This is an automated email from the ASF dual-hosted git repository.
masahi pushed a change to branch ci-docker-staging
in repository https://gitbox.apache.org/repos/asf/tvm.git
omit 869a8f9591 [CI] Add Zephyr-SDK binaries to PATH env. in ci_cortexm
add e8aeb4adf3 [CI] Add Zephyr-SDK binaries to PATH env. in ci_cortexm
(#12884)
add eba75e4640 [METASCHEDULE] Mark work_dir as not optional in docs
(#12888)
add 428269f80c [FIX,PROFILING] Fix PAPI docs (#12861)
add fbb500e92f [TIR][Schedule] Relax cache read/write's restriction and
fix unexpected behavior (#12766)
add 71f25b3d6c [IR] Use TVM_DEFINE_OBJECT_REF_METHODS macro for Op (#12893)
add a61c1ad0f0 [TIR] Fix plan buffer allocation location for loop carried
dependencies (#12757)
add c8423a6843 [Meta Schedule][XGBoost] Update the custom callback
function of xgboost in meta schedule (#12141)
add 46ea2ed42e [MetaSchedule][UX] User Interface for Jupyter Notebook
(#12866)
add cc6e01edc6 [frontend][pytorch]support aten::zero_ operator (#12872)
add 87085b0e0d [frontend][pytorch]Support aten::Tensor_split operator
(#12871)
add 4ef1465d40 [skip ci] Temporarily disable comments bot (#12903)
add b6a660be58 [BUILD] Re-enable ccache by default (#12839)
add 8711ba44b9 [TVMScript] Import TIR methods into the IRBuilder (#12900)
add fd26813723 [TVMScript] Infer T.match_buffer parameters for region
(#12890)
add e1f3f90588 [TOPI][Hexagon] Implement quantize op for hexagon (#12820)
add f25a702a1f [TOPI][Hexagon] Add schedule and test for maxpool uint8
layout (#12826)
add d4fb957ae1 [microTVM][ARM] Improve dense DSP micro kernel (#12908)
add 830ebc4ec8 [TIR] Refactor IndexMap::Inverse in terms of
NonSurjectiveInverse (#12904)
add 5ddd35c377 [Relay][TE] Add default param name if needed (#12912)
add 4d5ed07325 [TIR] Fix GetProducer/Consumer for duplicating dep edges
(#12910)
add f64e933246 [LLVM] Emit fp16/fp32 builtins directly into target module
(#12877)
add b61f633e10 [TVM PyTorch Integration] optimized_torch & as_torch how-to
guide (#12318)
add 7a4c10c44a [TIR][Transform] Remove num_unpacked_args from
MakePackedAPI (#12892)
add 7dbc68d108 [ONNX] Fix test_roi_align failure (#12906)
add 77d8eef514 [Runtime][Bugfix] Added type-checking for Array::insert
(#12691)
add 9a673faa74 [ci] Initialize git during deploys (#12909)
add 332b1469b7 [Hexagon] depth_to_space slice op (#12669)
add 5a807e27c0 [Hexagon] [runtime] Add thread manager to resource
management (#12905)
add 82e6fc41f8 [microTVM] add the option to open a saved micro project for
debugging (#12495)
add a07a46ed19 [TIR] add unit-tests for upcoming primfunc-slicing (#12794)
add bec9f16d42 [TIR][Transform] Clear buffer_map during MakeUnpackedAPI
(#12891)
add c89a8baeeb [usmp] Also remap VarNode to USMP-allocated buffer (#12880)
add 178f82dc48 [TOPI] Implement Einsum with reduction axes (#12913)
add d1c9febeca [ETHOSN] Remove support for 22.05 version of the driver
stack (#12770)
add 17e4644019 [TIR][MetaSchedule] Add regression test for layout_rewrite
extent=1 (#12916)
add e3a6cb6a1b [microTVM] Generalize depthwise_conv2d schedule (#12856)
add 9d1fe6d8d1 [Target] Add Ampere GPUs CUDA tags (#12930)
add 8af43d3c11 [Hexagon] [runtime] Add user DMA to device API resource
management (#12918)
add 68f9509b0c [TIR] Fix int64 dtype mismatch in Reindex (#12934)
add 8c88aab778 [Bugfix][CMake] Update the minimum CMake version to 3.18
(#12682)
add 5f132fd6c1 [ETHOSN] Support conversion of add/mul to requantize where
possible (#12887)
add 5634a1a17a [CODEGEN][OPENCL] Compatibility for OpenCL version 3.0
(#12938)
add 0d8c9cef72 [Relay] Extend split for blocked ConvertLayout pass (#12886)
add 9a45141165 [TIR] Use buffer's dtype when converting pad_value to TIR
(#12925)
add 3e3d900c66 [Virtual Machine] Implementation of 'set_output_zero_copy'
(#11358)
add ea01e3ffb4 [TIR] Preserve loop annotations in inject_software_pipeline
pass (#12937)
add 2379917985 [MetaSchedule] Add Script for TorchBench Model Tuning &
Benchmarking (#12914)
add 595f0b3975 [HEXAGON][QHL] Clippling the inputs of HVX version of QHL
Sigmoid operation (#12919)
add 25a54fb791 [TIR] Remove unused iters from the result of reindex
(#12946)
add 77c8b6e163 [Support] Add fallback definition of ccache in libinfo
(#12945)
add 4e4089edda [MetaSchedule] Fix XGBoost Import Issue (#12936)
add e9eb0bc660 [LLVM] Change CHECK_NE(x, nullptr) to CHECK(x != nullptr),
NFC (#12943)
add dedf6393f1 [Hexagon] Change NULL to nullptr, NFC (#12944)
add d4bf9ecf55 [Target] Add target_device_type attribute to override
default device_type (#12509)
add bf5637dc32 [DOCS][COMMUNITY] Elaborate Independence Principle for
Project Participation (#12962)
add c3357f6820 [Relay][Op] Register some forgotten op in Python side
(#12963)
add fa17da22c7 [Hexagon] Support template-free meta schedule tuning
(#12854)
add f121e5e355 [Hexagon] [runtime] VTCM Allocator (#12947)
add f3d3ecebe1 [Hexagon] vrmpy tensorization for e2e compilation of int8
models (#12911)
add 4e260d183f [BugFix][Pattern] Fixed a bug in PatternGrouper (#12901)
add de6d806775 [CMSIS-NN] Support for int16 conv2d (#12950)
add 1ea1a0bc88 [Hexagon] 3-stage pipeline; multi queue async DMA for cache
read / write (#12954)
add 61a7632b55 [microTVM] Use default Project Options in template projects
and add Makefile for Arduino template project (#12818)
add 3a125375a3 [Hexagon] Don't print simulator protocol messages (#12958)
add a661864f85 [skip ci] Modify issue templates to align with Issue
Tracking RFC (#12898)
add af01526ae2 [skip ci] Edits to the Bug & Flaky test Issue templates to
reduce word count (#12985)
add a997c23e94 [CODEGEN][OPENCL] Sampler definition should be at outermost
scope (#12951)
add 9618e6a457 [TIR] Use IndexMap to transform NDArray (#12949)
add 393d5f7fd2 [FIX,PROFILER] Fix PAPI test and test in CI (#12953)
add 2e257f0376 [Hexagon] Do not use `target` test fixture in Hexagon tests
(#12981)
add 2860a50ff9 [Hexagon] Fix RPC session close by adding shutdown
PackedFunc (#12960)
add d023ef47fc [TIR, MetaSchedule] Preserve unit block iters for
auto-tensorization (#12974)
