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
discard dad13d1c1b Testing PR13529.
add 49c92d9351 [TIR][Fix] Buffer slicing using index dtype as extent
(#13788)
add a530df8c8f [TIR][Fix] IndexDataTypeNormalizer not unwrapping float
casting (#13789)
add 38a9abb46c [TIR] Fix cache_write bug with allocate const node (#13792)
add 1acb907346 [FIX] Fix Typos in Docs and Comments (#13793)
add 125886350a [TOPI] Fix tuple unpack in conv2d NCHWc int8 (#13761)
add 3b49f7973d [FIX] Minor Compilation Warning Fixes (#13794)
add e25e61857c [Hexagon] Add hexagon user DMA intrins for tensorization
(#13719)
add c9b4016000 [CMSIS-NN] Remove support for the old CMSIS NN project
(#13760)
add 328122675d [TIR][TOPI][x86][CI] Support skylake avx512 (#13621)
add 2e2ae26898 [CI] Cross-compile libtvm_runtime to Aarch64 and run tests
(#13714)
add 7e3dc45fed [TVMScript] Migrate More to TVMScripr Printer (#13785)
add 20b1b80f25 [skip ci][ci][docker] Add cross compilation libs (#13800)
add 6c5be6fbd0 [TVMScript] `T.axis.remap` syntax sugar for TVMScript
printer (#13743)
add da99e9d1b5 [TVMScript] Use TVMScript for all TIR Printing (#13795)
add 0730422ff6 [microNPU] Upgrade to 22.08 version of Arm(R) Ethos(TM)-U
NPU drivers (#13529)
add 60358a145b [microNPU] Add hardware constraints for binary elementwise
(#13772)
add 02e8bbfab6 [Bugfix][TIR] Fix version conflict with typing for Python
3.8.0 (#13744)
add 5d2a947204 [TOPI] Making test_strided_set require a GPU for testing
(#13804)
add a75f110c0e [TIR]Fix the crash of the pass RemoveNoOp (#13808)
add 6e01f3d855 [Adreno] Update interface of AnnotateMemoryScope pass
(#13779)
add cc352a4c34 [ONNX] Extend converter for Attention from Microsoft
onnxruntime contrib opset (#13797)
add c2eee01e6e [Docker]Add dialout group by default on login (#13810)
add cfa65b26c1 [microTVM] Add tutorial on how to generate MLPerfTiny
submissions (#13783)
add 6c2d485a01 [TVMScript] `T.match_buffer` syntax sugar in arguments for
TVMScript printer (#13801)
add 5e36ae331c [TIR][Schedule] Improve cache_index to cache common
subexpressions (#13700)
add 8f80e42114 [TVMScript] `T.allocate` with `T.decl_buffer` syntax sugar
for TVMScript printer (#13813)
add 8f738d001b [TESTING] Enable execution of test_packed_8x8x32_resnet50
(#13799)
add c8973a5507 [COMMUNITY] alanmacd -> Reviewer (#13814)
add fe372a7309 [docker][microTVM]Update zephyr version to 3.2 and Zephyr
SDK to 0.15.2 (#13806)
add efa5a388ce [CI] Update rerun list for tvm-bot (#13817)
add d907de3b35 [Frontend][PaddlePaddle] Add topk op and Fix bug, when the
output is a dimension, it … (#13701)
add ac9fb98857 [TVMScript] Implicit root block syntax sugar for TVMScript
printer (#13819)
add cc7def073b [Bugfix][TIR] Fix version conflict with typing for
different Python versions (3.8.0-3.10.0) (#13820)
add b77d24c384 [microTVM][CRT]Separate CRT template project from
standalone CRT build (#13812)
add 35a66f69e1 [MetaSchedule] add fp16-16-32 TensorCores rule to default
settings (#13822)
add 1bc6dd40c2 [TVMScript] Add ObjectPath to LiteralDoc (#13821)
add e79fac6300 [Metaschedule] get_top_k should not return not built
records (#13824)
add b738d31b87 [Hexagon][Metaschedule] Add timeout_sec arg to
get_hexagon_local_builder (#13828)
add 1d89071863 [TVMScript] More concise `T.allocate` syntax printing
(#13830)
add 1f40b925a5 [TOOL][NATIVE] Android native application for deploy and
run (#13791)
add e77a6d1a05 [TVMScript] Introduce `PrinterConfig` (#13831)
add 127fb1e915 [Hexagon]Float and quantized dense operators with schedules
(#12873)
add 6fdb1b7e38 [RUNTIME] Fix determination of big/little cores domains
(#13832)
add fd3f8035c9 [docker][microTVM]Fix Zephyr 0.15.2 SDK installation and
separate Zephyr python environment (#13829)
add cbdadb96e3 [Adreno] Optimize reduction schedule (#13781)
add 2c109c53e0 [TVMScript] Default to T.Buffer than T.buffer_decl (#13838)
add 5692600961 [TVMScript] Consolidate folder structure (#13841)
add 26d3244fb8 Enhance the --help message of composite target (#13842)
add 239edb5158 [microTVM] Allow multiple runners in tuning micro models
