
 src/tir/ir/functor_common.h                        |   15 +-
 src/tir/ir/stmt.cc                                 |  251 ++++
 src/tir/ir/stmt_functor.cc                         |  225 ++-
 src/tir/transforms/coproc_sync.cc                  |    5 +
 src/tir/transforms/hoist_if_then_else.cc           |    2 +-
 src/tir/transforms/inject_virtual_thread.cc        |    7 +
 src/tir/transforms/lift_attr_scope.cc              |    6 +
 src/tir/transforms/make_packed_api.cc              |    2 +-
 src/tir/transforms/storage_access.cc               |   17 +
 src/tir/transforms/storage_access.h                |    1 +
 src/tir/transforms/storage_rewrite.cc              |   16 +-
 src/tir/transforms/vectorize_loop.cc               |    7 +-
 tests/cpp/contrib/bnns.cc                          |  307 ++++
 tests/cpp/ir_functor_test.cc                       |   94 ++
 .../src/ir/function.rs => tests/cpp/profiling.cc   |   43 +-
 tests/lint/check_file_type.py                      |   13 +-
 tests/micro/qemu/.gitignore                        |    2 -
 tests/micro/qemu/zephyr-runtime/.gitignore         |    3 -
 {apps/microtvm => tests/micro/zephyr}/README.md    |   28 +-
 tests/micro/{qemu => zephyr}/conftest.py           |    3 +
 tests/micro/{qemu => zephyr}/test_zephyr.py        |   69 +-
 tests/micro/zephyr/testdata/digit-2.jpg            |  Bin 0 -> 572 bytes
 tests/micro/zephyr/testdata/digit-9.jpg            |  Bin 0 -> 535 bytes
 tests/micro/zephyr/testdata/mnist-8.onnx           |  Bin 0 -> 26454 bytes
 tests/python/conftest.py                           |   42 +
 .../contrib/test_bnns/__init__.py}                 |    7 +-
 tests/python/contrib/test_bnns/infrastructure.py   |  330 +++++
 tests/python/contrib/test_bnns/test_conv2d.py      |  177 +++
 .../contrib/test_bnns/test_conv2d_patterns.py      |  107 ++
 tests/python/contrib/test_bnns/test_dense.py       |  190 +++
 tests/python/contrib/test_bnns/test_matmul.py      |  113 ++
 .../python/contrib/test_bnns/test_normalization.py |  201 +++
 .../contrib/test_bnns/test_onnx_topologies.py      |  140 ++
 tests/python/contrib/test_bnns/test_pooling.py     |  289 ++++
 tests/python/contrib/test_ethosn/infrastructure.py |    9 +-
 tests/python/contrib/test_ethosn/test_networks.py  |   26 +
 tests/python/contrib/test_ethosn/test_reshape.py   |    4 +-
 tests/python/contrib/test_tensorrt.py              |   46 +-
 tests/python/contrib/test_thrust.py                |  149 +-
 .../contrib/test_verilator/infrastructure.py       |    6 +-
 tests/python/driver/tvmc/test_compiler.py          |   47 +-
 tests/python/driver/tvmc/test_composite_target.py  |   62 +
 tests/python/driver/tvmc/test_frontends.py         |    1 +
 .../tvmc/{test_common.py => test_tvmc_common.py}   |  106 ++
 tests/python/frontend/mxnet/model_zoo/resnet.py    |    2 +-
 tests/python/frontend/mxnet/test_forward.py        |   57 +-
 tests/python/frontend/onnx/test_forward.py         |  142 +-
 tests/python/frontend/pytorch/qnn_test.py          |   44 +-
 tests/python/frontend/pytorch/test_forward.py      |  158 ++-
 tests/python/frontend/tensorflow/test_forward.py   |  854 ++++++++++-
 tests/python/integration/test_tuning.py            |  244 ++--
 tests/python/relay/dyn/test_dynamic_op_level3.py   |  168 ++-
 tests/python/relay/test_any.py                     |   43 +
 ...test_auto_scheduler_layout_rewrite_networks.py} |    0
 tests/python/relay/test_autotvm_task_extraction.py |   21 +