add 59b945742d [FIX,AUTOSCHEDULER,METASCHEDULE] Handle negative extents in
featurization (#12990)
add 3d5e440fff [ci] Disable flaky ethosu + roofline tests (#12956)
add 2d50979606 [TVMScript] Allow T.bool type annotations (#12975)
add 7fc35da3b9 [TEST] CPU feature detection for x86 and ARM dot product
instructions (#12980)
add 1b9e20a807 [ETHOSN] Transpose fully connected weights (#12970)
add 6147c31b36 [ETHOSN] Remove backwards copy in the runtime (#12968)
add 5e24aa2b78 [Hexagon] [runtime] Query for total and available VTCM
(#12992)
add 87c466cdee [Textures] Improve error reporting (#12986)
add e375c311da [Arith][IndexMap] Correct MapShape result for small
vectorized dims (#12927)
add 7ff42a1d4e [TIR] Require dtype.is_float() inside FloatImm (#12928)
add 50df4abf3b [Relay] optimize dumpir time (#12792)
add 78df9c1d79 [LOGGING] Optionally print backtrace on segfault (#12959)
add bb2cec1941 [Fix,MetaSchedule] Correct log usage in arithmetic
intensity feature (#12806)
add 6780c9f87d [MetaSchedule] Tuning API cleanup & ergonomics (#12895)
add 7804a9886c [Hexagon] disable cache_write schedule type from sw
pipeline test (#13004)
add fc333f90e8 [TIR][Arith] Prove conditionals by transitively applying
knowns (#12863)
add d9e01475af [UnitTest][TIR] Support IRModule comparisons in
CompareBeforeAfter (#12920)
add 20aa0cf2f7 [ci] Re-enable roofline test (#13007)
add 189338c919 [MetaSchedule] Support RewriteLayout postproc on
AllocateConst (#12991)
add d92d47ad7f [docs] fixed codebase_walkthrough document bug (#13008)
add f21b5ca4ae [TIR][Schedule] Add cache_inplace primitive to cache opaque
buffer (#12939)
add aedbe45b6a [Node] Expose StructuralEqual/Hash handler implemenation to
header (#13001)
add f8666a9469 [ci] Template build steps (#12983)
add 84c50ef045 [ci][docs] Add external network resources to S3 (#12989)
add fcbcd156c7 [microTVM] Add Cortex-M DSP schedules for optimal conv2d
layouts (#12969)
add 0b034d77bd [Doc] Fix the typo in the debugging doc (#13032)
add cf96072a04 [COMMUNITY] Add andrewzhaoluo key for release (#13025)
add afeab6e8a3 [TVMScript] AST, Source and diagnostics for Parser (#12978)
add cd077575f3 Update to 0.11.dev0 (#13036)
add df0ffc3b50 [FIX,LOWERING] Add attrs from Relay Functions to PrimFuncs
in Metaschedule Lowering (#13034)
add 05d30f2502 [Docs] Update Release Process Docs -- Add Ver. Bump Step
(#13039)
add 4f975c7506 [Hexagon] [runtime] Support VTCM alignments of 128 or 2k
(#12999)
add cc235f88a4 [TIR] Update ir_comparator message to be more clear about
what is being compared (#13038)
add a752b74956 [Conda] Specify python version in build-environment (#13047)
add 48829756e1 [TIR] Fix the stride calculation in InjectRollingBuffer
(#13016)
add b8cfc4ca82 [CI] Update Compute Library to v22.08 (#13035)
add 256075566b [MetaSchedule] Allow skipping exact NDArray rewrite in
RemoveWeightLayoutRewriteBlock (#13052)
add b18f6425f9 [Hexagon] [runtime] Manage RPC and runtime buffers
separately (#13028)
add 90c666f860 [Relay][Pass] ConcretizeCastLikeRewrite for SimplifyExpr
(#12923)
add 61c9742ea7 [Hexagon] Enable multi input Async DMA; same queue / stage
(#13037)
add 46c16eed83 [microTVM][Windows] Enable building TVM on Windows with
USE_MICRO (#12851)
add f06896f38f [Relay] Fix simplifying consecutive casts when intermediate
type has fewer bits (#13056)
add 29a8f06066 [Arith] Optional rewriting and simplification into AND of
ORs (#12972)
add b389d4dac4 [Torch] Fix torch contrib issues (#13061)
add f232272e75 [TIR] Refactor NarrowDataType into DataTypeLegalizer
(#13049)
add 493458e552 [TE] Raise error for non-bijective transformation (#12926)
add 605876e638 [TEST] Fix the broken VNNI MetaSchedule test (#13067)
add 44c35dcd96 [TVMScript] Fix parsing int64 loop with optional loop start
(#13068)
add 342ffb91d6 [Hexagon]Register fast softmax schedule with default
schedule (#13083)
add 5eab64885a [ROOFLINE] Add support for different dtypes (#13003)
add 5ed94eefad [Node] Fix structural equal path tracing pointer usage
(#13082)
add 71f32ca4e8 [MetaSchedule][UX] Support Interactive Performance Table
Printing in Notebook (#13006)
add ec5c692148 Add include directory for OpenBLAS on RedHat (#13087)
add 5e862d4e41 [Frontend][PyTorch]Fix keywords to canonicalize scale and
zero point access for FX-quantized graphs (#13071)
add 9299a29fd3 [TVMScript] Evaluator, core parser, var table (#13088)
add cbca28da00 [MetaSchedule] Consolidate module hashing and equality
testing (#13050)
add e8ba1dc4cc [CI] Update Docker Image tag to 20221013-060115-61c9742ea
(#13078)
add 3f0d3f24b7 [AOT] Sanitize input/output name in runtime (#13046)
add b1c8c90384 [skip ci] Added label tags links to the wiki page in issue
templates to align with Issue Tracking RFC (#12988)
add 34c43d43ea [MetaSchedule] Introduce a variant of ModuleEquality to
enable ignoring NDArray raw data (#13091)
add 42d9c38a4d [Doc] Fix typo in the document of installing from_source
(#13090)
add 69ba30e509 [TIR][FIX] Fix crash when using 'if' without 'else' in
TVMScript (#13054)
add 5dd786b3c9 [Hexagon] [runtime] VTCM bugfix, runtime buffer
clarification (#13066)
add 4074127b71 quic-sanirudh -> Reviewer (#13098)
add c14f5e1e50 [ONNX] Handle multiple imports (#13065)
add f4e9179601 [TIR] Fix handling of int64 extent in blockize and
tensorize (#13069)
add e3d3a1a62e [Relay][Frontend][ONNX] Add LayerNormalization operator
(#13074)
add 8ccc43445a [Hexagon] Async DMA pipelining test suite (#13005)
add 8d2e887dbb [HotFix] Fix python import (#13099)
add ee55333222 [Hexagon] Add feature to copy logcat to --hexagon-debug and
add new --sysmon-profile option to run sysmon profiler during the test (#13107)
add 468732c6b3 [PopenPool] Enable Stdout & Stderr Redirect in PopenPool &
PopenWorker (#13112)
add 9f047c0627 [DOCKER][Adreno]Docker infra for Adreno target with CLML
support (#12833)
add 48be4ff344 [Docs] Add instructions on downloads page updating on
release process (#13106)
add 64975a425f [skip ci][COMMUNITY] gigiblender -> Reviewer (#13122)
add 6056e13db9 [Adreno] Fix winograd accuracy (#13117)
add 010d05c680 [QNN][Hexagon] Disable QNN canonicalization pass (#12398)