with meta-schedule (#13811)
add 697fdb2cb7 [TVMScript] Comments and docstrings printing (#13839)
add f7dfef4cde [ONNX] QGemm support (#13747)
add 4ddb87631b [microTVM] Fix host-driven AOT memory workspaces (#13807)
add ec72ac6690 [ROCM] Fixes compiling on ROCM 5 and accuracy on dense op
(#13847)
add 18b7dc1dd9 [MetaSchedule] Fix for RewriteLayout + AllocateConst when
the rank of the rewritten weight doesn't change (#13851)
add 56771a87d1 [CLML][RUNTIME] Enable more ops in CLML runtime (#13834)
add 2bfdcbe07a [Relay] Convert negative axes to positive when importing
ONNX Unsqueeze (#13846)
add 16b19582a2 [ETHOSN] Apply FoldConstant before NPU partitioning (#13848)
add 95fa22308b [Hexagon][CI] Updated sha for builder LLVM (#13418)
add c2cc01910c [microTVM] Update tutorials (#13845)
add 1bc8cf80d0 [ONNX] Support Bernoulli op on ONNX front-end (#13802)
add 0c2ab1bb42 [Arith] Support eq in detect_clip_bound (#13746)
add acde2c1fc3 [topi] remove comment redundancy in resize.py (#13860)
add 10d6c17238 [WASM][FIX] test tests/node/websock_rpc_test.py (#13862)
add 3c81d9bbac [RUNTIME][CLML] OpenCLML tuning and profiling enhanced
(#13843)
add e6262bf985 [ONNX] Support SequenceLength op (#13863)
add 76c5186e15 Enable C++17 for cmake modules (#13869)
add 803207c256 [Hexagon][CI] Update the docker image ID to reflect newer
LLVM (#13870)
add c81aaa852c [LLVM] Remove call to EmitDebugLocation from AddAliasInfo
(#13872)
add 558c994d1a [TIR][FIX] check args size when creating prim_func by
runtime::Registry (#13809)
add 4daf38f691 [TVMScript] Robustify the Highlight Printer (#13861)
add 0d5baacc02 [ONNX] Support SequenceErase op (#13865)
add d8833bdbbe [ONNX] Support SequenceEmpty op (#13866)
add 5e652c1a7a [CI] NNPACK build issue workaround (#13873)
add 73740385a9 [microTVM]Refactor test and add skip to current failing
tests/boards (#13858)
add 206f085b03 [TIR][TOPI][CI] Fix number of arguments in calls of
llvm_pure_intrin (#13881)
add c3fe08fb20 [ARITH] support floordiv in deduce bound (#13880)
add 7db77ada3d [Build] Fix misleading error messages (#13887)
add a1229f6fe4 [TIR] Handle nullptr returned by FindEntryFunc (#13852)
add d6f78b1acc [microTVM] Update Zephyr version and Zephyr SDK version
(#13818)
add 9bbc2c0ab7 [MetaSchedule] Use `shared.dyn` for Tensor Core Schedule
Rules (#13891)
add 2ced7a72a1 [microTVM] Clean-up test_crt.py and add to pylint (#13886)
add 2877c5a3cf [COMMUNITY] Wrongtest -> PMC (#13893)
add ba936e9547 [CUTLASS][Ansor] Combine CUTLASS and Ansor (#13879)
add 49849c8c3e Extend the USE_LIBBACKTRACE option (#13816)
add f0ea9e461a [RUNTIME] Fix the manual determination of cores in
FillDataForMeasure (#13849)
add 9008ec21ba [VM][DMLC] Lower memory usage when loading and dumping
weights (#13877)
add 7aecc1a44d [Torch] Fix advanced indexing with NoneType index arguments
(#13826)
add 37e1a6862c [QNN][Relay][Topi] Add qnn.dense with weight layout (#13854)
add ea34e6eb0b [TOPHUB] use keys as a keyword for searching of existing
statistics (#13874)
add 099ed94951 [OpenCL] Implement save/load pre-compiled programs (#13868)
add a89ff3e62f [tir] fix buffer_decl buffer allocation (#13906)
add 666006e926 [Doc] fix doc for tvm.te.const() (#13904)
add d35a8ab135 [CLML][CODEGEN] CLML native codegen utility (#13837)
add 209f074e96 [CI] Pass the 'path' parameter passed to cmake_build to the
task_build.py script (#13905)
add 583f5ae37c [ONNX] Support Bitwise operations (#13888)
add 62a69a6c93 [TVMC] Stop printing a wall of warnings with tvmc tune
(#13882)
add fb2315a266 [Fix][Arith] Analyzer simplification starts with canonical
(#13875)
add e34506caaa Fix numpy version constraint (#13912)
add 98008c2d67 [Fix][TVMScript] Fix `LetStmt` printing logic (#13900)
add f7aeaf1d38 [TVMScript] Connect `assert_structural_equal` with new
TVMScript printer (#13859)
add cec5f0bc10 [microNPU] Add rescale parameters for binary elementwise
(#13890)
add 60fcb0dede Revert the changes for NNPACK build issue (#13913)
add 5456fae776 [TVMScript,Fix] Fix findsource when classes are indented
(#13924)
add 282f17584b [Arith] Updated incorrect simplification rule (#13922)