 tests/python/relay/test_backend_graph_runtime.py   |   21 +
 tests/python/relay/test_cpp_build_module.py        |    4 +-
 tests/python/relay/test_ir_parser.py               |   39 +
 tests/python/relay/test_op_grad_level3.py          |    2 +-
 tests/python/relay/test_op_level1.py               |   14 +
 tests/python/relay/test_op_level3.py               |  687 +++++++--
 tests/python/relay/test_op_level5.py               |  151 +-
 tests/python/relay/test_op_level6.py               |    9 +-
 tests/python/relay/test_op_qnn_dequantize.py       |    2 +-
 tests/python/relay/test_op_qnn_quantize.py         |    2 +-
 .../relay/test_op_qnn_simulated_dequantize.py      |  177 +++
 .../python/relay/test_op_qnn_simulated_quantize.py |  178 +++
 tests/python/relay/test_param_dict.py              |    8 +-
 tests/python/relay/test_pass_auto_quantize.py      |   34 +
 tests/python/relay/test_pass_fold_constant.py      |   26 +-
 .../relay/test_pass_fold_explicit_padding.py       |  102 ++
 .../python/relay/test_pass_profiler.py             |   37 +-
 tests/python/relay/test_pass_simplify_expr.py      |   62 +-
 tests/python/relay/test_pass_unmatched_cases.py    |   46 +
 tests/python/relay/test_vm.py                      |    4 +
 tests/python/topi/python/test_topi_broadcast.py    |    2 +-
 tests/python/topi/python/test_topi_cumsum.py       |    7 +
 tests/python/topi/python/test_topi_image.py        |   20 +-
 tests/python/topi/python/test_topi_qnn.py          |  157 +++
 tests/python/topi/python/test_topi_sort.py         |    6 +-
 tests/python/topi/python/test_topi_sparse.py       |   28 +
 tests/python/topi/python/test_topi_unique.py       |  111 ++
 tests/python/topi/python/test_topi_vision.py       |   29 +-
 .../unittest/test_auto_scheduler_cost_model.py     |   13 +-
 .../unittest/test_auto_scheduler_layout_rewrite.py |    5 +-
 .../python/unittest/test_auto_scheduler_measure.py |   65 +-
 .../unittest/test_auto_scheduler_search_task.py    |  207 +++
 tests/python/unittest/test_crt.py                  |   50 +-
 tests/python/unittest/test_custom_datatypes.py     |   15 +-
 tests/python/unittest/test_link_params.py          |   43 +-
 tests/python/unittest/test_micro_artifact.py       |    3 +
 .../unittest/test_micro_model_library_format.py    |  190 +++
 tests/python/unittest/test_runtime_graph.py        |    6 +-
 .../test_runtime_module_based_interface.py         |   10 +-
 tests/python/unittest/test_runtime_rpc.py          |   28 +-
 tests/python/unittest/test_target_codegen_cuda.py  |   80 +-
 tests/python/unittest/test_target_codegen_llvm.py  |   28 +-
 tests/python/unittest/test_target_codegen_spirv.py |  109 ++
 tests/python/unittest/test_target_codegen_x86.py   |   21 +-
 tests/python/unittest/test_target_target.py        |   75 +-
 tests/python/unittest/test_te_schedule_ops.py      |   60 +-
 .../python/unittest/test_te_schedule_tensorize.py  |   57 +-
 tests/python/unittest/test_tir_ir_builder.py       |  328 +++++
 tests/python/unittest/test_tir_nodes.py            |   82 ++
 .../unittest/test_tir_transform_storage_rewrite.py |   71 +
 .../unittest/test_tir_transform_vectorize.py       |   48 +
 tests/scripts/setup-pytest-env.sh                  |    2 +-
 tests/scripts/task_ci_setup.sh                     |    5 +
 tests/scripts/task_config_build_arm.sh             |    3 +-
 tests/scripts/task_config_build_cpu.sh             |    5 +-
 tests/scripts/task_config_build_gpu.sh             |    3 +-
 tests/scripts/task_config_build_gpu_vulkan.sh      |    3 +-
