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Posted to commits@tvm.apache.org by gi...@apache.org on 2022/11/18 22:17:03 UTC
[tvm] branch dependabot/pip/apps/microtvm/ethosu/numpy-1.22.0 updated (a0aca5fcb9 -> 4ec9abaca5)
This is an automated email from the ASF dual-hosted git repository.
github-bot pushed a change to branch dependabot/pip/apps/microtvm/ethosu/numpy-1.22.0
in repository https://gitbox.apache.org/repos/asf/tvm.git
discard a0aca5fcb9 Bump numpy from 1.19.5 to 1.22.0 in /apps/microtvm/ethosu
add b22b872da8 [Hexagon] Add Hand written HVX conv2d (#12204)
add 1222398342 [TFLite] Support quantized GREATER op in TFLite frontend (#12754)
add 9671aee942 [Hexagon] Validate 2-d physical shapes for TIR-derived schedules (#12662)
add 4d2766409f [AutoTVM] Fix `None` feature in AutoTVM tuning (#12760)
add a23b71ce1e [MetaSchedule][Test] Migrate AddRFactor to SEqual (#12758)
add ef784d68e0 [MetaSchedule][Test] Migrate `check_trace` to `check_sketch` (#12764)
add 8058423f09 [Hexagon] Create tests to showcase vtcm loading capabilities on Hexagon. (#12667)
add 64635b7f37 [COMMUNITY] Josh Fromm -> PMC (#12768)
add ab8fe34c8e [FQ2I] Quantized constant bias (#12666)
add 91bd9a3fec [Hybrid] Fix handling AST subcription for Python3.9 (#12769)
add f7f2cda675 [AOT] Add AOTLowerMain pass to lower a Relay main into TIR (#12550)
add 2aa0d1fbfc [OpenCLML] More ops and network coverage (#12762)
add a40849342d [Relay][TE] Use Relay parameter name to generated TE tensor name (#10516)
add a0cbefbe95 [CI] Set USE_CMSISNN and USE_ETHOSU off in task_config_build_cpu.sh (#12456)
add 3d7439eb0b [TVMScript] IRBuilder methods for `PrimFunc` (#12755)
add 421ff76e3e [TIR][Meta-Schedule] Tuple-reduction scheduling support (#11639)
add 296565aaf9 Fixed pylint issues after moving to venv in ci_lint docker (#12775)
add e5adb83d8e [microTVM][Zephyr] Fix PLL freq. in overlay for nucleo_l4r5zi board (#12756)
add 397cf8781e [Arith][Refactor] Return Optional<PrimExpr> from TryConstFold (#12784)
add 1f8b5dec29 [TIR, Schedule] Add schedule primitive PadEinsum (#12750)
add 9b1042585e [Arith] Simplify nested if_then_else (#12749)
add f5517d4a08 [Docker][CI][RISC-V] Build riscv-isa-sim (spike) in ci_riscv Docker image to enable RISC-V unit testing (#12534)
add c9002509f6 [Target] Print deprecation warning before canonicalisation in build module (#12747)
add c00ce572c2 [ci] Add retries to docker push (#12773)
add 111a88d04e [ci][docker] Always build cmake from source (#12774)
add 5b43c62ee6 [ci] Remove author check from ping bot (#12788)
add afad20d8d9 Fix typo in doc of logging (#12798)
add 6a051843a9 [TVMScript] IRBuilder methods for `For` (#12786)
add 9a3b3dd1ce [TVMScript] Fix parse minimal i32 literal for tir script (#12772)
add c96cc1101f [community] Fix outdated contributor GitHub usernames (#12799)
add e6525a30e6 [TIR] Add extra simpliciation in region cover analysis (#12800)
add 02c2eae510 [MetaSchedule] Enable Clone Function for Task-Level Classes (#12796)
add 77d0a288df [MetaSchedule][Test] MLT uses SEqual tests (#12805)
add c0d2734056 [TVMScript] IRBuilder methods for `Axis` (#12808)
add 9b17f344a3 [ci][docker] Fix nightly Docker tests (#12804)
add 6b3be496e6 [MetaSchedule][Minor]Fix Random State Fork in TuneContext Clone Function (#12811)
add 8f8b6d8837 Fix for import requests and import caffe failures (#12813)
add 43d9a3b93b [Hexagon] Reduce the number of tests run for VTCM testing in order to… (#12783)
add 7c96e255ce [Hexagon] [runtime] Protect access to global HexagonBufferManager map (#12807)
add 5d0a16749c [ci] Fix docs push (#12810)
add e037ae4992 [ci] Add bot to post welcome comment (#12695)
add aded9d43ba [Testing] Add decorator tvm.testing.requires_cuda_compute_version (#12778)
add bb80f19ea8 [Hexagon] Add debug option to hexagon pytest (#12795)
add 38f53e8c95 [Hexagon] [runtime] Improve runtime resource management (#12727)
add 41b65a3144 [TVMScript] IRBuilder methods for `Block` (#12815)
add 2cae905a72 [TIR] Support pattern matching argmax/argmin generated by TOPI (#12827)
add 91cce56cfa [TIR] Construct the inverse in SuggestIndexMap (#12797)
add e92f5d43f3 [BugFix][TIR] Fix Buffer LCA Detector (#12819)
add 1ecf084eec [TVMScript] Add more helper functions to the printer infra (#12829)
add d1871a6957 [MetaSchedule] Relax conditions of rule Cross-Thread Reduction (#12825)
add b2c5addbb4 [TVMScript] IRBuilder methods for `Stmt` (#12830)
add 052e702827 [TVMScript] IRBuilder methods for `Stmt` (#12831)
add 60cf692a63 [Frontend][TFLite] fix detection_postprocess's non_max_suppression_attrs["force_suppress"] (#12593)
add 2af9b90ec1 [TIR] Implement API for padded layout transformations (#12720)
add e30ac71bde [Arith][TIR] IntSetAnalyzer, delay intersection of IntSet until use (#12821)
add da7f65d9d1 [Hexagon] Create test examples to show parallelization (#12654)
add f19046caba [MetaSchedule] Support padding for irregular shapes for CUDA tensor core (#12759)
add 79c48f3887 [TIR][Bugfix] Correct handling of buffer argument when scheduling (#12816)
add f9b692765a [BugFix][LLVM] Fix the bug that the generated systemlib cannot register ```__tvm_module_ctx``` symbol sometimes (#12817)
add a75dcabd3f [MetaSchedule] PyDatabase Complete Function Reload Support (#12838)
add e18b48bed8 [Fix] naming outputs of graph nodes by op_name:output_index (#12809)
add 18909a4c13 [ONNX] Upgrade onnx and onnxruntime (#12729)
add ecd003c742 [ci] Lint PR title/body for @ tags (#12840)
add d9f7cf3539 Revert "[ci] Lint PR title/body for @ tags (#12840)" (#12848)
add 5dfa8da00e [Hexagon] 2-Stage Pipeline; Lower Async TIR primitives to Hexagon User DMA (#12785)
add 534378b935 [Containers] Add Array::Map (#12692)
add 52dbf102cd Fix caffe, boost install in Python venvs by creating python3.X link (#12828)
add fa5045bf69 [Metaschedule] MultiLevelTiling for wide vector architectures (#12845)
add d4e3207cca [TIR] Enhance RemoveNoOp pass to remove negative loop (#12836)
add b051cad9f4 [FIX,PROFILING] Fix gpu timer name and lookup (#12849)
add fdc6894b7d [TVMScript][Fix] Correct round-trip of explicit root block (#12673)
add da0e5e3be2 [Utils] Disable automatic move constructor for tvm::With (#12822)
add 3c8a94bd4e [frontend][torch] Support aten::relu6 operator (#12855)
add c0c7569529 Allow failures in pr_comment_bot for now (#12860)
add 7aef584c0f [Hybrid] Fix sys version check (#12837)
add 39f71ae288 [frontend][pytorch] Add a new test case for torch aten::fill_ operator implementation (#12857)
add fe75f00991 [AutoTVM] Introducing multi_filter into ConfigSpace autotvm (#12545)
add 195ae72b5c [TOPI] Fix dtype legalize logic for CPU dot product instruction (#12865)
add 86f9580498 [Relay] Fix handling of TransfromLayout in TE compiler cache (#12874)
add 4e783a6087 [TOPI] Add layer norm operator (#12864)
add 0b074d8f06 Fix clang warnings (#12876)
add ce8ac3e784 [TIR] Allow missing TensorIntrin in registry lookup (#12875)
add 9ce95a9abe [TIR] Fix wmma index in CUDA tensor intrins (#12879)
add d80ce6b1ba [EZ][Release] Update gather PRs Script (#12862)
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)
add 0ab2285ef3 [test][hexagon] Fix pytest fixture resolution bug (#13124)
add e1bebe3d05 [ci] Skip sccache for local hexagon builds (#13127)
add 213fd768d7 [Hexagon] [runtime] Create objects to manage thread hardware resources (#13111)
add 842f842add [MetaSchedule][Minor] Restore Relay Integration Unit Test (#13128)
add 86fd99313a [MetaSchedule] Fix AddReadReuse for multiple consumer block case (#13093)
add f3873d7717 [skip ci] Add Janet and Thomas to triagers to help with Issue Triage RFC (#13141)
add f3ffc32482 [Hexagon] [runtime] Remove released buffer check for post-ReleaseResources calls to FreeDataSpace (#13139)
add 687ef5b23d [MetaSchedule] Remove Exception Catch for Multithread Postproc Application (#13084)
add 458ca81c01 [TIR] Allow IndexMap applied to arguments with different dtypes (#13085)
add 59c0ef80b5 [Android] Fix cpp_rpc build for android with NDK>=23 (#13118)
add 3ae326cb76 [MetaSchedule] Support Tuning w/ No Cost Model & Fix Integration Test (#13151)
add 308c20a4ca [Target] Add Target Parser for Arm(R) Cortex(R) A-Profile CPUs (#12454)
add 026c2db544 Remove assert to fix onnx frontent unit tests for PyTorch 1.12 (#13155)
add 209e77c18b [tvmc] add instruments for PassContext (#13136)
add 4fe8e96c77 [Hexagon] Set c++17 standard for launcher (#13140)
add 57b9988922 [Hexagon] Add scripts for e2e MetaSchedule tuning demonstration (#13135)
add 1dbd1fa4b8 [Hexagon] Support fetching and building Hexagon runtime with external runtime sources (#13138)
add 9f4c7121b9 [Hexagon] [runtime] Clarify compute resources (#13149)
add 0e21840553 [Hexagon] Fix chunk address table generation in chunkify_hwio_16b (#13002)
add f28b0ca9c4 [CI] Update PyTorch to v1.12 in GPU image (#13160)
add 9aedb8bdda [Hexagon] refactor HexagonBufferManager class (#13145)
add 1311cac88b Fix typo in test_pipeline_executor.py (#13134)
add 100c050d60 [Relay] fix: trilu check op for i64/i32 (#13123)
add 46aa04f3f1 [ci] Wait longer during retries (#13102)
add eb8f225226 [ci] Ignore JUnit upload failures (#13142)
add 81e6e17ff0 [skip ci][ci] Ignore certain files for triggering docker builds (#13167)