add 7323e1d16f [OpenCL] Refactor OpenCL init function (#13919)
add c8b99a93a1 Fix build platform environment variable (#13914)
add 7149142781 [TVMScript] Schedule error reporting with new TVMScript
printer (#13921)
add 6fb961a945 [CI] Include static builds of the runtime as part of CI
(#13612)
add c36ae1cb3a [Arith][UnitTest] Parametrize tests of RewriteSimplifier
(#13923)
add 2e30e772a7 [CMSIS-NN] Add int16 add and mul operator support (#13920)
add 3ee29e38d8 [PyTorch] Fix in matmul function that enables working with
all sizes … (#13927)
add 36f45bb562 [Metaschedule,Fix] Move x86 feature detection to target
directory for metaschedule (#13925)
add 45a92df36a [TVMScript] Support `show_meta` (#13934)
add cf721d4c34 [TIR] Allow TransformLayout index_map to contain RVs
(#13930)
add 1de5c728ee [ETHOSN] Support for addition with constant input (#13931)
add 5cf3405033 [Frontend][Tensorflow] Update Select to SelectV2 (#13884)
add cff4568b8a [microNPU] Merge LUT activation with binary elementwise
operation (#13935)
add 142ea59fbf [Adreno] Extend pack_filter for HWIO layout (#13939)
add 6f0e2edd71 [Torch] Added tests in test_forward_linear (#13937)
add 256bad71ec [TVMScript][UX] Introduce decorator for deprecation (#13941)
add 3b141b9d25 [TIR] Expose bitwise ops to python (#13945)
add 0e8f52b631 [ci] Disable Windows-Static-Runtime (#13951)
add 2dd52dae3a [TensorRT] Fix BiasAdd with correct axis attribute (#13953)
add 78ea7958c9 [CI] Fix for NNPack error due to misalignment with
pthreadpool library (#13940)
add 49b6c3ae4e [Minor] Change file mode 755 -> 644; EOL CRLF -> LF (#13959)
add a49a7fee49 [Relay][Pass] Separate out the graph partitioning code from
fuse_ops.cc (#13964)
add 43c281053e [MetaSchedule] Fix a typo in MemoryDatabase (#13928)
add 09f38ac91c [TVMScript][Fix] Print Multi-line String as Metadata
(#13965)
add 8401bf6987 [TVMScript] Deterministic function ordering (#13962)
add 325161964b [TVMScript] Enable Safe Autocasting in BufferStore (#13960)
add 8b2b1655cd [Fix][MetaSchedule] RPCRunner timeout when queueing up
(#13963)
add a5a6e7fa1b Fix out of bound enum conversion (#13967)
add dc626f33e3 [TVMScript] Unify `T.handle` and `T.Ptr` (#13969)
add 82cf9f72d6 [TVMScript] Simplify TIR Var Definition (#13970)
add bea4919a75 [TVMScript] Encourage using T.Buffer directly (#13971)
add 266ff51d2a [ONNX] Extend reduction types supported by ScatterND
(#13946)
add a1dc4b91a4 [microTVM] Refactor required external functions in CRT to
platform-template.c (#13885)
add 53f4b2cce9 [CI] Enable USE_MICRO in minimal cross ISA build (#13942)
add b371c4625d [Hexagon] Improve cache management strategy for
HexagonBuffer (#13883)
add b5e0f6b8bb [Diagnostic] Support constructing Diagnostic Error through
ObjectRef (#13977)
add 74b9720880 [TOPI][Fix] Pool must return error if layout is tiled on H,
W, D dimensions (#13975)
add c6ce283fde [UX] Make T.prim_func typecheck as staticmethod (#13980)
add f6cebb5d60 [microTVM] additional refactoring for enabling USE_MICRO in
more builds (#13909)
add e516eaaea1 [testing][py_converter] Enhance py_converter to better
support entire modules (#13769)
add affcc11c2e [Keras] Fix importing conv2d_transpose for NHWC layout
(#13998)
add 1e5a830784 [microTVM]Refactor crt_config.h header file generation
(#13955)
add a6f4694bf9 [CI][Flaky] Skip zephyr_qemu-x86 tests that are part of
task_python_microtvm (#14005)
add 967d2bb807 [Build] Fix find_include_path when using TVM python package
(#14007)
add aa927df6b3 [Metaschedule] EvolutionarySearchNode::State constructor
typo fix (#14002)
add e7ad4bc071 [CLML] Changes corresponding to OpenCL workspace
refactorization (#13972)
add 0dd3d4aab6 [ACL][TESTING] Use pytest.mark.parametrize in ACL conv2d
tests (#14011)
add 0c965f442a [ONNX] Support ScatterElements with reduction (#13894)
add d7253fbc7e [TIR] Add cp.async support for tir.if_then_else (#13966)
add d12a636897 Refactor test to make it easier for user to understand how
tensor_intrin works (#14017)
add b1397367fc [FIX][RUNTIME] Convert container with function value type
(#14024)