add 3d22dbffd0 [Relay] fix: add compute tag for trilu (#13120)
add e3b722b70d [Hexagon] [runtime] Use malloc/free for RPC buffers (#13125)
add 9c9f32536a Update Pytorch to version 1.12.0 and TorchVision to 0.13.0
(#13126)
add 0b4836739c Skip stride check if shape is 1 in IsContiguous (#13121)
add a4840e7de3 [ci] Lint for trailing newlines and spaces (#13058)
new ab914915c9 Testing a new GPU image
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Summary of changes:
.gitattributes | 1 -
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.github/ISSUE_TEMPLATE/ci-problem.md | 13 +-
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apps/android_deploy/dev_tools/sign_apk.sh | 4 +-
apps/android_deploy/gradle.properties | 2 +-
apps/android_rpc/dev_tools/gen_keystore.sh | 4 +-
apps/android_rpc/dev_tools/sign_apk.sh | 4 +-
apps/bundle_deploy/README.md | 6 +-
apps/cpp_rpc/CMakeLists.txt | 2 +-
apps/hexagon_launcher/cmake/hexagon/CMakeLists.txt | 1 -
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apps/microtvm/README.md | 2 -
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.../template_project/microtvm_api_server.py | 271 +++++--
apps/microtvm/cmsisnn/README.md | 2 +-
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cmake/utils/CCache.cmake | 52 ++
cmake/utils/FindEthosN.cmake | 2 +-
cmake/utils/FindVulkan.cmake | 2 +-
cmake/utils/Summary.cmake | 1 +
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gallery/how_to/work_with_microtvm/micro_train.py | 2 +-
gallery/how_to/work_with_pytorch/using_as_torch.py | 159 ++++
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gallery/tutorial/tvmc_python.py | 2 +-
include/tvm/arith/analyzer.h | 122 ++-
include/tvm/ir/op.h | 13 +-
include/tvm/meta_schedule/database.h | 63 +-
include/tvm/meta_schedule/measure_callback.h | 7 +-
include/tvm/meta_schedule/mutator.h | 15 +-
include/tvm/meta_schedule/postproc.h | 9 +
include/tvm/meta_schedule/schedule_rule.h | 18 +-
include/tvm/meta_schedule/search_strategy.h | 32 +-
include/tvm/meta_schedule/space_generator.h | 53 +-
include/tvm/meta_schedule/task_scheduler.h | 282 +++----
include/tvm/meta_schedule/tune_context.h | 87 +-
include/tvm/node/structural_equal.h | 42 +
include/tvm/node/structural_hash.h | 38 +
include/tvm/runtime/c_runtime_api.h | 2 +-
include/tvm/runtime/container/array.h | 5 +
include/tvm/runtime/crt/logging.h | 4 +
include/tvm/runtime/crt/platform.h | 4 +
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include/tvm/runtime/crt/rpc_common/write_stream.h | 2 +
include/tvm/runtime/data_type.h | 10 +
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include/tvm/runtime/ndarray.h | 9 +
include/tvm/runtime/vm/vm.h | 91 ++-
include/tvm/script/ir_builder/tir/ir.h | 8 +
include/tvm/support/random_engine.h | 53 +-
include/tvm/target/compilation_config.h | 2 +-
include/tvm/target/target.h | 6 +-
include/tvm/target/target_kind.h | 15 +-
include/tvm/target/virtual_device.h | 10 +-
include/tvm/tir/index_map.h | 24 +-
include/tvm/tir/schedule/schedule.h | 10 +
include/tvm/tir/stmt_functor.h | 51 ++
include/tvm/tir/transform.h | 19 +-
include/tvm/topi/einsum.h | 889 +--------------------
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licenses/LICENSE.builtin_fp16.txt | 2 +-
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licenses/LICENSE.concurrentqueue.txt | 2 +-
licenses/LICENSE.libbacktrace.txt | 6 +-
licenses/LICENSE.picojson.txt | 2 +-
mypy.ini | 1 -
python/tvm/_ffi/libinfo.py | 2 +-
python/tvm/auto_scheduler/feature.py | 8 +-
python/tvm/contrib/hexagon/build.py | 137 +++-
python/tvm/contrib/hexagon/pytest_plugin.py | 56 +-
python/tvm/contrib/hexagon/session.py | 2 +
python/tvm/contrib/popen_pool.py | 36 +-
python/tvm/contrib/torch/as_torch.py | 83 +-
python/tvm/contrib/torch/optimize_torch.py | 183 ++---
python/tvm/ir/expr.py | 7 +-
python/tvm/meta_schedule/__init__.py | 20 +-
python/tvm/meta_schedule/builder/builder.py | 44 +-
python/tvm/meta_schedule/builder/local_builder.py | 8 +-
python/tvm/meta_schedule/cost_model/cost_model.py | 46 +-
python/tvm/meta_schedule/cost_model/mlp_model.py | 6 +-
.../tvm/meta_schedule/cost_model/random_model.py | 3 +-
python/tvm/meta_schedule/cost_model/xgb_model.py | 311 ++++---
python/tvm/meta_schedule/database/database.py | 89 ++-
python/tvm/meta_schedule/database/json_database.py | 10 +-
.../tvm/meta_schedule/database/memory_database.py | 20 +-
.../meta_schedule/database/schedule_fn_database.py | 17 +-
python/tvm/meta_schedule/default_config.py | 401 ----------
.../feature_extractor/feature_extractor.py | 26 +-
.../feature_extractor/random_feature_extractor.py | 8 +-
python/tvm/meta_schedule/logging.py | 263 ++++++
.../tvm/meta_schedule/measure_callback/__init__.py | 7 +-
.../measure_callback/echo_statistics.py | 30 -
.../measure_callback/measure_callback.py | 16 +-
python/tvm/meta_schedule/mutator/mutator.py | 44 +-
python/tvm/meta_schedule/postproc/postproc.py | 36 +-
python/tvm/meta_schedule/profiler.py | 4 -
python/tvm/meta_schedule/relay_integration.py | 378 +++++++--
python/tvm/meta_schedule/runner/local_runner.py | 6 +-
python/tvm/meta_schedule/runner/rpc_runner.py | 4 +-
python/tvm/meta_schedule/runner/runner.py | 37 +-
.../meta_schedule/schedule_rule/schedule_rule.py | 35 +
.../search_strategy/evolutionary_search.py | 10 -
.../meta_schedule/search_strategy/replay_func.py | 11 +-
.../meta_schedule/search_strategy/replay_trace.py | 12 +-
.../search_strategy/search_strategy.py | 86 +-
.../space_generator/post_order_apply.py | 26 +-
.../meta_schedule/space_generator/schedule_fn.py | 20 +-
.../space_generator/space_generator.py | 130 ++-
.../space_generator/space_generator_union.py | 20 +-
.../meta_schedule/task_scheduler/gradient_based.py | 49 +-
.../meta_schedule/task_scheduler/round_robin.py | 77 +-
.../meta_schedule/task_scheduler/task_scheduler.py | 276 +++----
.../meta_schedule/testing/dataset_extract_tasks.py | 4 +-
.../testing/dataset_sample_candidates.py | 17 +-
python/tvm/meta_schedule/testing/relay_workload.py | 52 +-