add e7a72af0c1 [microTVM] Improve code reuse in Corstone300 conv2d tests (#13051)
add eeb8b7067e [Docker][CI] Remove mounting local download path to docker (#13108)
add ad117809a1 [Hexagon] Skip HexagonThreadManagerTest.thread_order_signal_wait unit test (#13171)
add e024b0d207 [Hexagon] Add power manager (#13162)
add 3948944745 [ci] Disable flaky Java RPC tests (#13170)
add e42e4bba28 [Hexagon] Adjust Hexagon pytest port range (#13172)
add f4fdc136b9 [Hexagon] [runtime] Allow creation of thread manager without hardware resources (#13174)
add e5c7c9371e [TIR] Add the missing nearbyint intrinsic (#13175)
add 24e89befd6 [TVMScript] IRModule parser (#13176)
add 3131cdc56a [Target] Replace utility functions with target.features (#12455)
add 7827fffe5c [Relay][Frontend][ONNX] Add GridSample operator (#13163)
add 5400b942d2 [ONNX] Add converter for FastGelu from Microsoft onnxruntime contrib opset (#13119)
add 3e02ac5d2e [Adreno] Fix mem_scope annotations for prim funcs having several heads (#13153)
add 03d989f441 [Adreno] Adapt reduction schedule for adreno (#13100)
add c302b3dce3 [AOT] Add CreateFunctionMetadata analysis pass (#13095)
add bb8aad160d [ci] Temporarily disable MacOS RPC tests (#13186)
add 7950271ceb [TVMScript] TIR parser (#13190)
add 0d4caa54ff [docs] Add 'Edit on GitHub' button (#13183)
add e41d0ed6eb [Relay] Rewrite division by constant to multiply (#13182)
add 23c2909f29 [Hexagon] Add support for instrumentation based profiling for Hexagon (#12971)
add 7983ef2faa [Relay][ONNX] Resolve proto ingestion issue for non-tensor type and add CastLike op (#13184)
add 30c38e0dce [Fix,Auto_scheduler] Default to extent of 1 if extent cannot be determined (#13196)
add f44ef53a6b [Relay][ONNX] Add Optional, OptionalHasElement and OptionalGetElement ops based on Sequence op (#13189)
add 62789a6423 [Hexagon] Add fix for vtcm allocation searches (#13197)
add 2a2dd9ac50 [ci] Update Docker images (#13200)
add 7cdb7a71ab [Hexagon]: Add upload function to hexagon session (#13161)
add 9dd0a70a07 [Hexagon] Fix correctness error in conv2d hvx (#13165)
add 3836eb9ca9 [Hexagon] [runtime] Per-thread hardware resource management (#13181)
add 9b9b7458e9 [docs] Fix empty code blocks in tutorials (#13188)
add 697533e136 [TIR] Add utility for anchor block extraction (#13194)
add 04afd83113 [Hexagon] Add a test to show how to use multi input async dma pipelin… (#13110)
add 6d2aa09cd9 [Hexagon] Fix port range bug and add random.seed (#13207)
add 645a5eafa3 [Relay][Hexagon] Add per-channel FixedPointMultiply operation (#13080)
add 5c9066d816 [AMP] refine AMP and the corresponding tests for bfloat16 (#12787)
add 5acf3f90c6 [ci] Protect release branches (#13208)
add 3157cf188c [IR] Remove shadowing in IRSubstituteWithDataTypeLegalization (#13219)
add 0554a46789 [TIR][Arith] Support negative coeff in ModularSet (#13081)
add 0c10302fd0 [Arith] Add internal NarrowPredicateExpression utility (#13041)
add de7f762436 typo in 'build' NNPACK (#13215)
add 1c697d7460 [Frontend][Paddle] Add depthwise_conv2d_transpose op mapping (#13214)
add cf2a8ea426 [Hexagon] Update tests to use AOT Executor (#13221)
add 187a2570ed [TIR][Schedule] Add cache_index to precompute index of buffer load (#13192)
add 3cce9738bd [BugFix][TIR] Affine-binding check should not simplify trivial iterators (#13203)
add e1ac5658ad [Hexagon]Pull and build specific LLVM sha for hexagon docker CI (#13199)
add f42826eec4 [MetaSchedule] Enable anchor-block tuning (#13206)
add 602c194f25 [TIR][Arith] Implement kApplyConstraintsToBooleanBranches extension (#13129)
add c0f33dfb97 [Logging][Hexagon] Improve logging on Hexagon (#13072)
add 3149ee5a73 [skip ci] Remove naut-thomas from .asf.yaml (#13231)
add 60e865a6fe [CI] Enable iOS RPC tests (#13229)
add 6cd1bb5e89 [Hexagon] Update search pattern to find .so address for on device runs (#13230)
add b9e5c02d0b [TOPI][Hexagon] Implement quantized depthwise conv2d (#12499)
add 20082614be [skip ci] Revert "[skip ci] Remove naut-thomas from .asf.yaml (#13231)" (#13232)
add da76587505 [runtime] Fix typo in runtime/registry.h (#13224)
add 9dd0225a70 [TIR] Use Optional<Stmt> for IfThenElseNode::else_case (#13218)
add f07f22fac9 [MetaSchedule][Minor] Fix Memory Database Module Equality (#13198)
add e971956d76 [Relay][transform][SimplifyExpr] simplify adjacent muls and adds with constants (#13213)
add 25a0d47d2b [Arith][TIR] Check for constant offsets of known literal constraints (#13023)
add 76cd298bd9 [Hexagon] Add E2E test demonstrating how to apply blocked layout schedule to conv2d via metaschedule (#13180)
add c9b10a80fd [ci][java] Use mavenCentral for dependencies (#13239)
add e48dded3b4 [BugFix][LLVM] Add UseInitArray flag in target_options_ (#13115)
add c3bb62e5c4 [skip ci][docs] Disable scipy intersphinx linking (#13245)
add 67fa959f18 [CI] Make additional_flags parameter optional in tests/scripts/ci.py (#13238)
add 0683ece044 [MetaSchedule] Fix thread bindings of MultiLevelTilingTensorCore (#13243)
add c69f8ce9c9 [Relay] Add ClipAndConsecutiveCast and CastClip to SimplifyExpr (#13236)
add 3259580bd5 [Hexagon] Make pytest use a random port if not running in CI (#13244)
add 9cdc97fe23 [DLPack][runtime] Update DLPack to v0.7 (#13177)
add 2c1fecd097 [TIR][Primitive] Support rolling_buffer schedule primitive in TensorIR (#13033)
add e9e8c4b263 fix GPU other build (#13235)
add 5d15428994 [Relay] Add set_attrs_type registry to broadcast_to op (#13096)
add 6551b71588 [COMMUNITY] Jyotsna Verma -> Reviewer (#13251)
add 87f52af48a [skip ci] Revert "fix GPU other build (#13235)" (#13261)
add 7536068e80 [MetaSchedule] Swap the order of RewriteTensorize and VerifyGPUCode to reduce tuning time (#13259)
add 84fadc45d0 [CI] Skip failing Caffe tests due to broken URL (#13228)
add 4ecf303695 [TVMC] Apply constant folding when converting layout (#13216)
add c3c1454233 Apply group write permissions to Python virtual environment (#13252)
add da4bb4a65b Fix a typo in rpc/client.py (#12842)
add d261fa8838 [Hexagon] Add pylint on tests (#13233)
add 404d95f054 [build][relay][te][tir] remove unused vars / args (#13266)
add ff6aaeb12a [Frontend][Tensorflow2] Import graph_def to default graph before calling function_def_to_graph_def (#13260)
add d998187e16 [Frontend][PaddlePaddle] Fix UnboundLocalError: local variable 'shape… (#13247)
add e9ba9865a7 [skip ci] Revert "[ci] Protect release branches (#13208)" (#13274)
add f15afd2251 [Docs] Minimal dependencies for Fedora/CentOS (#13248)
add 9df3a33ff4 [build][doc] Fix clang doxygen warnings (#13270)
add 0d553127e5 [build][tir] fix clang redundant-move warning (#13268)
add 75921fb559 [ETHOSN] Inline non-compute-intensive partitions (#13092)
add 47da418fbf [ETHOSN] Throw error message when inference fails (#13022)
add 1d1db35236 [MetaSchedule] Fix Task Hanging in EvolutionarySearch (#13246)
add 215f0e2fc2 [Bugfix][TIR] Fix version conflict with `typing` for Python 3.9 (#13269)
add b98b9f92da [MetaSchedule] Improve the script for TorchBench model tuning & benchmarking (#13255)
add 90ed632280 [Relay] Add tensor rank check for `nn.instance_norm` (#13280)
add b1a099b213 [Relay] Enhancement for fold_scale_axis and simplify_expr (#13275)
add de8a79d9ba [skip-ci][COMMUNITY] New committer Ashutosh Parkhi (#13286)
add ccb7d07159 [TIR][Arith] Use TryCompare to narrow inequalities if possible (#13024)
add e860884923 [build][hexagon] remove unused variable (#13291)
add 6da298b3a0 [BugFix][Pattern] Fixed a crash when AltPattern and FunctionPattern are used nested (#13278)
add dec74cb93d [build][tir] suppress -Woverloaded-virtual warning (#13267)
add be44e9c811 [Tensorize] Add logs to comparator to make debugging tensorize failures easier (#13285)
add 62fadacd12 [Hexagon] Lint tests part 2 (#13271)
add 56878fab7c [TE] Make `elem_offset` of the buffers created by `te.extern` a variable to avoid crash (#13297)
add 1e793641d8 [TIR] Added unit test for dynamic parameter in layout transform (#13298)
add 732e34fe3d [TIR] Preserve loop annotation after loop partitioning (#13292)
add b51c491c00 [FIX] Handle matmul where one inner dimension is unknown (#13287)
add f2a740331f [DOCS][TVMC] Use correct argument to reuse tuning records (#13302)
add 60e2c98fdb [Hexagon] Fix Hexagon external libs check (#13257)
add dd257e478e [Relay][Op] Add support for large index fp16 mean and var (#13289)
add 6b238c4b6e [Bugfix][Runtime] Fix sched_setaffinity in Android (#13158)
add e398d16de8 [Torch] Fix advanced indexing with boolean mask (#13306)
add ce777fde18 [TOPI] Enhance VNNI dot product (#12588)
add b16a64d6ed [MetaSchedule] Refactor ScheduleRule Attributes (#13195)
add 904ae7748f [Frontend][PaddlePaddle] Add test case for interpolate op convert func… (#13277)
add f8691180e0 [BugFix][Driver] Correctly propogate simple-mode flag in LowerSchedule (#13311)
add e43841d2ef [microTVM] Fix RPC session close on runtime side (#13310)
add b807613c79 [Hexagon] [runtime] Move lock/unlock to HexagonHtp temporarily (#13318)
add c898dc6b55 [TIR] Add thread sync if access index doesn't depend on thread index (#13314)
add 79093a1718 [ETHOSN] Consolidate target string usage (#13159)