add a543f6bebf [Arith] Implemented PMatchesOneOf and matches_one_of
(#13933)
add 14bc5e4585 [FIX][TOPI] Clip with IntImm/FloatImm (#14027)
add 6f232f91be [TIR] [Bugfix] Pass the correct block_sref_reuse to Replace
(#14023)
add ac57b013b2 [TIR] Update block flags and simplify predicate in
Reverse-Compute-Inline (#14030)
add 8613c79aa0 [TIR] Enable Host Func Attribute for PrimFunc (#14020)
add 054c11e101 [TOPI] Fix index dtype in topi strided_slice (#14022)
add 87bb8b1be8 [TIR] Introduce Pass InjectPTXLDG32 (#13973)
add 7249904622 [AutoScheduler][AutoTVM] Enable xgboost >= 1.7.x new
changes (#14036)
add 9f28b1da7a [WEB] Update web runtime to support latest emcc (#14046)
add c429a3b6a1 [WEB] WebGPU Codegen (#14048)
add 697c724e92 [Runtime] Add missing Type2Str for TVMByteArray (#14051)
add 5562d906f9 [BYOC] Update CUTLASS backend (SIMT support and codegen
clean up) (#14056)
add f80771f556 [Frontend][Paddle] Add norm and one_hot_v2 op (#14049)
add 5ec33bb558 [TOPI] Support non-batch cases for topi.nll_loss (#14060)
add 347d79cbcf [microTVM][CRT]Move Makefile to CMake to be cross-platform
compatible (#14013)
add 49e098971f [APP] Update android_rpc build tools version (#14052)
add b59da5904c [Target] Add target tags for Apple Silicon GPU (#14068)
add fbd641c92b [TOPI] Bugfix arm_cpu schedule_conv2d_spatial_pack_nhwc
schedule (#14003)
add 19d970cab1 [MetaSchedule] Fix anchor-block flow with empty design
space generator (#14047)
add a06c36c5b6 [CI] Fix test skipping pytest attribute (#14064)
add 0a269defe1 [Codegen][CUDA] Add error message for missing fragment info
(#14073)
add bd26c24c69 [MetaSchedule] MutateTileSize skip single-candidate
SampleCategorical (#14072)
add 6191711a16 [COMMUNITY] mkatanbaf -> Reviewer (#14085)
add 330fe8d17c [CRT] USE CMake for CRT standalone libraries (#14025)
add 5f610f45a0 [CI] Update Compute Library to v22.11 (#14084)
add 3cdb079407 [TORCH] scatter_reduce implementation (#14018)
add 1e988a4a6f [WEB] Reduce memleak in web runtime (#14086)
add b732e3c021 [AoT]Add get_input_name function to AoT Module (#14071)
add a3b51f11b2 [microTVM]Add test for MLPerfTiny models (#13978)
add be2bbe2cfb [COMMUNITY] Add new key for release signing (#14105)
add e0a825d636 [microTVM][Zephyr] Remove unnecessary use of
generate_c_interface_header (#14091)
add a8c5804c49 [CI] Add onnx dependency to
test_auto_tensorize.py::test_vnni_bert_int8 (#14102)
add c64f46212c [TOPI][Relay][ONNX] Replace scatter_add by
scatter_elements(reduction="add") (#14008)
add 125bbb271b [LLVM] Add support for DeclBufferNode (#14103)
add d5806eca76 [Frontend][Paddle] Add where_index op and add vm for paddle
frontend's unitest (#14099)
add 9b6df18f3a [TORCH][TOPI] Support mean reduction for scatter_reduce
(#14110)
add 265bebf65f [Runtime] Fix Potential DeviceAPIManager Memory Bug (#14114)
add 74bcca2535 [Docker] Update ci-cpu and ci-arm to tag
20230223-070143-a3b51f11b (#14116)
add f7165a1328 [microTVM] Fix tvmc tutorial (#14076)
add 10fb8c52d9 [MetaSchedule] Introduce Async Pipeline in MultiLevelTiling
(#14009)
add 9fab56c4c1 [TVMScript] Use op attribute to control whether to print
dtype in TVMScript (#14111)
add 1ad1994f5f [Fix][TVMScript] Fix index of metadata in printed script
(#14130)
add f21a17b67c [Pytorch] frontend full_impl fix (#14122)
add d9b0a80e1b [DOCKER] Configurable NDK version support (#14000)
add 54a62c1b53 [Fix][TIR] SampleCategorical apply-to-schedule (#14133)
add 74603eeac3 [Arith] ConstIntBound was incorrectly assuming bounds were
over int64… (#13918)
add 0e046daf9e [CMSIS-NN] Reduction in code size of AOT test runner binary
(#13815)
add 77df6e8d7c [CMSIS-NN] Add a runtime error message (#13643)
add bf589f3d11 [CRT]Cleanup unused macros in crt_config.h.template (#14125)
add 663f7ae77b [Fix][Relay] Fix axis transformation in squeeze shape
function (#14135)
add 4d152fe7c2 [Unittest] merge test_cp_async_in_if_then_else into
test_tir_transform_inject_ptx_async_copy (#14138)
add 2feb243bb7 [Frontend][TFLite] Fix conv2d import bug (#14124)
add 6097df5307 [ONNX][TORCH] Replace scatter op by scatter_elements