 tests/scripts/task_config_build_i386.sh            |    3 +-
 tests/scripts/task_config_build_wasm.sh            |    3 +-
 tests/scripts/task_python_ethosn_tests.sh          |    4 +
 tests/scripts/task_python_integration.sh           |    3 +
 tests/scripts/task_python_microtvm.sh              |    3 +-
 tutorials/auto_scheduler/ci_logs/sparse_dense.json |    2 +
 tutorials/auto_scheduler/tune_sparse_x86.py        |  339 +++++
 tutorials/frontend/deploy_sparse.py                |    4 +-
 tutorials/frontend/deploy_ssd_gluoncv.py           |    4 +
 tutorials/frontend/from_tflite.py                  |    2 +-
 .../tune_matmul_x86.py                             |  136 +-
 tutorials/get_started/tvmc_command_line_driver.py  |  552 +++++---
 tutorials/language/schedule_primitives.py          |   14 +-
 tutorials/micro/micro_onnx.py                      |  213 +++
 tutorials/micro/micro_tflite.py                    |   26 +-
 vta/python/vta/__init__.py                         |    1 +
 vta/python/vta/autotvm.py                          |   52 +
 vta/tutorials/autotvm/tune_relay_vta.py            |    1 +
 web/emcc/tvmjs_support.cc                          |   44 +-
 web/emcc/webgpu_runtime.cc                         |    2 +
 518 files changed, 23412 insertions(+), 5871 deletions(-)
 delete mode 100644 DISCLAIMER
 rename apps/microtvm/{reference-vm/zephyr => }/pyproject.toml (95%)
 copy apps/microtvm/{ => zephyr}/README.md (63%)
 rename {tests/micro/qemu/zephyr-runtime => 
apps/microtvm/zephyr/demo_runtime}/CMakeLists.txt (99%)
 copy apps/microtvm/{ => zephyr/demo_runtime}/README.md (63%)
 copy tests/scripts/task_python_ethosn_tests.sh => 
apps/microtvm/zephyr/demo_runtime/boards/nrf5340dk_nrf5340_cpuapp.conf (71%)
 mode change 100755 => 100644
 copy tests/scripts/task_python_ethosn_tests.sh => 
apps/microtvm/zephyr/demo_runtime/boards/nucleo_f746zg.conf (74%)
 mode change 100755 => 100644
 copy tests/scripts/task_python_microtvm.sh => 
apps/microtvm/zephyr/demo_runtime/boards/qemu_x86.conf (78%)
 mode change 100755 => 100644
 rename {tests/micro/qemu/zephyr-runtime => 
apps/microtvm/zephyr/demo_runtime}/crt/crt_config.h (98%)
 rename {tests/micro/qemu/zephyr-runtime => 
apps/microtvm/zephyr/demo_runtime}/prj.conf (87%)
 rename {tests/micro/qemu/zephyr-runtime => 
apps/microtvm/zephyr/demo_runtime}/qemu-hack/qemu-system-i386 (100%)
 rename {tests/micro/qemu/zephyr-runtime => 
apps/microtvm/zephyr/demo_runtime}/src/main.c (56%)
 copy tests/scripts/task_python_ethosn_tests.sh => 
cmake/modules/contrib/BNNS.cmake (61%)
 mode change 100755 => 100644
 create mode 100644 docs/deploy/bnns.rst
 delete mode 100644 include/tvm/node/container.h
 create mode 100644 include/tvm/runtime/profiling.h
 create mode 100644 python/tvm/contrib/thrust.py
 create mode 100644 python/tvm/driver/tvmc/composite_target.py
 create mode 100644 python/tvm/micro/model_library_format.py
 create mode 100644 python/tvm/relay/op/contrib/bnns.py
 create mode 100644 python/tvm/relay/qnn/op/_qnn.py
 copy python/tvm/{relay/param_dict.py => runtime/params.py} (76%)
 create mode 100644 python/tvm/topi/cuda/sparse_reshape.py
 create mode 100644 python/tvm/topi/cuda/unique.py
 create mode 100644 python/tvm/topi/nn/qnn.py
 create mode 100644 python/tvm/topi/sparse_fill_empty_rows.py
 create mode 100644 python/tvm/topi/sparse_reshape.py
 create mode 100644 python/tvm/topi/unique.py
 delete mode 100644 rust/tvm-rt/src/value.rs