add be30238947 [Adreno][Textures] Fix static memory planner (#13253)
add bf77e793ab Fixup libtorch backend build (#13320)
add 15752e4009 [TVMScript] Hide trailing return type if None (#13308)
add 750ba9f742 [OpenCL][unit tests] Fix opencl cpp unit tests (#13254)
add 16bb1a6c2e [microTVM][CRT] Add memory size as project option (#13313)
add 36b1c5c4d9 [TIR] Remove redundant add in vnni/arm intrin (#13319)
add 244bceb457 [TIR] Allow folding cast with broadcast and ramp (#13317)
add 65dbee7f0c [Doc] Add desc of keep_orig_output_dtype for ToMixedPrecision (#13321)
add 0e395c389c [AOT] Add CreateExecutorMetadata analysis pass (#13250)
add fbe174bd6c [microTVM][CRT][DOCS] Add a PyTorch tutorial for microTVM with CRT (#13324)
add 999eee8c1a [ci] Update Jenkins readme to match new directory structure (#13333)
add 8453c9c357 [MetaSchedule] Fix the order of applying `AutoInline` in `ScheduleUsingAnchorTrace` (#13329)
add 5dc4186338 [MetaSchedule] Add JSON Database Validation Scripts (#12948)
add b4b90d76d9 [QNN, ONNX] Extension of QLinearMatMul in ONNX front-end for all ranks of input tensors (#13322)
add 6d9d2132c1 [TIR] Check producer predicate in `ReverseComputeInline` (#13338)
add a16a890483 [TOPI] Fix conv2d transpose for small channel (#13341)
add 1228104726 [Minor][Testing] Consolidate IRs into corresponding functions (#13339)
add a0dcab2b24 [CPP_RPC][ANDROID] Fix cpp_rpc build failure (#13305)
add 3a30df6701 [Hexagon] Make allocate_hexagon_array a hexagon contrib API (#13336)
add 54bd5e1f5f [microNPU] Fixed MergeConstants pass on striped networks (#13281)
add 23ade0c14b [TVMC] Global pass context for compile and tune (#13309)
add 7cd203dc3e [TIR] Update ReductionIterNotIndexOutputBuffer to check BlockRealizeN… (#13301)
add c66bb00a48 [Docker]Refactor timezone script and NRF installation (#13342)
add 3a639a41a8 [TIR][Arith] Fix divisor checking in `TryConstFold` (#13348)
add b582cd12ae [MetaSchedule][Minor] Fix Typo in ApplyCustomRule Schedule Rule (#13353)
add 93fdf83e8f [MetaSchedule] Improve inlining and `VerifyGPUCode` for quantized model workload (#13334)
add f950b118aa [MetaSchedule][Minor] Allow Zero Run Time In Benchmarking Result (#13354)
add 6d68aff030 [Bugfix][TIR] Patch for PR#13269 to support Python 3.10 (#13350)
add a15663654b [MetaSchedule] Unannotate `schedule_rule` if corresponding schedule func is not found (#13346)
add f3eb239989 [MetaSchedule] Skip empty fx graph in TorchBench tuning script (#13356)
add 5364e5a39a [MetaSchedule] Fuse loops around shared to global store block in `MultiLevelTilingTensorCore` (#13357)
add 45327127d5 [TIR][Schedule] Make consistent implementation for GetProducers() & GetConsumers() (#13344)
add f9ed60aaef [Relay] Refactor constant folding over expr into a utility function (#13343)
add ce0e9abea0 [TIR] Make syntax of AST nodes different than ops (#13358)
add 5ffcfd9327 [FQ2I] Add cast back to input data type after AvgPool2d (#13332)
add 8897983484 [IRBuilder][Minor] Add intrinsics like `T.int32x4` (#13361)
add 38771170cc [TIR][Schedule] Fix cache_read loc detecting and region_cover checking (#13345)
add b20b7c4ad4 [TVMScript] Reorganize the folder structure (#12496)
add b8384d105b [ci] Assert some tests are not skipped in the CI (#12915)
add 5a767d053d [CI] Separate the ci scripts into Github and Jenkins scripts (#13368)
add b6fae9b35e [TIR][Bugfix] Fix AXIS_SEPARATORS in tir.Schedule.transform_layout (#13326)
add 68f51e692b [ci] Fix Jenkins quoting (#13380)
add 41a2243260 [CI] Do not merge before running CI on main (#13372)
add 3aa16f72dd [Codegen] Fix CUDA codegen for int64 Ramp (#13382)
add 647be2b425 [MetaSchedule] Add `from-target` Defaults for LLVM VNNI Targets (#13383)
add 034dc67d03 [TFLite] Enable int64 biases for int16 quantized operators (#12042)
add 4fd34b1bad [Fix][Warning] tvm.target.create() deprecated (#13391)
add 41b7a45083 feat: fix pylint issues for conftest (#13386)
add 24790d1d56 [RUNTIME][ALIGNMENT] Configurable kAllocAlignment if needed (#13307)
add 72c60ad78a [AOT][FIX] Handle device contexts properly in CreateFunctionMetadata (#13392)
add 8c30bda738 [MetaSchedule] Support schedules with cache read in RewriteLayout (#13384)
add 42f9a766ff [TOPI] Add padding for dense/batch matmul for x86 vnni (#13385)
add bac450a645 [Hexagon] Use VTCM while scheduling conv2d op (#13388)
add aa0c0db71b [tvm4j] Fix tvm4j build on MacOS (#13370)
add 557f1a9ded [docs] Add some more release process docs (#13351)
add 4f4b4edafd [TOPI][Hexagon] Implement quantized adaptive_avg_pool1d for hexagon (#13282)
add 2bb3382c89 [OpenCL] Introduce OpenCL wrapper to TVM (#13362)
add 86a5ceec27 [TVMScript] Use tir::Evaluate if expression is in statement context (#13396)
add 49c5d2f173 [Hexagon] Change single dma alloc buffers to be vtcm (#13374)
add e030b146d9 [TECompiler] Replace static constant index with NameSupply (#13397)
add edc1bfd105 Add support for cast double to fp16 (#13395)
add a042a93cd9 [TIR] Add test to cover specific case of reducer match buffer checking (#13373)
add 6401d0ef62 [TIR] Fix extern_primfunc buffer order bug (#13347)
add 0d9b1850af [ci] fix GPU other build (#13366)
add 78b53221f8 [TIR] Remove PrimFuncNode::preflattened_buffer_map (#10940)
add 44ed06ac9f [ETHOSN] Relax concatenate offloading requirements (#13405)
add 52739ef8cd [ci][tvmbot] Fix spelling error, metionable -> mentionable (#13276)
add 271ad43029 [TOPI] Update names for pooling ops (#13401)
add b4d4b82dbb [Hexagon] Fix TIR vrmpy tensorization (#13404)
add a80cdc26e2 [TIR][Analysis][Arith] Implement basic data-flow analysis (#13130)
add 14342a37f5 [Hexagon] Enable Hexagon User DMA bypass mode (#13381)
add eca361de4f [MetaSchedule] Fix segfault in gradient based scheduler (#13399)
add 59abd9e106 [Build] Fix MSVC compile option /bigobj (#13411)
add ad5c811411 [TIR] Unify index data type when creating prim func (#13327)
add c98f3cd6f8 [ACL] Enable int8 data type in QNN ADD (#13407)
add 5b1d2cc3e8 [usmp] Hill Climb greedy layout size check relaxed (#13369)
add 25ad54058a [CI] Update minor git options (#13398)
add 01a4725b6b [MetaSchedule][Fix] Fix Empty Run Time Issue when Benchmarking Result (#13406)
add b29ab5c6ba [Hexagon] Add test to show scheduling of resnet50 with async dma pipe… (#13352)
add 9cb36b1aad [COMMUNITY] Egor Churaev -> Committer (#13422)
add 53824d697a [Hexagon][QNN] Add TOPI strategies for qnn ops mul/tanh/subtract (#13416)
add 37a885553c [microNPU] Fix Cascader code generation without StorageRewrite (#13365)
add 490e0e3120 [ci] Split out C++ unittests (#13335)
add 4f35b4ded1 [TIR][Hexagon] Async DMA fixups (#13436)
add bfb4c00197 [OpenCL] Improve OpenCL version detection (#13434)
add 1888dbd72d [DOCKER][ADRENO] Enable autotvm tuning cache from tophub for Adreno GPU (#13427)
add 8eff158470 [RUNTIME][CLML] Add fixes to clml runtime api (#13426)
add b023e9539c [Fix,Roofline] Handle zero length features in roofline (#13424)
add 80f8e8bb74 [TE] Remove binding to temporary variable (#13430)
add c1b8721695 [microNPU] Upgrade Vela to v3.5.0 (#13394)
add 4ec9abaca5 Bump numpy from 1.19.5 to 1.22.0 in /apps/microtvm/ethosu
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3rdparty/OpenCL-Headers | 1 +
3rdparty/dlpack | 2 +-
3rdparty/libcrc/tab/gentab_ccitt.inc | 1 -
CMakeLists.txt | 30 +-
CONTRIBUTORS.md | 23 +-
Jenkinsfile | 3461 +++++---------------
KEYS | 59 +
LICENSE | 1 +
NEWS.md | 2 -
apps/android_camera/app/src/main/jni/Android.mk | 3 +-
.../android_camera/app/src/main/jni/make/config.mk | 2 +-
apps/android_camera/app/src/main/jni/tvm_runtime.h | 8 +-
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apps/android_camera/models/requirements.txt | 2 +-
apps/android_deploy/README.md | 34 +-
apps/android_deploy/app/build.gradle | 4 +-
apps/android_deploy/app/download-models.gradle | 3 +-
apps/android_deploy/app/src/main/jni/Android.mk | 3 +-
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apps/android_deploy/app/src/main/jni/tvm_runtime.h | 3 +
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apps/android_deploy/dev_tools/sign_apk.sh | 4 +-
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apps/android_rpc/app/src/main/jni/Android.mk | 3 +-
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apps/android_rpc/dev_tools/gen_keystore.sh | 4 +-
apps/android_rpc/dev_tools/sign_apk.sh | 4 +-
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apps/microtvm/cmsisnn/corstone300.ld | 2 +-
apps/microtvm/cmsisnn/requirements.txt | 79 +-
apps/microtvm/ethosu/requirements.txt | 10 +-
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apps/microtvm/reference-vm/base-box-tool.py | 1 +
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apps/pt_tvmdsoop/prepare_and_test_pt_tvm_class.sh | 5 +-
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apps/tf_tvmdsoop/prepare_and_test_tfop_module.sh | 5 +-
apps/vta_rpc/start_rpc_server.sh | 4 +-
apps/wasm-standalone/README.md | 4 +-
ci/jenkins/.gitignore | 2 +-
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ci/jenkins/Jenkinsfile.j2 | 29 +-
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ci/scripts/determine_docker_images.py | 115 -
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ci/scripts/git_skip_ci_globs.py | 79 -