(#14019)
add 2b2cb96733 [TVMScript][Printer] Remove relax prefix for now (#14140)
add 7d67bb1be4 [microNPU] Sum legalization support (#13997)
add 7c06de52a1 [Fix][MetaSchedule] Fix redundant stages in async pipeline
for mlt (#14143)
add 428400c6e0 [COMMUNITY] Cheng Wen -> Reviewer (#14153)
add 1043136c9f [Runtime] Fix high RAM usage when saving / loading
paramters of big models (#14147)
add e9cf04e0e4 [Relay][Frontend] Span Filling PyTorch (#14050)
add 6c04ac52bd [TRT][BYOC] allow strided_slice ops on selected dimensions
(#14142) (#14144)
add 69acdfb042 [ONNX][TOPI] Add `DFT` operator (#13999)
add 908dc8f8ab [CRT][microTVM] Enable USMP by default for AoTExecutor +
CRT runtime (#14107)
add 25f4d06c55 [Android] Fix using system libraries in Android apps
(#14145)
add 05cbe329d8 [microTVM]Enable TVMC micro with AoT Executor (#14077)
add bd8e7d3bd3 [bugfix] Fix the write buffer scope of `mma_store_impl`
(#14174)
add cb37b82608 [Relay] Enhance EliminateCommonSubexpr to support Tuple
argument (#14169)
add 91dc8efe0f [TIR] Fix typo in doc (#14178)
add a42e98b195 [microTVM] Use QNN schedules to give SOTA performance
(#13752)
add bc92a3ff66 Add v0.11.0 docs link to site (#14181)
add df429c58d8 [TIR] Allow TransformLayout with non-inversible index map
(#14095)
add c0f148a231 [TIR][Analysis] Implement IdentifyMemCpy analysis function
(#13947)
add 736cecab3f [HotFix][MetaSchedule] Turn off database shash check
(#14188)
add 22c47ee6de [TOPI] Batch Norm Training Mode (#14190)
add baedf7f04d [TOPI] Group normalization (#14193)
add befdc4e631 [Fix][TIR] LowerCrossThreadReduction with write-back
predicate (#14199)
add a15ade30b1 [TVMC] Add option to dump TIR code to file (#14186)
add 424c749a3d [MetaSchedule] Tile and pack intermediate output for CUDA
TensorCore (#14108)
add e1c2ad18e9 [TVMScript] Distinguish LetStmt and Let expression (#14207)
add 9b9124721c [Frontend][PaddlePaddle] Fix bug in tests for upgrading
paddlepaddle to 2.4.2 (#14206)
add 012d6a72f6 [IR] Platform-independent SHash (#14204)
add 2f2d5d439a [MetaSchedule] preseve global_symbol attached to function
after applying MS (#14219)
add be66a7e0e4 [TVMScript] Sugar T.env_thread + T.launch_thread (#14217)
add 2c4af88563 [TVMScript] Sugar Var Definition in TIR Buffer (#14223)
add 082c4432fb [Refactor] Move `VarUseDefAnalysis` to header file (#14185)
add ca48cafae3 [Docker] Add script to build llvm from source (#13823)
add 56ddd37d78 [TIR] Enhance loop unroll with unroll local access (#14224)
add e59d1efc68 [Fix][TVMScript]TVMScript BinOP printing refactor (#14200)
add 9d732d0faa [TensorIR][Primitive] New schedule primitive
`reindex_cache_read/write` (#14161)
add e8576db88b [Fix]Fix function ObjectPath in IRModule SEqual (#14230)
add 902c2e2db7 [TVMScript] Support SizeVar Roundtripping (#14227)
add 1453fe0780 [PaddlePaddle Hackathon 4][Frontend][Paddle]Add
tile/mish/stack/unstack/silu/softshrink/where op for paddle frontend (#14160)
new 42b30ff2c5 update cpu and gpu image
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Summary of changes:
.asf.yaml | 1 +
.github/workflows/main.yml | 35 +
.gitmodules | 3 +
3rdparty/cnpy | 1 +
3rdparty/cutlass | 2 +-
CMakeLists.txt | 45 +-
CONTRIBUTORS.md | 5 +-
KEYS | 60 +
LICENSE | 1 +
apps/android_camera/README.md | 15 +-
apps/android_camera/app/build.gradle | 11 +-
.../app/src/main/AndroidManifest.xml | 6 +-
apps/android_camera/build.gradle | 4 +-
apps/android_camera/models/prepare_model.py | 2 +-
apps/android_deploy/README.md | 25 +-
apps/android_deploy/app/build.gradle | 25 +-
apps/android_deploy/app/download-models.gradle | 18 +
.../app/src/main/AndroidManifest.xml | 6 +-
apps/android_deploy/build.gradle | 4 +-
apps/android_rpc/README.md | 21 +-
apps/android_rpc/app/build.gradle | 24 +-
apps/android_rpc/app/src/main/AndroidManifest.xml | 6 +-
apps/android_rpc/build.gradle | 4 +-
apps/bundle_deploy/Makefile | 36 +-
apps/bundle_deploy/build_model.py | 2 +
apps/bundle_deploy/crt_config/crt_config.h | 53 -
apps/cpp_clml/CMakeLists.txt | 61 +
apps/cpp_clml/README.md | 145 ++
apps/cpp_clml/clml_runner.cc | 818 +++++++++