python/tvm/meta_schedule/testing/schedule_rule.py | 36 -
.../tvm/meta_schedule/testing/space_generation.py | 49 +-
python/tvm/meta_schedule/testing/tlcbench.py | 5 +-
.../testing/torchbench}/__init__.py | 0
python/tvm/meta_schedule/testing/torchbench/run.py | 584 ++++++++++++++
.../tvm/meta_schedule/testing/torchbench/utils.py | 103 +++
python/tvm/meta_schedule/testing/tune_onnx.py | 52 +-
python/tvm/meta_schedule/testing/tune_relay.py | 44 +-
python/tvm/meta_schedule/testing/tune_te.py | 41 +-
python/tvm/meta_schedule/tir_integration.py | 155 ++++
python/tvm/meta_schedule/tune.py | 664 ++-------------
python/tvm/meta_schedule/tune_context.py | 201 ++---
python/tvm/meta_schedule/utils.py | 159 ++--
python/tvm/micro/build.py | 26 +-
python/tvm/micro/contrib/stm32/emitter.py | 8 +-
python/tvm/micro/model_library_format.py | 32 +-
python/tvm/micro/project_api/server.py | 84 ++
python/tvm/micro/session.py | 56 +-
python/tvm/micro/testing/evaluation.py | 41 +-
.../tvm/relay/backend/contrib/ethosu/tir/utils.py | 30 +
.../backend/contrib/ethosu/tir_to_cs_translator.py | 37 +-
python/tvm/relay/backend/name_transforms.py | 11 -
python/tvm/relay/backend/te_compiler.py | 33 +-
python/tvm/relay/build_module.py | 4 +-
python/tvm/relay/collage/collage.py | 2 +-
python/tvm/relay/frontend/onnx.py | 48 +-
python/tvm/relay/frontend/pytorch.py | 59 ++
python/tvm/relay/frontend/qnn_torch.py | 4 +-
python/tvm/relay/frontend/tflite.py | 2 +-
python/tvm/relay/op/contrib/cmsisnn.py | 47 +-
python/tvm/relay/op/contrib/ethosn.py | 84 +-
python/tvm/relay/op/op_attrs.py | 60 ++
python/tvm/relay/op/reduce.py | 7 +-
python/tvm/relay/op/strategy/arm_cpu.py | 89 ++-
python/tvm/relay/op/strategy/hexagon.py | 53 +-
python/tvm/relay/qnn/op/_qnn.py | 35 +-
python/tvm/relay/qnn/op/qnn.py | 7 -
.../tvm/relay/qnn/strategy/__init__.py | 7 +-
python/tvm/relay/qnn/strategy/generic.py | 249 ++++++
python/tvm/relay/qnn/strategy/hexagon.py | 136 ++++
.../__init__.py => runtime/name_transforms.py} | 20 +-
python/tvm/runtime/vm.py | 36 +
.../tvm/script/_parser/__init__.py | 8 +-
.../tvm/script/_parser/_core.py | 9 +-
.../tvm/script/_parser/core/__init__.py | 6 +-
python/tvm/script/_parser/core/diagnostics.py | 241 ++++++
python/tvm/script/_parser/core/dispatch.py | 156 ++++
python/tvm/script/_parser/core/doc.py | 462 +++++++++++
.../script/{printer => _parser/core}/doc_core.py | 0
.../dense.py => script/_parser/core/entry.py} | 34 +-
python/tvm/script/_parser/core/evaluator.py | 509 ++++++++++++
python/tvm/script/_parser/core/parser.py | 647 +++++++++++++++
python/tvm/script/_parser/core/utils.py | 61 ++
python/tvm/script/ir_builder/tir/ir.py | 396 ++++++++-
python/tvm/script/tir/__init__.py | 1 +
python/tvm/script/tir/scope_handler.py | 42 +-
python/tvm/script/tir/special_stmt.py | 68 +-
python/tvm/script/tir/ty.py | 12 +-
python/tvm/target/target.py | 4 +
python/tvm/te/__init__.py | 1 +
python/tvm/testing/utils.py | 185 ++++-
python/tvm/tir/__init__.py | 1 +
python/tvm/tir/function.py | 16 +
python/tvm/tir/schedule/schedule.py | 99 ++-
python/tvm/tir/tensor_intrin/cuda.py | 7 +-
python/tvm/tir/transform/transform.py | 55 +-
python/tvm/topi/adreno/conv2d_alter_op.py | 3 +
python/tvm/topi/arm_cpu/conv2d.py | 16 +
python/tvm/topi/arm_cpu/conv2d_alter_op.py | 38 +-
python/tvm/topi/arm_cpu/depthwise_conv2d.py | 19 +-
.../topi/arm_cpu/mprofile/dsp/depthwise_conv2d.py | 126 +--
.../arm_cpu/mprofile/dsp/micro_kernel/common.py | 15 +
.../topi/arm_cpu/mprofile/dsp/micro_kernel/gemm.py | 8 +-
.../dsp/micro_kernel/multi_channel_convolve.py | 210 +++++
.../dsp/micro_kernel/quad_channel_convolve.py | 180 -----
.../arm_cpu/mprofile/dsp/micro_kernel/tensordot.py | 155 ++++
.../topi/arm_cpu/mprofile/dsp/tensordot_conv2ds.py | 271 +++++++
python/tvm/topi/generic/conv2d.py | 11 +-
python/tvm/topi/hexagon/__init__.py | 2 +
python/tvm/topi/hexagon/conv2d.py | 49 +-
python/tvm/topi/hexagon/conv2d_alter_op.py | 111 +++
python/tvm/topi/hexagon/dense.py | 73 +-
python/tvm/topi/hexagon/dense_alter_op.py | 147 ++++
python/tvm/topi/hexagon/injective.py | 3 +-
python/tvm/topi/hexagon/qnn/__init__.py | 3 +
python/tvm/topi/hexagon/qnn/nn.py | 667 ++++++++++++++++
python/tvm/topi/hexagon/qnn/quantize.py | 80 ++
python/tvm/topi/hexagon/slice_ops/__init__.py | 1 +
.../tvm/topi/hexagon/slice_ops/depth_to_space.py | 43 +
python/tvm/topi/hexagon/slice_ops/max_pool2d.py | 55 +-
python/tvm/topi/hexagon/tensor_intrin.py | 86 ++
python/tvm/topi/hexagon/utils.py | 5 +
python/tvm/topi/transform.py | 2 +-
python/tvm/topi/utils.py | 28 +-
python/tvm/utils/roofline/__init__.py | 64 +-
python/tvm/utils/roofline/cuda.py | 167 +++-
python/tvm/utils/roofline/registry.py | 46 +-
python/tvm/utils/roofline/x86.py | 261 +++---
rust/.rustfmt.toml | 1 -
src/arith/analyzer.cc | 3 +
src/arith/canonical_simplify.cc | 10 +-
src/arith/conjunctive_normal_form.cc | 430 ++++++++++
.../conjunctive_normal_form.h} | 40 +-
src/arith/iter_affine_map.cc | 45 +-
src/arith/rewrite_simplify.cc | 90 ++-
src/arith/rewrite_simplify.h | 32 +-
src/arith/transitive_comparison_analyzer.cc | 791 ++++++++++++++++++
src/auto_scheduler/feature.cc | 7 +-
src/auto_scheduler/search_policy/utils.h | 15 +-
src/auto_scheduler/search_task.cc | 4 +-
src/driver/driver_api.cc | 11 +-
src/ir/expr.cc | 3 +
src/meta_schedule/arg_info.cc | 3 +-
src/meta_schedule/database/database.cc | 20 +-
src/meta_schedule/database/json_database.cc | 22 +-
src/meta_schedule/database/memory_database.cc | 13 +-
src/meta_schedule/database/schedule_fn_database.cc | 7 +-
.../feature_extractor/per_store_feature.cc | 27 +-
.../measure_callback/add_to_database.cc | 6 +-
.../measure_callback/echo_statistics.cc | 134 ----
.../measure_callback/measure_callback.cc | 10 +
.../measure_callback/update_cost_model.cc | 11 +-
src/meta_schedule/module_equality.cc | 87 ++
src/meta_schedule/module_equality.h | 75 ++
src/meta_schedule/mutator/mutator.cc | 30 +
src/meta_schedule/postproc/postproc.cc | 47 ++
.../postproc/rewrite_cooperative_fetch.cc | 2 +-
src/meta_schedule/postproc/rewrite_layout.cc | 58 +-
.../schedule_rule/cross_thread_reduction.cc | 4 +-