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ci/scripts/github/github_skipped_tests_comment.py | 265 ++
ci/scripts/github/github_tag_teams.py | 298 ++
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ci/scripts/github_tvmbot.py | 783 -----
ci/scripts/{ => jenkins}/check_pr.py | 0
ci/scripts/jenkins/cmd_utils.py | 84 +
ci/scripts/jenkins/determine_docker_images.py | 114 +
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ci/scripts/{ => jenkins}/git_change_docs.sh | 0
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ci/scripts/jenkins/git_utils.py | 211 ++
ci/scripts/{ => jenkins}/http_utils.py | 0
ci/scripts/jenkins/open_docker_update_pr.py | 213 ++
ci/scripts/{ => jenkins}/pytest_ids.py | 0
ci/scripts/jenkins/pytest_wrapper.py | 138 +
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ci/scripts/jenkins/s3.py | 140 +
ci/scripts/{ => jenkins}/should_rebuild_docker.py | 0
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ci/scripts/pytest_wrapper.py | 139 -
ci/scripts/should_run_slow_tests.py | 92 -
ci/scripts/update_branch.py | 192 --
cmake/config.cmake | 21 +-
cmake/modules/Arduino.cmake | 1 +
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cmake/modules/HexagonSDK.cmake | 6 +
cmake/modules/LibInfo.cmake | 3 +
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docker/install/ubuntu_install_java.sh | 4 +-
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docker/install/ubuntu_install_nrfjprog.sh | 39 +
docker/install/ubuntu_install_onnx.sh | 8 +-
docker/install/ubuntu_install_opencl.sh | 4 +-
docker/install/ubuntu_install_papi.sh | 6 +-
docker/install/ubuntu_install_python.sh | 8 +
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docs/dev/how_to/debugging_tvm.rst | 2 +-
docs/dev/how_to/relay_add_op.rst | 56 +-
docs/dev/tutorial/codebase_walkthrough.rst | 5 +-
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docs/how_to/deploy/arm_compute_lib.rst | 2 +-
docs/how_to/deploy/index.rst | 14 +-
docs/how_to/deploy/vitis_ai.rst | 154 +-
docs/how_to/profile/papi.rst | 10 +-
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docs/install/nnpack.rst | 2 +-
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docs/reference/api/python/topi.rst | 2 -
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.../ci_logs/resnet-18-NHWC-B1-cuda.json | 50 +-
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.../how_to/tune_with_autotvm/tune_conv2d_cuda.py | 12 +-
gallery/how_to/tune_with_autotvm/tune_relay_arm.py | 12 +-
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gallery/how_to/work_with_microtvm/micro_ethosu.py | 4 +-
gallery/how_to/work_with_microtvm/micro_pytorch.py | 206 ++
.../work_with_microtvm/micro_reference_vm.py | 4 +-
gallery/how_to/work_with_microtvm/micro_tflite.py | 14 +-
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gallery/how_to/work_with_pytorch/using_as_torch.py | 159 +
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gallery/tutorial/autotvm_matmul_x86.py | 12 +-
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gallery/tutorial/install.py | 12 +-
gallery/tutorial/tvmc_python.py | 6 +-
include/tvm/arith/analyzer.h | 144 +-
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include/tvm/ir/expr.h | 4 +
include/tvm/ir/op.h | 13 +-
include/tvm/meta_schedule/database.h | 141 +-
include/tvm/meta_schedule/measure_callback.h | 7 +-
include/tvm/meta_schedule/mutator.h | 97 +-
include/tvm/meta_schedule/postproc.h | 97 +-
include/tvm/meta_schedule/schedule/cpu/.gitignore | 0
.../tvm/meta_schedule/schedule/cuda/thread_bind.h | 68 +
.../tvm/meta_schedule/schedule/generic/winograd.h | 37 +
include/tvm/meta_schedule/schedule/x86/.gitignore | 0
include/tvm/meta_schedule/schedule_rule.h | 144 +-
include/tvm/meta_schedule/search_strategy.h | 144 +-
include/tvm/meta_schedule/space_generator.h | 127 +-
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/relay/attrs/nn.h | 6 +-
include/tvm/relay/attrs/transform.h | 17 +
include/tvm/runtime/builtin_fp16.h | 1 +
include/tvm/runtime/c_runtime_api.h | 75 +-
include/tvm/runtime/container/array.h | 203 +-
include/tvm/runtime/crt/logging.h | 4 +
include/tvm/runtime/crt/platform.h | 4 +
include/tvm/runtime/crt/rpc_common/session.h | 13 +
include/tvm/runtime/crt/rpc_common/write_stream.h | 2 +
include/tvm/runtime/data_type.h | 10 +
include/tvm/runtime/device_api.h | 19 +
include/tvm/runtime/hexagon/ops/conv2d.h | 198 ++
include/tvm/runtime/logging.h | 34 +-
include/tvm/runtime/name_transforms.h | 43 +
include/tvm/runtime/ndarray.h | 9 +
include/tvm/runtime/registry.h | 4 +-
include/tvm/runtime/vm/vm.h | 91 +-
include/tvm/script/ir_builder/tir/frame.h | 532 ++-
include/tvm/script/ir_builder/tir/ir.h | 412 +++
include/tvm/script/printer/doc.h | 64 +
include/tvm/script/printer/traced_object_functor.h | 37 +-
include/tvm/script/printer/var_table.h | 11 +
include/tvm/support/random_engine.h | 53 +-
include/tvm/support/with.h | 9 +
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include/tvm/target/target.h | 6 +-
include/tvm/target/target_kind.h | 15 +-
include/tvm/target/virtual_device.h | 10 +-
include/tvm/tir/analysis.h | 32 +
include/tvm/tir/builtin.h | 21 +-
include/tvm/tir/data_type_rewriter.h | 155 +
include/tvm/tir/function.h | 50 +-
include/tvm/tir/index_map.h | 42 +-
include/tvm/tir/op_attr_types.h | 31 +
include/tvm/tir/schedule/schedule.h | 72 +-
include/tvm/tir/stmt.h | 5 +-
include/tvm/tir/stmt_functor.h | 58 +
include/tvm/tir/transform.h | 30 +-
include/tvm/topi/einsum.h | 889 +----
include/tvm/topi/nn/layer_norm.h | 117 +
include/tvm/topi/nn/pooling.h | 18 +-
include/tvm/topi/reduction.h | 23 +
jvm/conf/log4j.properties | 4 +-
jvm/core/src/main/java/org/apache/tvm/Base.java | 1 -
jvm/core/src/main/java/org/apache/tvm/Device.java | 79 +-
jvm/core/src/main/java/org/apache/tvm/NDArray.java | 31 +-
.../tvm/rpc/ConnectProxyServerProcessor.java | 4 +-
.../main/java/org/apache/tvm/rpc/RPCSession.java | 25 +-
.../src/test/java/org/apache/tvm/TestUtils.java | 4 +-
jvm/native/osx-x86_64/pom.xml | 4 +-
licenses/LICENSE.builtin_fp16.txt | 2 +-
licenses/LICENSE.cma.txt | 2 +-
licenses/LICENSE.concurrentqueue.txt | 2 +-
licenses/LICENSE.libbacktrace.txt | 6 +-
licenses/LICENSE.picojson.txt | 2 +-
mypy.ini | 1 -
python/gen_requirements.py | 2 +-
python/tvm/_ffi/libinfo.py | 2 +-
python/tvm/_ffi/runtime_ctypes.py | 93 +-
python/tvm/auto_scheduler/feature.py | 10 +-
python/tvm/auto_scheduler/measure.py | 17 +-
python/tvm/auto_scheduler/relay_integration.py | 5 +-
python/tvm/autotvm/task/space.py | 330 +-
python/tvm/autotvm/testing/tune_relay.py | 13 +-
python/tvm/autotvm/tophub.py | 2 +
python/tvm/autotvm/tuner/ga_tuner.py | 108 +-
python/tvm/autotvm/tuner/index_based_tuner.py | 73 +-
python/tvm/autotvm/tuner/model_based_tuner.py | 40 +-
python/tvm/autotvm/tuner/sa_model_optimizer.py | 39 +-
python/tvm/autotvm/tuner/tuner.py | 1 +
python/tvm/autotvm/tuner/xgboost_cost_model.py | 7 +-
python/tvm/autotvm/utils.py | 32 -
python/tvm/contrib/hexagon/build.py | 402 ++-
python/tvm/contrib/hexagon/hexagon_profiler.py | 128 +
python/tvm/contrib/hexagon/meta_schedule.py | 25 +-
.../contrib/hexagon/profiling/process_lwp_data.py | 387 +++
python/tvm/contrib/hexagon/pytest_plugin.py | 110 +-
python/tvm/contrib/hexagon/session.py | 74 +-
python/tvm/contrib/hexagon/tools.py | 41 +
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/contrib/xcode.py | 4 +-
python/tvm/driver/build_module.py | 4 +-
python/tvm/driver/tvmc/autotuner.py | 197 +-
python/tvm/driver/tvmc/compiler.py | 118 +-
python/tvm/driver/tvmc/composite_target.py | 12 -
python/tvm/driver/tvmc/transform.py | 12 +-
python/tvm/ir/expr.py | 7 +-
python/tvm/ir/memory_pools.py | 52 +
python/tvm/meta_schedule/__init__.py | 27 +-
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 | 48 +-
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 | 170 +-
python/tvm/meta_schedule/database/json_database.py | 14 +-
.../tvm/meta_schedule/database/memory_database.py | 24 +-
.../meta_schedule/database/schedule_fn_database.py | 21 +-
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 | 68 +-
python/tvm/meta_schedule/postproc/postproc.py | 60 +-
python/tvm/meta_schedule/profiler.py | 6 +-
python/tvm/meta_schedule/relay_integration.py | 396 ++-
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 +-
python/tvm/meta_schedule/schedule/__init__.py | 18 +
python/tvm/meta_schedule/schedule/cpu/__init__.py | 17 +
python/tvm/meta_schedule/schedule/cuda/__init__.py | 17 +
.../tvm/meta_schedule/schedule/generic/__init__.py | 17 +
python/tvm/meta_schedule/schedule/x86/__init__.py | 17 +
python/tvm/meta_schedule/schedule_rule/__init__.py | 6 +-
.../schedule_rule/apply_custom_rule.py | 33 +
.../tvm/meta_schedule/schedule_rule/auto_inline.py | 17 +
.../schedule_rule/multi_level_tiling.py | 37 +
.../meta_schedule/schedule_rule/schedule_rule.py | 67 +-
.../search_strategy/evolutionary_search.py | 16 +-
.../meta_schedule/search_strategy/replay_func.py | 11 +-
.../meta_schedule/search_strategy/replay_trace.py | 12 +-
.../search_strategy/search_strategy.py | 105 +-
.../space_generator/post_order_apply.py | 26 +-
.../meta_schedule/space_generator/schedule_fn.py | 20 +-