apps/cpp_clml/clml_runner.h | 262 +++
apps/cpp_clml/main.cc | 243 +++
apps/cpp_clml/scripts/clml_codegen.py | 64 +
apps/cpp_rtvm/CMakeLists.txt | 98 +
apps/cpp_rtvm/README.md | 368 ++++
apps/cpp_rtvm/main.cc | 273 +++
.../cpp_rtvm/scripts/download_models.py | 29 +-
apps/cpp_rtvm/tvm_runner.cc | 347 ++++
apps/cpp_rtvm/tvm_runner.h | 97 +
.../template_project/crt_config/crt_config.h | 57 -
.../template_project/launch_microtvm_api_server.sh | 28 +-
.../template_project/microtvm_api_server.py | 23 +-
.../src/example_project/{model.c => platform.c} | 25 +-
.../src/example_project/{model.h => platform.h} | 4 -
.../src/example_project/project.ino | 4 +-
.../host_driven/{model_support.c => platform.c} | 12 +-
apps/microtvm/cmsisnn/Makefile | 10 +-
apps/microtvm/cmsisnn/convert_image.py | 8 +
apps/microtvm/cmsisnn/include/crt_config.h | 26 -
apps/microtvm/ethosu/Makefile | 11 +-
apps/microtvm/ethosu/convert_labels.py | 7 +
apps/microtvm/ethosu/include/crt_config.h | 26 -
.../template_project/CMakeLists.txt.template | 39 +-
.../template_project/crt_config/crt_config.h | 67 -
.../template_project/launch_microtvm_api_server.sh | 19 +-
.../zephyr/template_project/microtvm_api_server.py | 110 +-
.../src/aot_standalone_demo/main.c | 196 +-
.../src/aot_standalone_demo/platform.c | 126 ++
.../src/aot_standalone_demo/zephyr_uart.c | 87 -
.../src/host_driven/fvp/semihost.c | 2 +-
.../zephyr/template_project/src/host_driven/main.c | 166 +-
.../template_project/src/host_driven/platform.c | 155 ++
.../zephyr_uart.h => mlperftiny/platform.cc} | 53 +-
.../src/mlperftiny/submitter_implemented.cc | 175 +-
.../template_project/src/mlperftiny/tvmruntime.cc | 164 --
.../template_project/src/mlperftiny/tvmruntime.h | 62 -
.../template_project/src/mlperftiny/zephyr_uart.cc | 89 -
.../template_project/src/mlperftiny/zephyr_uart.h | 51 -
apps/microtvm/zephyr_cmsisnn/CMakeLists.txt | 47 +-
apps/microtvm/zephyr_cmsisnn/include/crt_config.h | 54 -
.../zephyr_cmsisnn/model/convert_labels.py | 14 +
apps/microtvm/zephyr_cmsisnn/src/main.c | 4 +-
apps/pt_tvmdsoop/tests/test_as_torch.py | 2 +-
apps/pt_tvmdsoop/tests/test_boolean_tensor.py | 8 +-
ci/jenkins/docker-images.ini | 12 +-
ci/jenkins/generated/arm_jenkinsfile.groovy | 6 +-
ci/jenkins/generated/cortexm_jenkinsfile.groovy | 4 +-
ci/jenkins/generated/cpu_jenkinsfile.groovy | 6 +-
ci/jenkins/generated/docker_jenkinsfile.groovy | 4 +-
ci/jenkins/generated/gpu_jenkinsfile.groovy | 4 +-
ci/jenkins/generated/hexagon_jenkinsfile.groovy | 4 +-
ci/jenkins/generated/i386_jenkinsfile.groovy | 6 +-
ci/jenkins/generated/lint_jenkinsfile.groovy | 4 +-
...groovy => minimal_cross_isa_jenkinsfile.groovy} | 43 +-
ci/jenkins/generated/minimal_jenkinsfile.groovy | 6 +-
ci/jenkins/generated/riscv_jenkinsfile.groovy | 4 +-
ci/jenkins/generated/wasm_jenkinsfile.groovy | 4 +-
ci/jenkins/templates/arm_jenkinsfile.groovy.j2 | 2 +-
ci/jenkins/templates/cpu_jenkinsfile.groovy.j2 | 2 +-
ci/jenkins/templates/i386_jenkinsfile.groovy.j2 | 2 +-
....j2 => minimal_cross_isa_jenkinsfile.groovy.j2} | 29 +-
ci/jenkins/templates/minimal_jenkinsfile.groovy.j2 | 2 +-
ci/jenkins/templates/utils/Build.groovy.j2 | 2 +-
ci/scripts/github/github_tvmbot.py | 1 +
ci/scripts/jenkins/s3.py | 3 +
cmake/config.cmake | 18 +
cmake/libs/Libbacktrace.cmake | 4 -
cmake/modules/Arduino.cmake | 79 -
cmake/modules/LibInfo.cmake | 1 +
cmake/modules/Logging.cmake | 106 +-
cmake/modules/Micro.cmake | 102 ++
cmake/modules/StandaloneCrt.cmake | 103 +-
cmake/modules/Zephyr.cmake | 4 +-
cmake/modules/contrib/CLML.cmake | 2 +-
.../utils/CRTConfig.cmake | 22 +-
cmake/utils/FindLLVM.cmake | 12 +-
docker/Dockerfile.ci_adreno | 8 +-
docker/Dockerfile.ci_arm | 4 +-
docker/Dockerfile.ci_cortexm | 7 +-
docker/Dockerfile.ci_cpu | 3 -
docker/Dockerfile.ci_hexagon | 2 -
docker/Dockerfile.ci_riscv | 8 +-
docker/Dockerfile.demo_android | 2 -
docker/build.sh | 13 +
.../ubuntu_download_arm_compute_lib_binaries.sh | 2 +-
docker/install/ubuntu_init_zephyr_project.sh | 2 +-
docker/install/ubuntu_install_androidsdk.sh | 43 +-
.../install/ubuntu_install_ethosu_driver_stack.sh | 3 -