.../schedule_rule/multi_level_tiling.cc | 4 +-
.../schedule_rule/multi_level_tiling.h | 2 +-
.../multi_level_tiling_tensor_core.cc | 28 +-
.../multi_level_tiling_wide_vector.cc | 6 +
.../multi_level_tiling_with_intrin.cc | 6 +-
src/meta_schedule/schedule_rule/schedule_rule.cc | 154 ++++
.../search_strategy/evolutionary_search.cc | 174 ++--
src/meta_schedule/search_strategy/replay_func.cc | 98 +--
src/meta_schedule/search_strategy/replay_trace.cc | 97 +--
.../search_strategy/search_strategy.cc | 5 +-
.../space_generator/post_order_apply.cc | 35 +-
src/meta_schedule/space_generator/schedule_fn.cc | 11 +-
.../space_generator/space_generator.cc | 96 +++
.../space_generator/space_generator_union.cc | 16 +-
src/meta_schedule/task_scheduler/gradient_based.cc | 195 ++---
src/meta_schedule/task_scheduler/round_robin.cc | 23 +-
src/meta_schedule/task_scheduler/task_scheduler.cc | 408 +++++++---
src/meta_schedule/tune_context.cc | 180 +----
src/meta_schedule/utils.h | 107 ++-
src/node/ndarray_hash_equal.h | 52 ++
src/node/structural_equal.cc | 140 +++-
src/node/structural_hash.cc | 115 +--
src/printer/relay_text_printer.cc | 9 +-
src/relay/backend/aot/aot_lower_main.cc | 5 +-
src/relay/backend/aot_executor_codegen.cc | 3 +-
src/relay/backend/build_module.cc | 4 +-
src/relay/backend/contrib/cmsisnn/buffer_size.cc | 80 +-
src/relay/backend/contrib/cmsisnn/buffer_size.h | 36 +-
.../backend/contrib/cmsisnn/generate_constants.cc | 20 +-
src/relay/backend/contrib/cmsisnn/relay_to_tir.cc | 52 +-
.../contrib/cmsisnn/scalar_to_tensor_constant.cc | 6 +-
.../backend/contrib/cmsisnn/tir_to_runtime.cc | 4 +-
src/relay/backend/contrib/constant_transforms.cc | 58 ++
src/relay/backend/contrib/constant_transforms.h | 59 ++
src/relay/backend/contrib/ethosn/codegen.cc | 43 +-
src/relay/backend/contrib/ethosn/codegen_ethosn.h | 1 +
.../backend/contrib/ethosn/convert_equivalent.cc | 325 +++++---
src/relay/backend/contrib/ethosn/ethosn_api.cc | 85 +-
src/relay/backend/contrib/ethosn/ethosn_api.h | 29 +-
src/relay/backend/contrib/uma/targets.cc | 2 +-
src/relay/backend/interpreter.cc | 6 +-
src/relay/backend/name_transforms.cc | 12 +-
src/relay/backend/name_transforms.h | 7 -
src/relay/backend/task_extraction.cc | 34 +-
src/relay/backend/te_compiler.cc | 2 +-
src/relay/backend/te_compiler_cache.cc | 283 ++++++-
src/relay/backend/utils.h | 7 +
src/relay/backend/vm/compiler.cc | 6 +-
src/relay/collage/README.md | 2 +-
src/relay/ir/dataflow_matcher.cc | 5 +
src/relay/op/tensor/math.cc | 2 +-
src/relay/op/tensor/transform.cc | 24 +-
src/relay/qnn/pass/legalize.cc | 2 +-
src/relay/transforms/fuse_ops.cc | 4 +-
.../transforms/meta_schedule_layout_rewrite.cc | 11 +-
src/relay/transforms/partition_graph.cc | 5 +-
src/relay/transforms/simplify_expr.cc | 33 +-
src/runtime/aot_executor/aot_executor.cc | 11 +-
src/runtime/builtin_fp16.cc | 3 -
src/runtime/contrib/ethosn/ethosn_device.cc | 64 +-
src/runtime/crt/host/Makefile | 2 +-
src/runtime/hexagon/README.md | 1 -
src/runtime/hexagon/hexagon_buffer.cc | 47 +-
src/runtime/hexagon/hexagon_buffer_manager.h | 13 +
src/runtime/hexagon/hexagon_device_api.cc | 48 +-
src/runtime/hexagon/hexagon_device_api.h | 76 +-
src/runtime/hexagon/hexagon_user_dma.cc | 28 +-
src/runtime/hexagon/hexagon_user_dma.h | 36 +-
src/runtime/hexagon/hexagon_vtcm_pool.cc | 164 ++++
src/runtime/hexagon/hexagon_vtcm_pool.h | 100 +++
src/runtime/hexagon/ring_buffer.h | 41 +-
src/runtime/hexagon/rpc/android/session.cc | 2 +-
src/runtime/hexagon/rpc/hexagon/rpc_server.cc | 34 +-
src/runtime/hexagon/rpc/simulator/session.cc | 1 -
src/runtime/logging.cc | 29 +
src/runtime/micro/micro_session.cc | 9 +
.../legalize.cc => runtime/name_transforms.cc} | 35 +-
src/runtime/rpc/rpc_endpoint.cc | 5 +
src/runtime/rpc/rpc_endpoint.h | 18 +-
src/runtime/rpc/rpc_module.cc | 4 +
src/runtime/rpc/rpc_session.h | 5 +
src/runtime/vm/vm.cc | 215 ++++-
src/runtime/vulkan/vulkan_device.h | 2 +-
src/script/ir_builder/tir/ir.cc | 11 +
src/support/libinfo.cc | 6 +
src/target/compilation_config.cc | 23 +-
src/target/llvm/codegen_llvm.cc | 227 ++++++
src/target/llvm/codegen_llvm.h | 8 +
src/target/llvm/intrin_rule_hexagon.cc | 10 +-
src/target/source/codegen_opencl.cc | 16 +-
src/target/source/codegen_opencl.h | 1 +
src/target/source/interface_c.cc | 1 +
src/target/source/source_module.cc | 9 +-
src/target/spirv/spirv_support.cc | 2 +-
src/target/tag.cc | 9 +
src/target/target.cc | 14 +-
src/target/virtual_device.cc | 8 +-
src/te/operation/create_primfunc.cc | 24 +-
src/te/schedule/schedule_lang.cc | 2 +-
src/tir/analysis/buffer_access_lca_detector.cc | 106 ++-
src/tir/analysis/estimate_flops.cc | 6 +-
src/tir/analysis/verify_memory.cc | 2 +-
src/tir/ir/data_type_rewriter.cc | 195 +++++
src/tir/ir/index_map.cc | 199 +++--
src/tir/ir/stmt.cc | 2 +-
src/tir/op/op.cc | 2 +-
src/tir/schedule/analysis.h | 12 +
src/tir/schedule/analysis/analysis.cc | 9 +
src/tir/schedule/concrete_schedule.cc | 15 +-
src/tir/schedule/concrete_schedule.h | 2 +
src/tir/schedule/ir_comparator.cc | 20 +-
src/tir/schedule/primitive.h | 14 +-
src/tir/schedule/primitive/blockize_tensorize.cc | 2 +-
src/tir/schedule/primitive/cache_read_write.cc | 362 +++++++--
src/tir/schedule/primitive/get_block_loop.cc | 10 +-
.../schedule/primitive/layout_transformation.cc | 59 +-
src/tir/schedule/schedule.cc | 2 +
src/tir/schedule/state.cc | 1 +
src/tir/schedule/traced_schedule.cc | 16 +
src/tir/schedule/traced_schedule.h | 2 +
src/tir/schedule/transform.cc | 25 +-
src/tir/schedule/transform.h | 9 +-
src/tir/transforms/inject_rolling_buffer.cc | 6 +-
src/tir/transforms/inject_software_pipeline.cc | 67 +-
src/tir/transforms/lower_async_dma.cc | 7 +-
src/tir/transforms/make_packed_api.cc | 111 +--
src/tir/transforms/make_unpacked_api.cc | 9 +-
src/tir/transforms/narrow_datatype.cc | 154 +---
.../remove_weight_layout_rewrite_block.cc | 213 ++++-
src/tir/transforms/simplify.cc | 43 +-
src/tir/transforms/texture_flatten.cc | 3 +-
src/tir/usmp/analysis/extract_buffer_info.cc | 20 +-
.../convert_pool_allocations_to_offsets.cc | 10 +
src/topi/einsum.cc | 353 ++++++++