.../space_generator/space_generator.py | 150 +-
.../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/conv2d_winograd_cpu.py | 172 -
.../meta_schedule/testing/conv2d_winograd_cuda.py | 173 -
.../meta_schedule/testing/custom_builder_runner.py | 4 +-
.../meta_schedule/testing/dataset_extract_tasks.py | 4 +-
.../testing/dataset_sample_candidates.py | 17 +-
python/tvm/meta_schedule/testing/dummy_object.py | 3 +
python/tvm/meta_schedule/testing/relay_workload.py | 55 +-
python/tvm/meta_schedule/testing/schedule_rule.py | 186 --
.../tvm/meta_schedule/testing/space_generation.py | 51 +-
python/tvm/meta_schedule/testing/te_workload.py | 150 +-
python/tvm/meta_schedule/testing/tlcbench.py | 5 +-
.../testing/torchbench}/__init__.py | 0
python/tvm/meta_schedule/testing/torchbench/run.py | 758 +++++
.../tvm/meta_schedule/testing/torchbench/utils.py | 105 +
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/testing/tune_utils.py | 55 +-
.../tvm/meta_schedule/testing/validate_database.py | 282 ++
python/tvm/meta_schedule/tir_integration.py | 155 +
python/tvm/meta_schedule/trace_apply.py | 39 +
python/tvm/meta_schedule/tune.py | 668 +---
python/tvm/meta_schedule/tune_context.py | 211 +-
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/client.py | 6 +-
python/tvm/micro/project_api/server.py | 84 +
python/tvm/micro/session.py | 58 +-
python/tvm/micro/testing/evaluation.py | 41 +-
python/tvm/relay/backend/_aot.py | 21 +
python/tvm/relay/backend/aot.py | 103 +
.../relay/backend/contrib/ethosu/tir/compiler.py | 11 +-
.../tvm/relay/backend/contrib/ethosu/tir/passes.py | 82 +-
.../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 | 37 +-
python/tvm/relay/backend/utils.py | 7 +
python/tvm/relay/build_module.py | 4 +-
python/tvm/relay/collage/collage.py | 2 +-
python/tvm/relay/frontend/onnx.py | 358 +-
python/tvm/relay/frontend/paddlepaddle.py | 3 +-
python/tvm/relay/frontend/pytorch.py | 87 +-
python/tvm/relay/frontend/qnn_torch.py | 4 +-
python/tvm/relay/frontend/tensorflow2.py | 30 +-
python/tvm/relay/frontend/tflite.py | 29 +-
python/tvm/relay/op/_tensor.py | 13 +
python/tvm/relay/op/contrib/arm_compute_lib.py | 2 +-
python/tvm/relay/op/contrib/clml.py | 91 +-
python/tvm/relay/op/contrib/cmsisnn.py | 47 +-
python/tvm/relay/op/contrib/ethosn.py | 175 +-
python/tvm/relay/op/image/image.py | 2 +-
python/tvm/relay/op/nn/_nn.py | 4 +-
python/tvm/relay/op/op_attrs.py | 60 +
python/tvm/relay/op/reduce.py | 7 +-
python/tvm/relay/op/strategy/adreno.py | 17 +-
python/tvm/relay/op/strategy/arm_cpu.py | 114 +-
python/tvm/relay/op/strategy/bifrost.py | 10 +-
python/tvm/relay/op/strategy/cuda.py | 72 +-
python/tvm/relay/op/strategy/generic.py | 10 +-
python/tvm/relay/op/strategy/hexagon.py | 53 +-
python/tvm/relay/op/strategy/mali.py | 10 +-
python/tvm/relay/op/strategy/x86.py | 10 +-
python/tvm/relay/qnn/op/_qnn.py | 44 +-
python/tvm/relay/qnn/op/legalizations.py | 21 +-
python/tvm/relay/qnn/op/qnn.py | 7 -
python/tvm/relay/qnn/strategy/__init__.py | 23 +
python/tvm/relay/qnn/strategy/generic.py | 276 ++
python/tvm/relay/qnn/strategy/hexagon.py | 172 +
python/tvm/relay/testing/darknet.py | 2 +-
.../transform/fake_quantization_to_integer.py | 50 +-
python/tvm/relay/transform/transform.py | 14 +-
python/tvm/rpc/client.py | 21 +-
python/tvm/runtime/name_transforms.py | 32 +
python/tvm/runtime/ndarray.py | 26 +-
python/tvm/runtime/vm.py | 38 +
python/tvm/script/__init__.py | 7 +-
python/tvm/script/context_maintainer.py | 251 --
python/tvm/script/ir_builder/base.py | 18 +-
python/tvm/script/ir_builder/ir/ir.py | 2 +-
python/tvm/script/ir_builder/tir/__init__.py | 1 +
python/tvm/script/ir_builder/tir/frame.py | 80 +
python/tvm/script/ir_builder/tir/ir.py | 1762 +++++++++-
python/tvm/script/parser.py | 1385 --------
python/tvm/script/parser/__init__.py | 21 +
python/tvm/script/parser/_core.py | 22 +
python/tvm/script/parser/core/__init__.py | 18 +
python/tvm/script/parser/core/diagnostics.py | 256 ++
python/tvm/script/parser/core/dispatch.py | 156 +
python/tvm/script/parser/core/doc.py | 462 +++
.../script/{printer => parser/core}/doc_core.py | 0
python/tvm/script/parser/core/entry.py | 58 +
python/tvm/script/parser/core/evaluator.py | 509 +++
python/tvm/script/parser/core/parser.py | 662 ++++
python/tvm/script/parser/core/utils.py | 95 +
python/tvm/script/parser/ir/__init__.py | 22 +
python/tvm/script/parser/ir/entry.py | 46 +
python/tvm/script/parser/ir/parser.py | 66 +
python/tvm/script/parser/tir/__init__.py | 25 +
python/tvm/script/parser/tir/entry.py | 108 +
python/tvm/script/parser/tir/operation.py | 85 +
python/tvm/script/parser/tir/parser.py | 473 +++
python/tvm/script/{ => parser_v1}/__init__.py | 0
python/tvm/script/{ => parser_v1}/_ffi_api.py | 0
python/tvm/script/parser_v1/context_maintainer.py | 248 ++
python/tvm/script/{ => parser_v1}/diagnostics.py | 0
python/tvm/script/{ => parser_v1}/meta_unparser.py | 0
python/tvm/script/parser_v1/parser.py | 1391 ++++++++
python/tvm/script/{ => parser_v1}/registry.py | 0
python/tvm/script/parser_v1/tir/__init__.py | 33 +
python/tvm/script/parser_v1/tir/__init__.pyi | 475 +++
python/tvm/script/parser_v1/tir/intrin.py | 307 ++
python/tvm/script/{ => parser_v1}/tir/node.py | 0
python/tvm/script/{ => parser_v1}/tir/prim_func.py | 0
python/tvm/script/parser_v1/tir/scope_handler.py | 793 +++++
python/tvm/script/parser_v1/tir/special_stmt.py | 927 ++++++
python/tvm/script/parser_v1/tir/ty.py | 226 ++
python/tvm/script/{ => parser_v1}/utils.py | 0
python/tvm/script/tir/__init__.py | 31 -
python/tvm/script/tir/__init__.pyi | 487 ---
python/tvm/script/tir/intrin.py | 231 --
python/tvm/script/tir/scope_handler.py | 793 -----
python/tvm/script/tir/special_stmt.py | 964 ------
python/tvm/script/tir/ty.py | 216 --
python/tvm/target/target.py | 4 +
python/tvm/te/__init__.py | 1 +
python/tvm/te/hybrid/parser.py | 4 +
python/tvm/te/operation.py | 29 +-
python/tvm/testing/__init__.py | 2 -
python/tvm/testing/plugin.py | 10 +
python/tvm/testing/tir.py | 45 +-
python/tvm/testing/utils.py | 229 +-
python/tvm/tir/__init__.py | 5 +-
python/tvm/tir/analysis/analysis.py | 27 +
python/tvm/tir/buffer.py | 28 +-
python/tvm/tir/expr.py | 2 +
python/tvm/tir/function.py | 127 +-
python/tvm/tir/op.py | 107 +-
python/tvm/tir/schedule/_type_checker.py | 42 +-
python/tvm/tir/schedule/analysis.py | 25 +-
python/tvm/tir/schedule/schedule.py | 467 ++-
python/tvm/tir/schedule/testing.py | 8 +-
python/tvm/tir/schedule/transform.py | 8 +-
python/tvm/tir/tensor_intrin/arm_cpu.py | 6 +-
python/tvm/tir/tensor_intrin/cuda.py | 98 +-
python/tvm/tir/tensor_intrin/hexagon.py | 138 +-
python/tvm/tir/tensor_intrin/rocm.py | 1 +
python/tvm/tir/tensor_intrin/x86.py | 5 +-
python/tvm/tir/transform/transform.py | 66 +-
python/tvm/topi/adreno/__init__.py | 1 +
python/tvm/topi/adreno/conv2d_alter_op.py | 3 +
python/tvm/topi/adreno/conv2d_nchw.py | 10 +-
python/tvm/topi/adreno/conv2d_nhwc.py | 10 +-
python/tvm/topi/adreno/conv2d_winograd_common.py | 7 +-
python/tvm/topi/adreno/depthwise_conv2d_nchw.py | 9 +
python/tvm/topi/adreno/depthwise_conv2d_nhwc.py | 9 +
python/tvm/topi/adreno/reduction.py | 69 +
python/tvm/topi/adreno/utils.py | 31 +-
python/tvm/topi/arm_cpu/arm_utils.py | 58 +-
python/tvm/topi/arm_cpu/conv2d.py | 18 +
python/tvm/topi/arm_cpu/conv2d_alter_op.py | 38 +-
python/tvm/topi/arm_cpu/conv2d_gemm.py | 23 +-
python/tvm/topi/arm_cpu/conv2d_int8.py | 12 +-
python/tvm/topi/arm_cpu/depthwise_conv2d.py | 28 +-
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python/tvm/topi/cuda/conv2d_alter_op.py | 56 +-
python/tvm/topi/cuda/conv2d_nhwc_winograd.py | 4 +-
python/tvm/topi/cuda/conv2d_transpose.py | 2 +-
python/tvm/topi/cuda/conv2d_winograd.py | 35 +-
python/tvm/topi/cuda/reduction.py | 20 +-
python/tvm/topi/generic/conv2d.py | 26 +-
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 | 5 +
python/tvm/topi/hexagon/qnn/adaptive_avg_pool1d.py | 120 +
python/tvm/topi/hexagon/qnn/nn.py | 774 +++++
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python/tvm/topi/hexagon/qnn/quantize.py | 80 +
python/tvm/topi/hexagon/slice_ops/__init__.py | 1 +
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python/tvm/topi/hexagon/slice_ops/dwconv2d.py | 5 +-
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python/tvm/topi/hexagon/tensor_intrin.py | 170 +-
python/tvm/topi/hexagon/utils.py | 31 +
python/tvm/topi/image/grid_sample.py | 18 +-
python/tvm/topi/math.py | 58 +
python/tvm/topi/nn/__init__.py | 1 +
python/tvm/topi/nn/conv2d.py | 352 +-
python/tvm/topi/nn/dense.py | 4 +-
python/tvm/topi/nn/layer_norm.py | 46 +
python/tvm/topi/testing/__init__.py | 1 +
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python/tvm/topi/utils.py | 13 +-
python/tvm/topi/x86/batch_matmul.py | 8 +-
python/tvm/topi/x86/dense.py | 14 +-
python/tvm/topi/x86/dense_alter_op.py | 35 +-
python/tvm/topi/x86/tensor_intrin.py | 14 +-
python/tvm/utils/roofline/__init__.py | 66 +-
python/tvm/utils/roofline/cuda.py | 167 +-
python/tvm/utils/roofline/registry.py | 46 +-
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rust/.rustfmt.toml | 1 -
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src/arith/canonical_simplify.cc | 31 +-