docker/install/ubuntu_install_hexagon.sh | 5 +-
docker/install/ubuntu_install_llvm_from_source.sh | 100 +
docker/install/ubuntu_install_nnpack.sh | 8 +-
docker/install/ubuntu_install_paddle.sh | 2 +-
docker/install/ubuntu_install_zephyr.sh | 31 +-
docker/install/ubuntu_install_zephyr_sdk.sh | 19 +-
docker/python/ci-constraints.txt | 2 +-
docker/with_the_same_user | 1 +
docs/conf.py | 19 +-
docs/dev/how_to/debugging_tvm.rst | 2 +-
docs/install/from_source.rst | 4 +-
docs/script_convert.py | 28 +-
docs/topic/microtvm/index.rst | 11 +-
.../how_to/work_with_microtvm/install_zephyr.rst | 14 +-
gallery/how_to/work_with_microtvm/micro_aot.py | 21 +-
.../how_to/work_with_microtvm/micro_autotune.py | 13 +-
gallery/how_to/work_with_microtvm/micro_ethosu.py | 6 +-
.../how_to/work_with_microtvm/micro_mlperftiny.py | 304 ++++
gallery/how_to/work_with_microtvm/micro_pytorch.py | 20 +-
.../work_with_microtvm/micro_reference_vm.py | 159 --
gallery/how_to/work_with_microtvm/micro_tflite.py | 72 +-
gallery/how_to/work_with_microtvm/micro_train.py | 14 +-
gallery/how_to/work_with_microtvm/micro_tvmc.sh | 76 +-
.../work_with_relay/using_pipeline_executor.py | 8 +-
gallery/tutorial/autotvm_relay_x86.py | 2 +-
gallery/tutorial/tvmc_command_line_driver.py | 2 +-
include/tvm/ir/diagnostic.h | 29 +-
include/tvm/ir/expr.h | 4 +-
include/tvm/ir/module.h | 82 +-
include/tvm/ir/{span.h => source_map.h} | 96 +-
include/tvm/ir/transform.h | 1 -
include/tvm/ir/type.h | 21 +-
include/tvm/ir/type_functor.h | 4 +-
include/tvm/meta_schedule/database.h | 7 +-
include/tvm/meta_schedule/mutator.h | 2 -
include/tvm/meta_schedule/postproc.h | 4 +-
include/tvm/meta_schedule/schedule_rule.h | 4 +-
include/tvm/node/reflection.h | 2 +-
include/tvm/node/repr_printer.h | 35 +
include/tvm/node/script_printer.h | 121 ++
include/tvm/node/structural_equal.h | 11 +-
include/tvm/node/structural_hash.h | 74 +-
include/tvm/parser/source_map.h | 119 --
include/tvm/relay/attrs/transform.h | 32 +-
include/tvm/relay/base.h | 30 +-
include/tvm/{ir => relay}/error.h | 16 +-
include/tvm/relay/expr.h | 3 +-
include/tvm/relay/expr_functor.h | 2 +-
include/tvm/{parser => relay}/parser.h | 16 +-
include/tvm/relay/pattern_functor.h | 2 +-
include/tvm/relay/transform.h | 9 +-
include/tvm/runtime/c_runtime_api.h | 7 +
include/tvm/runtime/container/string.h | 73 +-
include/tvm/runtime/crt/aot_executor.h | 10 +
include/tvm/runtime/crt/microtvm_rpc_server.h | 2 +
include/tvm/runtime/crt/platform.h | 9 +
include/tvm/runtime/metadata_base.h | 5 +-
include/tvm/runtime/ndarray.h | 8 -
include/tvm/runtime/packed_func.h | 4 +
include/tvm/script/ir_builder/tir/ir.h | 44 +-
include/tvm/script/printer/doc.h | 88 +-
include/tvm/script/printer/ir_docsifier.h | 65 +-
include/tvm/script/printer/ir_docsifier_functor.h | 3 +
include/tvm/script/printer/printer.h | 91 -
include/tvm/target/virtual_device.h | 18 +-
include/tvm/tir/analysis.h | 39 +-
include/tvm/tir/builtin.h | 12 +
include/tvm/tir/expr.h | 3 -
include/tvm/tir/function.h | 17 +-
include/tvm/tir/index_map.h | 23 +-
include/tvm/tir/op.h | 9 +
include/tvm/tir/op_attr_types.h | 21 +
include/tvm/tir/schedule/schedule.h | 43 +-
include/tvm/tir/stmt.h | 2 +
include/tvm/tir/transform.h | 10 +-
include/tvm/tir/var.h | 7 +
include/tvm/topi/elemwise.h | 49 +-
include/tvm/topi/nn.h | 28 +
include/tvm/topi/nn/group_norm.h | 151 ++
include/tvm/topi/nn/pooling.h | 44 +-
include/tvm/topi/transform.h | 16 +-
python/gen_requirements.py | 4 +-
python/tvm/_ffi/libinfo.py | 8 +-
python/tvm/auto_scheduler/compute_dag.py | 0
python/tvm/auto_scheduler/cost_model/xgb_model.py | 202 ++-
python/tvm/auto_scheduler/relay_integration.py | 8 +-
python/tvm/autotvm/measure/measure_methods.py | 2 +-
python/tvm/autotvm/tophub.py | 10 +
python/tvm/autotvm/tuner/xgboost_cost_model.py | 201 ++-
python/tvm/{parser => contrib/cutlass}/_ffi_api.py | 5 +-
python/tvm/contrib/cutlass/build.py | 65 +-
python/tvm/contrib/cutlass/conv2d_operation.py | 186 ++
python/tvm/contrib/cutlass/conv2d_profiler.py | 6 +-
python/tvm/contrib/cutlass/gemm_operation.py | 89 +