 create mode 100644 rust/tvm/src/compiler/graph_rt.rs
 copy rust/tvm/src/{ir/function.rs => compiler/mod.rs} (58%)
 delete mode 100644 src/node/container.cc
 create mode 100644 src/relay/backend/contrib/bnns/codegen.cc
 create mode 100644 src/relay/qnn/op/simulated_dequantize.cc
 create mode 100644 src/relay/qnn/op/simulated_quantize.cc
 create mode 100644 src/relay/transforms/fold_explicit_padding.cc
 create mode 100644 src/runtime/contrib/bnns/bnns_json_runtime.cc
 create mode 100644 src/runtime/contrib/bnns/bnns_wrp.h
 create mode 100644 src/runtime/contrib/verilator/verilator_runtime.h
 create mode 100644 src/runtime/profiling.cc
 copy rust/tvm/src/ir/function.rs => src/target/llvm/llvm_module.h (58%)
 create mode 100644 src/target/metadata_module.cc
 copy apps/bundle_deploy/runtime.cc => src/target/metadata_module.h (55%)
 copy apps/bundle_deploy/runtime.cc => src/target/source/source_module.h (55%)
 create mode 100644 tests/cpp/contrib/bnns.cc
 copy rust/tvm/src/ir/function.rs => tests/cpp/profiling.cc (55%)
 delete mode 100644 tests/micro/qemu/.gitignore
 delete mode 100644 tests/micro/qemu/zephyr-runtime/.gitignore
 copy {apps/microtvm => tests/micro/zephyr}/README.md (52%)
 rename tests/micro/{qemu => zephyr}/conftest.py (94%)
 rename tests/micro/{qemu => zephyr}/test_zephyr.py (81%)
 create mode 100644 tests/micro/zephyr/testdata/digit-2.jpg
 create mode 100644 tests/micro/zephyr/testdata/digit-9.jpg
 create mode 100644 tests/micro/zephyr/testdata/mnist-8.onnx
 create mode 100644 tests/python/conftest.py
 rename tests/{micro/qemu/zephyr-runtime/sample.yaml => 
python/contrib/test_bnns/__init__.py} (88%)
 create mode 100644 tests/python/contrib/test_bnns/infrastructure.py
 create mode 100644 tests/python/contrib/test_bnns/test_conv2d.py
 create mode 100644 tests/python/contrib/test_bnns/test_conv2d_patterns.py
 create mode 100644 tests/python/contrib/test_bnns/test_dense.py
 create mode 100644 tests/python/contrib/test_bnns/test_matmul.py
 create mode 100644 tests/python/contrib/test_bnns/test_normalization.py
 create mode 100644 tests/python/contrib/test_bnns/test_onnx_topologies.py
 create mode 100644 tests/python/contrib/test_bnns/test_pooling.py
 create mode 100644 tests/python/driver/tvmc/test_composite_target.py
 rename tests/python/driver/tvmc/{test_common.py => test_tvmc_common.py} (64%)
 rename tests/python/relay/{test_auto_scheduler_layout_rewrite.py => 
test_auto_scheduler_layout_rewrite_networks.py} (100%)
 create mode 100644 tests/python/relay/test_op_qnn_simulated_dequantize.py
 create mode 100644 tests/python/relay/test_op_qnn_simulated_quantize.py
 create mode 100644 tests/python/relay/test_pass_fold_explicit_padding.py
 copy docker/install/ubuntu_install_python.sh => 
tests/python/relay/test_pass_profiler.py (52%)
 mode change 100755 => 100644
 create mode 100644 tests/python/topi/python/test_topi_qnn.py
 create mode 100644 tests/python/topi/python/test_topi_unique.py
 create mode 100644 tests/python/unittest/test_auto_scheduler_search_task.py
 create mode 100644 tests/python/unittest/test_micro_model_library_format.py
 create mode 100644 tests/python/unittest/test_target_codegen_spirv.py
 create mode 100644 tutorials/auto_scheduler/ci_logs/sparse_dense.json
 create mode 100644 tutorials/auto_scheduler/tune_sparse_x86.py
 rename tutorials/{auto_scheduler => get_started}/tune_matmul_x86.py (55%)
 create mode 100755 tutorials/micro/micro_onnx.py
 create mode 100644 vta/python/vta/autotvm.py

Reply via email to