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src/arith/conjunctive_normal_form.h | 49 +
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src/arith/ir_visitor_with_analyzer.cc | 4 +-
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src/arith/modular_set.cc | 13 +-
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src/arith/narrow_predicate_expression.h | 57 +
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src/arith/unwrap_vector_expr.cc | 90 +
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src/meta_schedule/schedule/cuda/thread_bind.cc | 181 +
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src/meta_schedule/schedule_rule/add_rfactor.cc | 11 +-
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src/meta_schedule/schedule_rule/auto_bind.h | 52 -
src/meta_schedule/schedule_rule/auto_inline.cc | 43 +
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src/meta_schedule/schedule_rule/schedule_rule.cc | 217 ++
src/meta_schedule/schedule_rule/winograd.cc | 249 --
.../search_strategy/evolutionary_search.cc | 204 +-
src/meta_schedule/search_strategy/replay_func.cc | 98 +-
src/meta_schedule/search_strategy/replay_trace.cc | 102 +-
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src/meta_schedule/task_scheduler/gradient_based.cc | 202 +-
src/meta_schedule/task_scheduler/round_robin.cc | 23 +-
src/meta_schedule/task_scheduler/task_scheduler.cc | 408 ++-
src/meta_schedule/trace_apply.cc | 259 ++
src/meta_schedule/trace_apply.h | 48 +
src/meta_schedule/tune_context.cc | 165 +-
src/meta_schedule/utils.h | 181 +-
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 +-
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src/printer/tvmscript_printer.cc | 208 +-
src/relay/analysis/util.cc | 3 +-
src/relay/backend/annotate_used_memory.cc | 4 +
src/relay/backend/aot/aot_lower_main.cc | 867 +++++
src/relay/backend/aot/aot_lower_main.h | 58 +
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src/relay/backend/aot_executor_codegen.cc | 5 +-
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src/relay/backend/contrib/clml/codegen.cc | 63 +-
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src/relay/backend/contrib/cmsisnn/buffer_size.h | 36 +-
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src/relay/backend/contrib/cmsisnn/relay_to_tir.cc | 54 +-
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.../backend/contrib/cmsisnn/tir_to_runtime.cc | 4 +-
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src/relay/backend/contrib/ethosn/codegen.cc | 128 +-
src/relay/backend/contrib/ethosn/codegen_ethosn.h | 19 +
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src/relay/backend/contrib/uma/targets.cc | 2 +-
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src/relay/backend/task_extraction.cc | 92 +-
src/relay/backend/te_compiler.cc | 15 +-
src/relay/backend/te_compiler_cache.cc | 344 +-
src/relay/backend/te_compiler_cache.h | 15 +-
src/relay/backend/token_allocator.cc | 201 ++
src/relay/backend/token_allocator.h | 161 +
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src/relay/backend/utils.h | 83 +
src/relay/backend/vm/compiler.cc | 6 +-
src/relay/collage/README.md | 2 +-
src/relay/collage/mock_cost_estimator.h | 10 +
src/relay/ir/dataflow_matcher.cc | 29 +-
src/relay/op/image/grid_sample.cc | 2 +-
src/relay/op/make_op.h | 4 +
src/relay/op/nn/nn.cc | 1 +
src/relay/op/nn/nn.h | 37 +-
src/relay/op/tensor/math.cc | 2 +-
src/relay/op/tensor/reduce.cc | 37 +-
src/relay/op/tensor/transform.cc | 154 +-
src/relay/qnn/op/add.cc | 3 +-
src/relay/qnn/op/convolution_transpose.cc | 10 +-
src/relay/qnn/op/dense.cc | 10 +-
src/relay/qnn/op/mul.cc | 3 +-
src/relay/qnn/op/requantize.cc | 20 +-
src/relay/qnn/op/subtract.cc | 3 +-
src/relay/qnn/pass/legalize.cc | 2 +-
src/relay/qnn/utils.cc | 31 +
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src/relay/quantize/realize.cc | 18 +-
src/relay/quantize/realize.h | 2 -
src/relay/transforms/annotate_texture_storage.cc | 14 +-
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src/relay/transforms/div_to_mul.cc | 86 +
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src/relay/transforms/fold_constant.cc | 20 +-
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src/runtime/aot_executor/aot_executor.cc | 15 +-
src/runtime/builtin_fp16.cc | 11 +-
src/runtime/contrib/arm_compute_lib/acl_utils.cc | 2 +
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src/runtime/contrib/ethosn/ethosn_device.cc | 112 +-
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src/runtime/crt/host/Makefile.template | 87 +
src/runtime/crt/host/main.cc | 2 +-
src/runtime/crt/host/microtvm_api_server.py | 46 +-
src/runtime/cuda/cuda_device_api.cc | 18 +-
src/runtime/dso_library.cc | 14 +
src/runtime/graph_executor/graph_executor.cc | 4 +-
src/runtime/hexagon/README.md | 1 -
src/runtime/hexagon/hexagon_buffer.cc | 64 +-
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src/runtime/hexagon/hexagon_device_api.cc | 102 +-
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src/runtime/hexagon/hexagon_user_dma.h | 36 +-
src/runtime/hexagon/hexagon_vtcm_pool.cc | 165 +
src/runtime/hexagon/hexagon_vtcm_pool.h | 112 +
src/runtime/hexagon/ops/conv2d_fp16_hvx.cc | 489 +++
src/runtime/hexagon/ops/conv_utils.cc | 243 ++
src/runtime/hexagon/profiler/README.md | 99 +
src/runtime/hexagon/profiler/lwp_handler.S | 115 +
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src/runtime/hexagon/rpc/android/session.cc | 2 +-
src/runtime/hexagon/rpc/android_bash.sh.template | 3 +-
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src/runtime/hexagon/rpc/simulator/rpc_server.cc | 27 +
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src/runtime/logging.cc | 36 +
src/runtime/micro/micro_session.cc | 9 +
src/runtime/name_transforms.cc | 44 +
src/runtime/opencl/opencl_common.h | 11 +-
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src/runtime/opencl/opencl_module.cc | 2 +-
src/runtime/opencl/opencl_wrapper/README.md | 25 +
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src/runtime/profiling.cc | 13 +
src/runtime/rocm/rocm_device_api.cc | 3 +-
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src/runtime/rpc/rpc_endpoint.h | 18 +-
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src/runtime/rpc/rpc_session.h | 5 +
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src/runtime/vulkan/vulkan_device.h | 2 +-
src/script/ir_builder/tir/frame.cc | 133 +-
src/script/ir_builder/tir/ir.cc | 594 +++-
src/script/ir_builder/tir/utils.h | 47 +
src/script/printer/doc.cc | 30 +-
src/script/printer/ir_docsifier.cc | 2 +-
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src/target/intrin_rule.cc | 87 +-
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src/target/llvm/codegen_hexagon.cc | 23 +
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src/target/llvm/codegen_llvm.h | 8 +
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src/target/llvm/intrin_rule_nvptx.cc | 3 +
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src/target/llvm/llvm_instance.cc | 2 +
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src/target/parsers/aprofile.h | 43 +
src/target/parsers/cpu.cc | 5 +
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src/target/source/source_module.cc | 9 +-
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src/target/target_kind.cc | 3 +
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src/te/operation/compute_op.cc | 4 +-
src/te/operation/create_primfunc.cc | 63 +-
src/te/operation/create_primfunc.h | 8 +-
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src/tir/analysis/block_access_region_detector.cc | 4 +-
src/tir/analysis/buffer_access_lca_detector.cc | 151 +-
src/tir/analysis/control_flow_graph.cc | 1647 ++++++++++
src/tir/analysis/control_flow_graph.h | 653 ++++
src/tir/analysis/device_constraint_utils.cc | 27 +-
src/tir/analysis/estimate_flops.cc | 6 +-
src/tir/analysis/stmt_finding.cc | 150 +
src/tir/analysis/verify_gpu_code.cc | 13 +
src/tir/analysis/verify_memory.cc | 2 +-
src/tir/contrib/ethosu/passes.cc | 33 +-
src/tir/ir/buffer.cc | 4 +-
src/tir/ir/data_type_rewriter.cc | 546 +++
src/tir/ir/expr.cc | 3 +-
src/tir/ir/expr_functor.cc | 14 +-
src/tir/ir/function.cc | 22 +-
src/tir/ir/functor_common.h | 3 +-
src/tir/ir/index_map.cc | 264 +-
src/tir/ir/script/script_complete.cc | 37 +-
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src/tir/schedule/analysis.h | 104 +-
src/tir/schedule/analysis/analysis.cc | 699 +---
src/tir/schedule/analysis/layout.cc | 49 +-
src/tir/schedule/analysis/reducer.cc | 718 ++++
src/tir/schedule/concrete_schedule.cc | 56 +-
src/tir/schedule/concrete_schedule.h | 8 +-
src/tir/schedule/instruction_traits.h | 4 +-
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src/tir/schedule/primitive.h | 54 +-
src/tir/schedule/primitive/blockize_tensorize.cc | 17 +-
src/tir/schedule/primitive/cache_index.cc | 484 +++
src/tir/schedule/primitive/cache_read_write.cc | 389 ++-
src/tir/schedule/primitive/compute_inline.cc | 46 +-
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src/tir/schedule/primitive/pad_einsum.cc | 475 +++