src/topi/transform.cc | 4 -
.../hexagon/hexagon_device_api_tests.cc | 44 +-
.../cpp-runtime/hexagon/hexagon_user_dma_tests.cc | 110 ++-
.../cpp-runtime/hexagon/hexagon_vtcm_pool_tests.cc | 202 +++++
tests/cpp-runtime/hexagon/ring_buffer_tests.cc | 30 +-
tests/cpp/data_type_rewriter_test.cc | 140 ++++
tests/cpp/name_transforms_test.cc | 1 +
tests/cpp/ndarray_test.cc | 73 ++
.../backend/contrib/cmsisnn/buffer_size_test.cc | 86 +-
tests/crt/contrib/stm32/Makefile | 2 +-
tests/lint/check_file_type.py | 2 +
tests/lint/docker-format.sh | 2 +-
tests/lint/pylint.sh | 1 -
tests/lint/trailing_newlines.py | 51 ++
.../whitespace.sh} | 33 +-
tests/micro/arduino/README.md | 4 +-
tests/micro/arduino/test_arduino_rpc_server.py | 2 +-
tests/micro/arduino/test_utils.py | 2 +-
tests/micro/common/test_tvmc.py | 14 +-
.../test_arduino_microtvm_api_server.py | 26 +-
tests/micro/project_api/test_project_api.py | 92 +++
tests/micro/zephyr/README.md | 6 +-
tests/micro/zephyr/test_utils.py | 2 +-
tests/micro/zephyr/test_zephyr.py | 6 +-
tests/micro/zephyr/test_zephyr_aot_exec.py | 2 +-
tests/python/ci/sample_prs/pr10786.json | 2 +-
.../python/contrib/test_clml/conftest.py | 10 +-
tests/python/contrib/test_clml/infrastructure.py | 43 +-
tests/python/contrib/test_clml/test_network.py | 52 +-
tests/python/contrib/test_clml/test_ops.py | 74 +-
tests/python/contrib/test_cmsisnn/test_conv2d.py | 142 ++--
tests/python/contrib/test_cmsisnn/utils.py | 65 +-
tests/python/contrib/test_ethosn/test_addition.py | 70 +-
.../test_ethosn/test_convert_equivalents.py | 318 +++++++-
.../contrib/test_ethosn/test_fullyconnected.py | 56 +-
tests/python/contrib/test_ethosn/test_multiply.py | 102 ++-
tests/python/contrib/test_ethosn/test_networks.py | 36 +-
tests/python/contrib/test_ethosn/test_split.py | 13 -
.../python/contrib/test_ethosn/test_topologies.py | 17 +-
tests/python/contrib/test_ethosu/infra.py | 2 +-
tests/python/contrib/test_ethosu/test_codegen.py | 2 +-
.../contrib/test_ethosu/test_create_tiles.py | 14 +-
.../contrib/test_ethosu/test_layout_optimizer.py | 2 +-
.../contrib/test_ethosu/test_lut_optimizer.py | 2 +-
.../test_ethosu/test_replace_depthwise_conv2d.py | 5 +-
tests/python/contrib/test_hexagon/README.md | 2 +-
tests/python/contrib/test_hexagon/conv2d/README.md | 2 +-
.../test_hexagon/conv2d/test_conv2d_blocked.md | 38 +-
.../test_hexagon/conv2d/test_conv2d_conv2d.md | 50 +-
.../python/contrib/test_hexagon/infrastructure.py | 12 +-
.../test_hexagon/test_2d_physical_buffers.py | 16 +-
.../test_hexagon/test_async_dma_pipeline.py | 353 ++++++++
tests/python/contrib/test_hexagon/test_autotvm.py | 11 +-
.../test_hexagon/test_benchmark_elemwise_add.py | 8 +-
.../test_hexagon/test_benchmark_maxpool2d.py | 12 +-
.../contrib/test_hexagon/test_cache_read_write.py | 5 +-
.../test_hexagon/test_fixed_point_multiply.py | 8 +-
tests/python/contrib/test_hexagon/test_launcher.py | 166 +++-
.../contrib/test_hexagon/test_memory_alloc.py | 11 +-
.../contrib/test_hexagon/test_meta_schedule.py | 304 ++++++-
tests/python/contrib/test_hexagon/test_models.py | 9 +-
.../contrib/test_hexagon/test_parallel_hvx.py | 13 +-
.../test_hexagon/test_parallel_hvx_load_vtcm.py | 16 +-
.../contrib/test_hexagon/test_parallel_scalar.py | 11 +-
tests/python/contrib/test_hexagon/test_sigmoid.py | 113 +++
.../test_hexagon/test_software_pipeline_async.py | 187 ++++-
.../contrib/test_hexagon/test_thread_pool.py | 10 +-
.../contrib/test_hexagon/test_vtcm_bandwidth.py | 12 +-
.../test_hexagon/test_wo_qnn_canonicalization.py | 185 +++++
.../topi/test_add_subtract_multiply.py | 10 +-
.../contrib/test_hexagon/topi/test_argmax_slice.py | 6 +-
.../test_hexagon/topi/test_avg_pool2d_slice.py | 12 +-
.../contrib/test_hexagon/topi/test_batch_matmul.py | 11 +-
.../contrib/test_hexagon/topi/test_cast_slice.py | 14 +-
.../python/contrib/test_hexagon/topi/test_clip.py | 9 +-
.../test_hexagon/topi/test_conv2d_fp16_intrin.py | 9 +-
.../contrib/test_hexagon/topi/test_conv2d_nchw.py | 6 +-
.../contrib/test_hexagon/topi/test_conv2d_nhwc.py | 10 +-
.../contrib/test_hexagon/topi/test_conv2d_slice.py | 8 +-
.../test_hexagon/topi/test_conv2d_transpose.py | 11 +-
.../python/contrib/test_hexagon/topi/test_dense.py | 9 +-
.../test_hexagon/topi/test_depth_to_space.py | 133 +++
.../test_hexagon/topi/test_depthwise_conv2d.py | 7 +-
.../test_hexagon/topi/test_dequantize_slice.py | 11 +-
.../test_hexagon/topi/test_dwconv2d_slice.py | 8 +-
.../test_hexagon/topi/test_max_pool2d_slice.py | 114 +--
tests/python/contrib/test_hexagon/topi/test_pad.py | 7 +-
.../contrib/test_hexagon/topi/test_pooling.py | 12 +-
.../contrib/test_hexagon/topi/test_quantize.py | 124 +++
.../contrib/test_hexagon/topi/test_reduce.py | 8 +-
.../contrib/test_hexagon/topi/test_relu_slice.py | 9 +-
.../contrib/test_hexagon/topi/test_reshape.py | 10 +-
.../contrib/test_hexagon/topi/test_resize2d.py | 5 +-
.../contrib/test_hexagon/topi/test_softmax.py | 9 +-
.../test_hexagon/topi/test_softmax_slice.py | 3 +-
.../contrib/test_hexagon/topi/test_tanh_slice.py | 6 +-
tests/python/frontend/onnx/test_forward.py | 20 +-
tests/python/frontend/pytorch/test_forward.py | 29 +
...le_auto_tensorize.py => test_auto_tensorize.py} | 207 ++---
.../{test_tuning.py => test_legacy_tuning.py} | 0
tests/python/integration/test_tuning.py | 433 ++--------
tests/python/relay/aot/test_cpp_aot.py | 41 +-
tests/python/relay/aot/test_crt_aot_usmp.py | 2 +-
tests/python/relay/backend/test_pass_lower_te.py | 20 +-
.../relay/collage/demo_collage_partitioner.py | 12 +-
tests/python/relay/collage/menangerie.py | 4 +-
tests/python/relay/collage/test_sub_graph.py | 36 +-
.../opencl_texture/test_conv2d_nchw_texture.py | 75 +-
.../opencl_texture/test_conv2d_nhwc_texture.py | 101 +++
.../relay/strategy/arm_cpu/test_conv2d_nhwc.py | 36 +-
.../strategy/arm_cpu/test_depthwise_conv2d.py | 70 +-
tests/python/relay/test_dataflow_pattern.py | 30 +
tests/python/relay/test_ir_parser.py | 2 +-
tests/python/relay/test_name_transforms.py | 4 +-
tests/python/relay/test_op_level1.py | 2 +-
tests/python/relay/test_op_level10.py | 2 +-