src/tir/schedule/primitive/reduction.cc | 437 ++-
src/tir/schedule/primitive/rolling_buffer.cc | 474 +++
src/tir/schedule/primitive/sampling.cc | 4 +-
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src/tir/schedule/transform.cc | 51 +-
src/tir/schedule/transform.h | 19 +-
src/tir/schedule/utils.h | 46 +
src/tir/transforms/bf16_legalize.cc | 29 -
src/tir/transforms/common_subexpr_elim_tools.cc | 6 +-
src/tir/transforms/compact_buffer_region.cc | 4 +-
src/tir/transforms/coproc_sync.cc | 4 +-
src/tir/transforms/flatten_buffer.cc | 16 +-
src/tir/transforms/inject_rolling_buffer.cc | 6 +-
src/tir/transforms/inject_software_pipeline.cc | 67 +-
src/tir/transforms/inject_virtual_thread.cc | 10 +-
src/tir/transforms/ir_utils.cc | 2 +-
src/tir/transforms/legalize_packed_calls.cc | 4 +-
src/tir/transforms/lift_attr_scope.cc | 4 +-
src/tir/transforms/loop_partition.cc | 6 +-
src/tir/transforms/lower_async_dma.cc | 197 ++
src/tir/transforms/lower_cross_thread_reduction.cc | 323 +-
src/tir/transforms/lower_match_buffer.cc | 12 +-
src/tir/transforms/lower_tvm_builtin.cc | 31 +-
src/tir/transforms/make_packed_api.cc | 115 +-
src/tir/transforms/make_unpacked_api.cc | 9 +-
src/tir/transforms/narrow_datatype.cc | 286 +-
.../plan_update_buffer_allocation_location.cc | 6 +-
src/tir/transforms/profile_instrumentation.cc | 293 ++
src/tir/transforms/remove_no_op.cc | 15 +-
.../remove_weight_layout_rewrite_block.cc | 213 +-
src/tir/transforms/renew_defs.cc | 37 +-
src/tir/transforms/simplify.cc | 157 +-
src/tir/transforms/storage_access.cc | 4 +-
src/tir/transforms/storage_flatten.cc | 201 +-
src/tir/transforms/texture_flatten.cc | 3 +-
src/tir/transforms/thread_storage_sync.cc | 31 +-
src/tir/transforms/vectorize_loop.cc | 12 +-
src/tir/usmp/algo/hill_climb.cc | 78 +-
src/tir/usmp/analysis/extract_buffer_info.cc | 20 +-
src/tir/usmp/transform/assign_pool_info.cc | 4 +-
.../convert_pool_allocations_to_offsets.cc | 20 +-
src/tir/usmp/transform/create_io_allocates.cc | 5 +-
src/tir/usmp/utils.cc | 6 +-
src/topi/einsum.cc | 353 ++
src/topi/nn.cc | 6 +
src/topi/transform.cc | 4 -
.../hexagon/hexagon_device_api_tests.cc | 44 +
.../hexagon/hexagon_fp16_utils_tests.cc | 289 ++
.../hexagon/hexagon_thread_manager_tests.cc | 39 +-
.../cpp-runtime/hexagon/hexagon_user_dma_tests.cc | 235 +-
.../cpp-runtime/hexagon/hexagon_vtcm_pool_tests.cc | 282 ++
tests/cpp-runtime/hexagon/ring_buffer_tests.cc | 30 +-
tests/cpp-runtime/opencl/opencl_timer_test.cc | 4 +-
tests/cpp/arith_simplify_test.cc | 22 +
tests/cpp/container_test.cc | 135 +
tests/cpp/data_type_rewriter_test.cc | 140 +
tests/cpp/name_transforms_test.cc | 1 +
tests/cpp/ndarray_test.cc | 73 +
tests/cpp/relay/backend/aot/aot_lower_main_test.cc | 63 +
.../backend/contrib/cmsisnn/buffer_size_test.cc | 86 +-
tests/cpp/relay/backend/graph_plan_token_alloc.cc | 351 ++
tests/cpp/runtime/contrib/ethosn/inference_test.cc | 74 +
tests/cpp/target/parsers/aprofile_test.cc | 299 ++
tests/cpp/tvmscript_printer_irdocsifier_test.cc | 13 +-
...tvmscript_printer_traced_object_functor_test.cc | 37 +-
tests/crt/contrib/stm32/Makefile | 2 +-
tests/lint/check_file_type.py | 5 +
tests/lint/check_request_hook.py | 74 +-
tests/lint/cpplint.sh | 3 +-
tests/lint/docker-format.sh | 2 +-
tests/lint/pylint.sh | 20 +-
tests/lint/trailing_newlines.py | 51 +
tests/lint/whitespace.sh | 39 +
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 | 199 ++
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 +-
tests/python/ci/test_ci.py | 410 ++-
tests/python/ci/test_tvmbot.py | 8 +-
tests/python/ci/test_utils.py | 2 +
tests/python/conftest.py | 37 +-
.../contrib/test_arm_compute_lib/test_add.py | 4 +-
.../contrib/test_arm_compute_lib/test_network.py | 25 +-
tests/python/contrib/test_clml/conftest.py | 26 +
tests/python/contrib/test_clml/infrastructure.py | 73 +-
tests/python/contrib/test_clml/test_network.py | 147 +-
tests/python/contrib/test_clml/test_ops.py | 115 +-
tests/python/contrib/test_cmsisnn/test_conv2d.py | 142 +-
tests/python/contrib/test_cmsisnn/utils.py | 65 +-
tests/python/contrib/test_dnnl.py | 5 +-
tests/python/contrib/test_ethosn/infrastructure.py | 43 +-
tests/python/contrib/test_ethosn/test_addition.py | 92 +-
tests/python/contrib/test_ethosn/test_codegen.py | 52 +
.../python/contrib/test_ethosn/test_concatenate.py | 11 +-
.../test_ethosn/test_convert_equivalents.py | 318 +-
.../contrib/test_ethosn/test_depth_to_space.py | 11 +-
.../contrib/test_ethosn/test_fullyconnected.py | 56 +-
.../contrib/test_ethosn/test_inline_partitions.py | 167 +
.../python/contrib/test_ethosn/test_leaky_relu.py | 11 +-
tests/python/contrib/test_ethosn/test_multiply.py | 111 +-
tests/python/contrib/test_ethosn/test_networks.py | 35 +-
.../contrib/test_ethosn/test_partition_params.py | 82 -
tests/python/contrib/test_ethosn/test_relu.py | 11 +-
.../python/contrib/test_ethosn/test_requantize.py | 18 +-
tests/python/contrib/test_ethosn/test_reshape.py | 19 +-
tests/python/contrib/test_ethosn/test_split.py | 24 +-
tests/python/contrib/test_ethosn/test_tanh.py | 11 +-
.../python/contrib/test_ethosn/test_topologies.py | 101 +-
.../test_ethosu/cascader/test_memory_reduction.py | 8 +-
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_encode_constants.py | 61 +-
.../contrib/test_ethosu/test_hoist_allocates.py | 31 +-
.../contrib/test_ethosu/test_layout_optimizer.py | 2 +-
.../contrib/test_ethosu/test_lut_optimizer.py | 2 +-
.../contrib/test_ethosu/test_merge_constants.py | 209 +-
.../test_ethosu/test_remove_concatenates.py | 7 +-
.../contrib/test_ethosu/test_replace_conv2d.py | 48 +-
.../contrib/test_ethosu/test_replace_copy.py | 8 +-
.../test_ethosu/test_replace_depthwise_conv2d.py | 5 +-
tests/python/contrib/test_ethosu/test_scheduler.py | 4 +-
tests/python/contrib/test_hexagon/README.md | 2 +-
tests/python/contrib/test_hexagon/README_RPC.md | 2 +-
.../python/contrib/test_hexagon/benchmark_util.py | 6 +-
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 | 59 +-
.../test_hexagon/metaschedule_e2e/__init__.py | 18 +
.../test_hexagon/metaschedule_e2e/export_models.py | 79 +
.../metaschedule_e2e/test_resnet50_fp16.py | 135 +
.../metaschedule_e2e/test_resnet50_int8.py | 539 +++
tests/python/contrib/test_hexagon/pytest_util.py | 36 +-
.../test_hexagon/test_2d_physical_buffers.py | 78 +-
.../test_hexagon/test_async_dma_pipeline.py | 700 ++++
tests/python/contrib/test_hexagon/test_autotvm.py | 11 +-
.../test_hexagon/test_benchmark_elemwise_add.py | 115 +-
.../test_hexagon/test_benchmark_maxpool2d.py | 206 +-
.../contrib/test_hexagon/test_cache_read_write.py | 221 --
.../test_hexagon/test_fixed_point_conversion.py | 13 +-
.../test_hexagon/test_fixed_point_multiply.py | 160 +-
tests/python/contrib/test_hexagon/test_launcher.py | 324 +-
.../contrib/test_hexagon/test_memory_alloc.py | 32 +-
.../contrib/test_hexagon/test_meta_schedule.py | 399 ++-
tests/python/contrib/test_hexagon/test_models.py | 74 +-
.../contrib/test_hexagon/test_parallel_hvx.py | 244 ++
.../test_hexagon/test_parallel_hvx_load_vtcm.py | 568 ++++
.../contrib/test_hexagon/test_parallel_scalar.py | 173 +
.../contrib/test_hexagon/test_run_unit_tests.py | 4 +
tests/python/contrib/test_hexagon/test_sigmoid.py | 114 +
.../test_hexagon/test_software_pipeline_async.py | 205 ++
.../contrib/test_hexagon/test_thread_pool.py | 10 +-
tests/python/contrib/test_hexagon/test_usmp.py | 10 +-
tests/python/contrib/test_hexagon/test_vtcm.py | 63 +
.../contrib/test_hexagon/test_vtcm_bandwidth.py | 187 ++
.../test_hexagon/test_wo_qnn_canonicalization.py | 282 ++
tests/python/contrib/test_hexagon/topi/__init__.py | 2 +-
.../contrib/test_hexagon/topi/slice_op/__init__.py | 18 +
.../topi/slice_op/test_argmax_slice.py | 119 +
.../topi/slice_op/test_avg_pool2d_slice.py | 470 +++
.../test_hexagon/topi/slice_op/test_cast_slice.py | 203 ++
.../test_hexagon/topi/slice_op/test_clip_slice.py | 125 +
.../topi/slice_op/test_conv2d_slice.py | 336 ++
.../topi/slice_op/test_depthwise_conv2d_slice.py | 340 ++
.../topi/slice_op/test_dequantize_slice.py | 124 +
.../topi/slice_op/test_max_pool2d_slice.py | 405 +++
.../test_hexagon/topi/slice_op/test_relu_slice.py | 118 +
.../topi/slice_op/test_softmax_slice.py | 134 +
.../test_hexagon/topi/slice_op/test_tanh_slice.py | 108 +
.../test_hexagon/topi/test_adaptive_avg_pool1d.py | 185 ++
.../topi/test_add_subtract_multiply.py | 282 +-
.../contrib/test_hexagon/topi/test_argmax_slice.py | 119 -
.../test_hexagon/topi/test_avg_pool2d_slice.py | 469 ---
.../contrib/test_hexagon/topi/test_batch_matmul.py | 65 +-
.../contrib/test_hexagon/topi/test_cast_slice.py | 201 --
.../python/contrib/test_hexagon/topi/test_clip.py | 127 -
.../test_hexagon/topi/test_conv2d_fp16_intrin.py | 246 ++
.../contrib/test_hexagon/topi/test_conv2d_nchw.py | 139 +-
.../contrib/test_hexagon/topi/test_conv2d_nhwc.py | 53 +-
.../contrib/test_hexagon/topi/test_conv2d_slice.py | 339 --
.../test_hexagon/topi/test_conv2d_transpose.py | 90 +-
.../python/contrib/test_hexagon/topi/test_dense.py | 181 +-
.../test_hexagon/topi/test_depth_to_space.py | 135 +
.../test_hexagon/topi/test_depthwise_conv2d.py | 278 +-
.../test_hexagon/topi/test_dequantize_slice.py | 121 -
.../test_hexagon/topi/test_dwconv2d_slice.py | 318 --
.../test_hexagon/topi/test_max_pool2d_slice.py | 386 ---
tests/python/contrib/test_hexagon/topi/test_pad.py | 16 +-
.../contrib/test_hexagon/topi/test_pooling.py | 49 +-
.../contrib/test_hexagon/topi/test_quantize.py | 128 +
.../contrib/test_hexagon/topi/test_reduce.py | 209 +-
.../contrib/test_hexagon/topi/test_relu_slice.py | 123 -
.../contrib/test_hexagon/topi/test_reshape.py | 87 +-
.../contrib/test_hexagon/topi/test_resize2d.py | 149 +-
.../contrib/test_hexagon/topi/test_softmax.py | 118 +-
.../test_hexagon/topi/test_softmax_slice.py | 134 -
.../contrib/test_hexagon/topi/test_tanh_slice.py | 109 -
tests/python/contrib/test_opencl/conftest.py | 29 -
tests/python/driver/tvmc/conftest.py | 16 +
tests/python/driver/tvmc/test_autotuner.py | 16 +
tests/python/driver/tvmc/test_compiler.py | 31 +-
tests/python/driver/tvmc/test_frontends.py | 17 +-
tests/python/driver/tvmc/test_transform.py | 74 +
tests/python/frontend/caffe/test_forward.py | 3 +
tests/python/frontend/darknet/test_forward.py | 2 +-
tests/python/frontend/onnx/test_forward.py | 312 +-
tests/python/frontend/paddlepaddle/test_forward.py | 9 +-
tests/python/frontend/pytorch/test_forward.py | 61 +-
tests/python/frontend/tensorflow/test_forward.py | 2 +-
tests/python/frontend/tflite/test_forward.py | 111 +-
tests/python/integration/test_auto_tensorize.py | 425 +++
.../{test_tuning.py => test_legacy_tuning.py} | 0
.../test_meta_schedule_auto_tensorize.py | 411 ---
tests/python/integration/test_tuning.py | 444 +--
.../relay/aot/test_aot_create_executor_metadata.py | 176 +
.../relay/aot/test_aot_create_function_metadata.py | 302 ++
tests/python/relay/aot/test_cpp_aot.py | 41 +-
tests/python/relay/aot/test_crt_aot_usmp.py | 2 +-
tests/python/relay/aot/test_pass_aot_lower_main.py | 429 +++
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 | 268 +-
.../opencl_texture/test_conv2d_nhwc_texture.py | 101 +
.../relay/opencl_texture/test_reduction_texture.py | 51 +
tests/python/relay/strategy/arm_cpu/test_conv2d.py | 133 +
.../relay/strategy/arm_cpu/test_conv2d_nchw.py | 110 -
.../relay/strategy/arm_cpu/test_conv2d_nhwc.py | 154 -
.../strategy/arm_cpu/test_depthwise_conv2d.py | 241 +-
.../strategy/arm_cpu/test_generalized_conv2d.py | 152 +
.../relay/strategy/arm_cpu/test_group_conv2d.py | 142 +-
tests/python/relay/test_dataflow_pattern.py | 63 +
tests/python/relay/test_ir_parser.py | 2 +-
tests/python/relay/test_name_transforms.py | 4 +-
tests/python/relay/test_op_level1.py | 43 +-
tests/python/relay/test_op_level10.py | 18 +-
tests/python/relay/test_op_level2.py | 82 +
tests/python/relay/test_op_level3.py | 39 +
tests/python/relay/test_op_level4.py | 23 +-
tests/python/relay/test_op_level5.py | 5 +-
tests/python/relay/test_op_qnn_requantize.py | 495 +--
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 +-
.../test_pass_fake_quantization_to_integer.py | 36 +-
tests/python/relay/test_pass_fold_scale_axis.py | 51 +
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 | 173 +-
tests/python/relay/test_pipeline_executor.py | 25 +-
tests/python/relay/test_target_hooks.py | 4 +-
tests/python/relay/test_to_mixed_precision.py | 178 +-
tests/python/relay/test_vm.py | 92 +-
.../transform/test_compiler_function_utils.py | 4 +-
tests/python/target/test_arm_target.py | 37 +-
.../python/test_topi_conv2d_hwnc_tensorcore.py | 4 +-
tests/python/topi/python/test_topi_conv2d_int8.py | 5 +-
tests/python/topi/python/test_topi_einsum.py | 36 +-
.../python/test_topi_group_conv2d_transpose.py | 1 +
tests/python/topi/python/test_topi_image.py | 5 +-
tests/python/topi/python/test_topi_layer_norm.py | 62 +
tests/python/topi/python/test_topi_math.py | 4 +
tests/python/topi/python/test_topi_transform.py | 1 +
.../unittest/test_aot_legalize_packed_call.py | 38 +-
.../unittest/test_arith_canonical_simplify.py | 4 +
tests/python/unittest/test_arith_domain_touched.py | 24 +-
.../test_arith_narrow_predicate_expression.py | 87 +
.../python/unittest/test_arith_rewrite_simplify.py | 73 +-
.../python/unittest/test_auto_scheduler_feature.py | 29 +-
tests/python/unittest/test_autotvm_ga_tuner.py | 89 +
tests/python/unittest/test_autotvm_index_tuner.py | 77 +-
tests/python/unittest/test_autotvm_space.py | 167 +-
tests/python/unittest/test_div_to_mul.py | 31 +
tests/python/unittest/test_index_map.py | 84 +-
tests/python/unittest/test_lower_build.py | 36 +-
.../unittest/test_meta_schedule_cost_model.py | 109 +-
.../test_meta_schedule_custom_rule_winograd_cpu.py | 210 --
...test_meta_schedule_custom_rule_winograd_cuda.py | 331 --
.../python/unittest/test_meta_schedule_database.py | 211 +-
...schedule_feature_extractor_per_store_feature.py | 62 +-
.../unittest/test_meta_schedule_integration.py | 343 --
.../test_meta_schedule_measure_callback.py | 72 +-
...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 | 83 +-
...meta_schedule_postproc_disallow_dynamic_loop.py | 21 +-
..._schedule_postproc_rewrite_cooperative_fetch.py | 22 +-
.../test_meta_schedule_postproc_rewrite_layout.py | 413 ++-
...ta_schedule_postproc_rewrite_reduction_block.py | 21 +-
...est_meta_schedule_postproc_rewrite_tensorize.py | 31 +-
...meta_schedule_postproc_rewrite_unbound_block.py | 26 +-
.../test_meta_schedule_postproc_verify_gpu_code.py | 23 +-
.../test_meta_schedule_relay_integration.py | 821 +++++
...test_meta_schedule_schedule_rule_add_rfactor.py | 305 +-
...eta_schedule_schedule_rule_apply_custom_rule.py | 66 +
.../test_meta_schedule_schedule_rule_auto_bind.py | 160 +-
...test_meta_schedule_schedule_rule_auto_inline.py | 161 +-
...chedule_schedule_rule_cross_thread_reduction.py | 852 ++++-
.../test_meta_schedule_schedule_rule_mlt.py | 655 ++++
.../test_meta_schedule_schedule_rule_mlt_intrin.py | 423 +++
.../test_meta_schedule_schedule_rule_mlt_tc.py | 1119 +++++++
...ta_schedule_schedule_rule_multi_level_tiling.py | 1205 -------
...dule_schedule_rule_parallel_vectorize_unroll.py | 112 +-
...hedule_schedule_rule_random_compute_location.py | 75 +-
.../unittest/test_meta_schedule_search_strategy.py | 101 +-
.../unittest/test_meta_schedule_space_cpu.py | 106 +-
.../test_meta_schedule_space_cpu_winograd.py | 168 +
.../unittest/test_meta_schedule_space_cuda.py | 275 +-
.../test_meta_schedule_space_cuda_winograd.py | 355 ++
.../unittest/test_meta_schedule_space_generator.py | 7 +-
.../unittest/test_meta_schedule_task_scheduler.py | 240 +-
.../unittest/test_meta_schedule_trace_apply.py | 3376 +++++++++++++++++++
.../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 | 252 ++
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 | 41 +-
.../test_tir_analysis_detect_buffer_access_lca.py | 26 +
.../test_tir_analysis_estimate_tir_flops.py | 15 +
.../unittest/test_tir_analysis_stmt_finding.py | 54 +
tests/python/unittest/test_tir_constructor.py | 11 +-
.../python/unittest/test_tir_lower_match_buffer.py | 46 +-
tests/python/unittest/test_tir_ptx_cp_async.py | 7 +-
tests/python/unittest/test_tir_ptx_ldmatrix.py | 8 +-
tests/python/unittest/test_tir_ptx_mma.py | 146 +-
tests/python/unittest/test_tir_ptx_mma_sp.py | 14 +-
.../python/unittest/test_tir_schedule_analysis.py | 75 +-
.../python/unittest/test_tir_schedule_blockize.py | 35 +
.../unittest/test_tir_schedule_cache_index.py | 78 +
.../unittest/test_tir_schedule_cache_read_write.py | 197 +-
.../unittest/test_tir_schedule_compute_inline.py | 178 +
.../unittest/test_tir_schedule_pad_einsum.py | 122 +
tests/python/unittest/test_tir_schedule_reindex.py | 151 +-
tests/python/unittest/test_tir_schedule_rfactor.py | 805 ++++-
.../unittest/test_tir_schedule_rolling_buffer.py | 573 ++++
.../test_tir_schedule_set_axis_separator.py | 41 +-
.../test_tir_schedule_state_cached_flags.py | 116 +-
.../python/unittest/test_tir_schedule_tensorize.py | 118 +-
.../test_tir_schedule_tensorize_ldmatrix_mma.py | 13 +-
tests/python/unittest/test_tir_schedule_trace.py | 1 -
.../unittest/test_tir_schedule_transform_layout.py | 624 +++-
.../python/unittest/test_tir_schedule_utilities.py | 52 +
.../python/unittest/test_tir_te_extern_primfunc.py | 50 +-
.../test_tir_transform_compact_buffer_region.py | 2 +-
.../unittest/test_tir_transform_flatten_buffer.py | 44 +-
.../test_tir_transform_inject_ptx_async_copy.py | 4 +-
.../test_tir_transform_inject_rolling_buffer.py | 25 +-
.../test_tir_transform_inject_software_pipeline.py | 89 +-
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tests/scripts/task_config_build_i386.sh | 2 +-
tests/scripts/task_config_build_jvm.sh | 2 +-
tests/scripts/task_cpp_unittest.sh | 31 +-
tests/scripts/task_java_unittest.sh | 35 +-
tests/scripts/task_lint.sh | 3 +
tests/scripts/task_microtvm_cpp_tests.sh | 42 +
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tests/scripts/task_python_adreno.sh | 66 +
tests/scripts/task_python_ethosn_tests.sh | 7 +-
tests/scripts/task_python_frontend.sh | 2 +-
tests/scripts/task_python_hexagon.sh | 2 +-
tests/scripts/task_python_integration.sh | 2 +-
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vta/tutorials/autotvm/README.txt | 1 -
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web/emcc/wasm_runtime.cc | 10 +-
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