tests/python/relay/test_op_level2.py | 65 +-
tests/python/relay/test_op_level3.py | 19 +
tests/python/relay/test_pass_collage_partition.py | 22 +-
tests/python/relay/test_pass_convert_op_layout.py | 49 ++
.../relay/test_pass_dead_code_elimination.py | 2 +-
tests/python/relay/test_pass_merge_composite.py | 14 +-
tests/python/relay/test_pass_plan_devices.py | 6 +-
tests/python/relay/test_pass_simplify_expr.py | 18 +
tests/python/relay/test_target_hooks.py | 4 +-
tests/python/relay/test_vm.py | 92 ++-
.../transform/test_compiler_function_utils.py | 4 +-
tests/python/topi/python/test_topi_einsum.py | 36 +-
.../python/unittest/test_auto_scheduler_feature.py | 13 +-
tests/python/unittest/test_index_map.py | 68 +-
.../unittest/test_meta_schedule_cost_model.py | 109 ++-
.../test_meta_schedule_custom_rule_winograd_cpu.py | 4 -
...test_meta_schedule_custom_rule_winograd_cuda.py | 3 -
...schedule_feature_extractor_per_store_feature.py | 62 +-
.../unittest/test_meta_schedule_integration.py | 343 --------
.../test_meta_schedule_measure_callback.py | 18 +-
...eta_schedule_mutator_mutate_compute_location.py | 17 +-
.../test_meta_schedule_mutator_mutate_parallel.py | 17 +-
..._meta_schedule_mutator_mutate_thread_binding.py | 17 +-
.../test_meta_schedule_mutator_mutate_tile_size.py | 15 +-
.../test_meta_schedule_mutator_mutate_unroll.py | 17 +-
.../test_meta_schedule_post_order_apply.py | 50 +-
...meta_schedule_postproc_disallow_dynamic_loop.py | 21 +-
..._schedule_postproc_rewrite_cooperative_fetch.py | 22 +-
.../test_meta_schedule_postproc_rewrite_layout.py | 137 +++-
...ta_schedule_postproc_rewrite_reduction_block.py | 21 +-
...est_meta_schedule_postproc_rewrite_tensorize.py | 26 +-
...meta_schedule_postproc_rewrite_unbound_block.py | 26 +-
.../test_meta_schedule_postproc_verify_gpu_code.py | 23 +-
.../test_meta_schedule_relay_integration.py | 631 +++++++++++++++
...test_meta_schedule_schedule_rule_add_rfactor.py | 23 +-
.../test_meta_schedule_schedule_rule_auto_bind.py | 33 +-
...test_meta_schedule_schedule_rule_auto_inline.py | 43 +-
...chedule_schedule_rule_cross_thread_reduction.py | 51 +-
.../test_meta_schedule_schedule_rule_mlt.py | 61 +-
.../test_meta_schedule_schedule_rule_mlt_intrin.py | 19 +-
.../test_meta_schedule_schedule_rule_mlt_tc.py | 430 +++++-----
...dule_schedule_rule_parallel_vectorize_unroll.py | 21 +-
...hedule_schedule_rule_random_compute_location.py | 13 +-
.../unittest/test_meta_schedule_search_strategy.py | 45 +-
.../unittest/test_meta_schedule_space_cpu.py | 106 +--
.../unittest/test_meta_schedule_space_cuda.py | 116 +--
.../unittest/test_meta_schedule_space_generator.py | 7 +-
.../unittest/test_meta_schedule_task_scheduler.py | 155 ++--
.../unittest/test_meta_schedule_tune_relay.py | 553 -------------
.../python/unittest/test_meta_schedule_tune_te.py | 52 --
.../python/unittest/test_meta_schedule_tune_tir.py | 115 ++-
.../test_meta_schedule_vnni_integration.py | 250 ++++++
tests/python/unittest/test_micro_project_api.py | 35 +
tests/python/unittest/test_roofline.py | 119 +--
tests/python/unittest/test_runtime_profiling.py | 2 +-
tests/python/unittest/test_slice_tir.py | 216 +++++
tests/python/unittest/test_target_codegen_llvm.py | 7 +-
tests/python/unittest/test_target_codegen_x86.py | 74 +-
tests/python/unittest/test_target_target.py | 4 +-
tests/python/unittest/test_te_create_primfunc.py | 2 +
.../test_tir_analysis_estimate_tir_flops.py | 15 +
tests/python/unittest/test_tir_constructor.py | 11 +-
.../python/unittest/test_tir_lower_match_buffer.py | 4 +-
.../python/unittest/test_tir_schedule_analysis.py | 5 +-
.../python/unittest/test_tir_schedule_blockize.py | 35 +
.../unittest/test_tir_schedule_cache_read_write.py | 121 ++-
tests/python/unittest/test_tir_schedule_reindex.py | 151 +++-
.../python/unittest/test_tir_schedule_tensorize.py | 85 ++
tests/python/unittest/test_tir_schedule_trace.py | 1 -
.../unittest/test_tir_schedule_transform_layout.py | 114 ++-
.../python/unittest/test_tir_schedule_utilities.py | 52 ++
.../test_tir_transform_compact_buffer_region.py | 2 +-
.../test_tir_transform_inject_rolling_buffer.py | 25 +-
.../test_tir_transform_inject_software_pipeline.py | 67 ++
.../unittest/test_tir_transform_make_packed_api.py | 5 +-
...sform_plan_update_buffer_allocation_location.py | 109 ++-
.../python/unittest/test_tir_transform_simplify.py | 271 ++++++-
...ransform_convert_pool_allocations_to_offsets.py | 93 +++
tests/python/unittest/test_transform_layout.py | 13 +
.../unittest/test_tvm_testing_before_after.py | 49 +-
.../unittest/test_tvmscript_ir_builder_tir.py | 15 +
.../unittest/test_tvmscript_parser_evaluator.py | 63 ++
.../unittest/test_tvmscript_parser_source.py | 86 ++
tests/python/unittest/test_tvmscript_roundtrip.py | 46 ++
.../python/unittest/test_tvmscript_syntax_sugar.py | 51 ++
tests/scripts/ci.py | 34 +-
tests/scripts/release/.gitignore | 1 -
.../scripts/release/PRERELEASE_NOTES.md | 7 +-
tests/scripts/release/README.md | 2 +-
tests/scripts/request_hook/request_hook.py | 40 +-
tests/scripts/task_build_adreno_bins.sh | 53 ++
...ig_build_jvm.sh => task_config_build_adreno.sh} | 17 +-
tests/scripts/task_config_build_arm.sh | 1 +
tests/scripts/task_config_build_cortexm.sh | 2 +-
tests/scripts/task_config_build_cpu.sh | 1 +
tests/scripts/task_config_build_gpu.sh | 1 +
tests/scripts/task_config_build_gpu_other.sh | 1 +
tests/scripts/task_config_build_hexagon.sh | 1 +
tests/scripts/task_config_build_i386.sh | 2 +-
tests/scripts/task_config_build_jvm.sh | 2 +-
tests/scripts/task_cpp_unittest.sh | 1 -
tests/scripts/task_lint.sh | 3 +
tests/scripts/task_python_adreno.sh | 65 ++
tests/scripts/task_python_hexagon.sh | 2 +-
tests/scripts/task_python_integration.sh | 2 +-
tests/scripts/task_python_microtvm.sh | 4 +-
version.py | 2 +-
vta/README.md | 2 +-
vta/tutorials/autotvm/README.txt | 1 -
web/Makefile | 2 +-
web/package.json | 2 +-
web/src/compact.ts | 2 +-
web/src/environment.ts | 2 +-
web/src/index.ts | 2 +-
web/src/support.ts | 2 +-
web/tests/node/test_ndarray.js | 1 -
726 files changed, 26690 insertions(+), 10442 deletions(-)
delete mode 100644 .github/ISSUE_TEMPLATE/ci-image.md
rename .github/{workflows => disabled_workflows}/pr_comment_bot.yml (100%)
create mode 100644 apps/microtvm/arduino/template_project/Makefile.template
create mode 100644 cmake/utils/CCache.cmake
copy docker/{install/ubuntu_install_cmake_source.sh => Dockerfile.ci_adreno}
(64%)
mode change 100755 => 100644
create mode 100644 gallery/how_to/work_with_pytorch/using_as_torch.py
create mode 100644 gallery/how_to/work_with_pytorch/using_optimized_torch.py
copy src/relay/qnn/pass/legalize.cc => include/tvm/runtime/name_transforms.h
(59%)
delete mode 100644 python/tvm/meta_schedule/default_config.py
create mode 100644 python/tvm/meta_schedule/logging.py
delete mode 100644 python/tvm/meta_schedule/measure_callback/echo_statistics.py
delete mode 100644 python/tvm/meta_schedule/testing/schedule_rule.py
copy python/tvm/{contrib/cuda_graph =>
meta_schedule/testing/torchbench}/__init__.py (100%)
create mode 100644 python/tvm/meta_schedule/testing/torchbench/run.py
create mode 100644 python/tvm/meta_schedule/testing/torchbench/utils.py
create mode 100644 python/tvm/meta_schedule/tir_integration.py
copy docker/utils/apt-install-and-clear.sh =>
python/tvm/relay/qnn/strategy/__init__.py (83%)
mode change 100755 => 100644
create mode 100644 python/tvm/relay/qnn/strategy/generic.py
create mode 100644 python/tvm/relay/qnn/strategy/hexagon.py
copy python/tvm/{meta_schedule/measure_callback/__init__.py =>
runtime/name_transforms.py} (70%)
copy docker/utils/apt-install-and-clear.sh =>
python/tvm/script/_parser/__init__.py (91%)
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copy docker/utils/apt-install-and-clear.sh =>
python/tvm/script/_parser/_core.py (87%)
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copy docker/utils/apt-install-and-clear.sh =>
python/tvm/script/_parser/core/__init__.py (87%)
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create mode 100644 python/tvm/script/_parser/core/diagnostics.py
create mode 100644 python/tvm/script/_parser/core/dispatch.py
create mode 100644 python/tvm/script/_parser/core/doc.py
rename python/tvm/script/{printer => _parser/core}/doc_core.py (100%)
copy python/tvm/{topi/hexagon/dense.py => script/_parser/core/entry.py} (54%)
create mode 100644 python/tvm/script/_parser/core/evaluator.py
create mode 100644 python/tvm/script/_parser/core/parser.py
create mode 100644 python/tvm/script/_parser/core/utils.py
create mode 100644
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/multi_channel_convolve.py
delete mode 100644
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/quad_channel_convolve.py
create mode 100644
python/tvm/topi/arm_cpu/mprofile/dsp/micro_kernel/tensordot.py
create mode 100644 python/tvm/topi/arm_cpu/mprofile/dsp/tensordot_conv2ds.py
create mode 100644 python/tvm/topi/hexagon/conv2d_alter_op.py
create mode 100644 python/tvm/topi/hexagon/dense_alter_op.py
create mode 100644 python/tvm/topi/hexagon/qnn/nn.py
create mode 100755 python/tvm/topi/hexagon/qnn/quantize.py
create mode 100644 python/tvm/topi/hexagon/slice_ops/depth_to_space.py
create mode 100644 src/arith/conjunctive_normal_form.cc
copy src/{relay/qnn/pass/legalize.cc => arith/conjunctive_normal_form.h} (58%)
create mode 100644 src/arith/transitive_comparison_analyzer.cc
delete mode 100644 src/meta_schedule/measure_callback/echo_statistics.cc
create mode 100644 src/meta_schedule/module_equality.cc
create mode 100644 src/meta_schedule/module_equality.h
create mode 100644 src/node/ndarray_hash_equal.h
create mode 100644 src/relay/backend/contrib/constant_transforms.cc
create mode 100644 src/relay/backend/contrib/constant_transforms.h
create mode 100644 src/runtime/hexagon/hexagon_vtcm_pool.cc
create mode 100644 src/runtime/hexagon/hexagon_vtcm_pool.h
copy src/{relay/qnn/pass/legalize.cc => runtime/name_transforms.cc} (58%)
create mode 100644 src/tir/ir/data_type_rewriter.cc
create mode 100644 src/topi/einsum.cc
create mode 100644 tests/cpp-runtime/hexagon/hexagon_vtcm_pool_tests.cc
create mode 100644 tests/cpp/data_type_rewriter_test.cc
create mode 100644 tests/cpp/ndarray_test.cc
create mode 100755 tests/lint/trailing_newlines.py
copy tests/{scripts/task_config_build_jvm.sh => lint/whitespace.sh} (60%)
rename {apps/microtvm/arduino/template_project/tests =>
tests/micro/project_api}/test_arduino_microtvm_api_server.py (89%)
create mode 100644 tests/micro/project_api/test_project_api.py
copy docker/utils/apt-install-and-clear.sh =>
tests/python/contrib/test_clml/conftest.py (84%)
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tests/python/contrib/test_hexagon/test_2d_physical_buffers.py
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create mode 100644 tests/python/contrib/test_hexagon/test_sigmoid.py
create mode 100644
tests/python/contrib/test_hexagon/test_wo_qnn_canonicalization.py
create mode 100644
tests/python/contrib/test_hexagon/topi/test_depth_to_space.py
create mode 100755 tests/python/contrib/test_hexagon/topi/test_quantize.py
rename tests/python/integration/{test_meta_schedule_auto_tensorize.py =>
test_auto_tensorize.py} (70%)
copy tests/python/integration/{test_tuning.py => test_legacy_tuning.py} (100%)
delete mode 100644 tests/python/unittest/test_meta_schedule_integration.py
create mode 100644
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delete mode 100644 tests/python/unittest/test_meta_schedule_tune_relay.py
delete mode 100644 tests/python/unittest/test_meta_schedule_tune_te.py
create mode 100644 tests/python/unittest/test_meta_schedule_vnni_integration.py
create mode 100644 tests/python/unittest/test_slice_tir.py
create mode 100644 tests/python/unittest/test_tvmscript_parser_evaluator.py
create mode 100644 tests/python/unittest/test_tvmscript_parser_source.py
copy apps/microtvm/zephyr/README.md =>
tests/scripts/release/PRERELEASE_NOTES.md (72%)
create mode 100755 tests/scripts/task_build_adreno_bins.sh
copy tests/scripts/{task_config_build_jvm.sh => task_config_build_adreno.sh}
(75%)
create mode 100755 tests/scripts/task_python_adreno.sh