python/tvm/contrib/cutlass/gen_gemm.py | 8 +-
python/tvm/contrib/cutlass/gen_tensor_op.py | 232 ++-
python/tvm/contrib/emcc.py | 13 +-
python/tvm/contrib/hexagon/hexagon_profiler.py | 0
python/tvm/contrib/hexagon/meta_schedule.py | 11 +-
.../micro/meta_schedule/rpc_runner_micro.py | 108 +-
python/tvm/contrib/rocm.py | 4 +-
python/tvm/driver/tvmc/autotuner.py | 3 +-
python/tvm/driver/tvmc/compiler.py | 54 +-
python/tvm/driver/tvmc/composite_target.py | 5 +
python/tvm/driver/tvmc/model.py | 12 +
python/tvm/driver/tvmc/runner.py | 10 +-
python/tvm/driver/tvmc/target.py | 2 +-
python/tvm/ir/__init__.py | 55 +-
python/tvm/ir/affine_type.py | 7 +-
python/tvm/ir/base.py | 102 +-
python/tvm/ir/expr.py | 34 +-
python/tvm/ir/module.py | 84 +-
python/tvm/ir/op.py | 31 +-
python/tvm/ir/tensor_type.py | 7 +-
python/tvm/ir/type.py | 6 +-
python/tvm/meta_schedule/database/database.py | 2 +-
python/tvm/meta_schedule/runner/rpc_runner.py | 6 +-
.../tvm/meta_schedule/space_generator/__init__.py | 2 +
.../tvm/meta_schedule/testing/space_generation.py | 2 +-
python/tvm/meta_schedule/tune_context.py | 3 +-
python/tvm/micro/__init__.py | 2 +
python/tvm/micro/build.py | 27 +-
python/tvm/micro/contrib/stm32/__init__.py | 40 +-
python/tvm/micro/model_library_format.py | 21 +-
python/tvm/micro/project_api/client.py | 14 +-
python/tvm/micro/session.py | 18 +
python/tvm/micro/testing/pytest_plugin.py | 7 +-
python/tvm/micro/testing/utils.py | 52 +-
python/tvm/parser.py | 53 +
python/tvm/relay/__init__.py | 4 +
.../_ffi_api.py => relay/_ffi_api_parser.py} | 5 +-
python/tvm/relay/backend/contrib/ethosu/codegen.py | 1 +
.../tvm/relay/backend/contrib/ethosu/legalize.py | 82 +
.../contrib/ethosu/op/binary_elementwise.py | 18 +
.../contrib/ethosu/te/binary_elementwise.py | 25 +-
.../tvm/relay/backend/contrib/ethosu/te/pooling.py | 11 +-
.../contrib/ethosu/tir/binary_elementwise.py | 33 +-
.../tvm/relay/backend/contrib/ethosu/tir/spec.py | 12 +
.../backend/contrib/ethosu/tir_to_cs_translator.py | 12 +-
python/tvm/relay/base.py | 39 +-
python/tvm/relay/build_module.py | 2 +-
python/tvm/relay/dataflow_pattern/__init__.py | 30 +
python/tvm/relay/expr.py | 46 +-
python/tvm/relay/frontend/common.py | 4 +
python/tvm/relay/frontend/keras.py | 2 +
python/tvm/relay/frontend/oneflow.py | 2 +-
python/tvm/relay/frontend/onnx.py | 1027 ++++++++---
python/tvm/relay/frontend/paddlepaddle.py | 190 +-
python/tvm/relay/frontend/pytorch.py | 533 +++++-
python/tvm/relay/frontend/pytorch_utils.py | 2 +-
python/tvm/relay/frontend/qnn_torch.py | 4 +-
python/tvm/relay/frontend/tensorflow_ops.py | 30 +-
python/tvm/relay/frontend/tflite.py | 7 +-
python/tvm/relay/function.py | 35 +-
python/tvm/relay/op/_transform.py | 42 +-
python/tvm/relay/op/contrib/clml.py | 790 +++++++-
python/tvm/relay/op/contrib/cmsisnn.py | 31 +-
python/tvm/relay/op/contrib/cutlass.py | 8 +-
python/tvm/relay/op/contrib/dnnl.py | 23 +-
python/tvm/relay/op/contrib/ethosn.py | 1 +
python/tvm/relay/op/contrib/ethosu.py | 230 ++-
python/tvm/relay/op/contrib/tensorrt.py | 16 +-
python/tvm/relay/op/nn/_nn.py | 17 -
python/tvm/relay/op/op_attrs.py | 11 +-
python/tvm/relay/op/strategy/cuda.py | 55 +-
python/tvm/relay/op/strategy/generic.py | 61 +-
python/tvm/relay/op/strategy/rocm.py | 14 +-
python/tvm/relay/op/transform.py | 81 +-
python/tvm/{parser/__init__.py => relay/parser.py} | 22 +-
python/tvm/relay/qnn/op/_qnn.py | 71 +-
python/tvm/relay/qnn/op/legalizations.py | 140 +-
python/tvm/relay/qnn/op/qnn.py | 66 +-
python/tvm/relay/qnn/strategy/arm_cpu.py | 73 +-
python/tvm/relay/qnn/strategy/generic.py | 6 +
python/tvm/relay/qnn/strategy/hexagon.py | 18 +
python/tvm/relay/testing/py_converter.py | 83 +-
python/tvm/relay/transform/infer_layout_utils.py | 0
python/tvm/relay/transform/mixed_precision.py | 2 +
python/tvm/runtime/__init__.py | 8 +-
python/tvm/runtime/_ffi_node_api.py | 5 +
python/tvm/runtime/executor/aot_executor.py | 19 +
python/tvm/runtime/object.py | 19 +-
python/tvm/runtime/object_generic.py | 15 +-
python/tvm/runtime/object_path.py | 2 +
python/tvm/runtime/params.py | 49 +-
python/tvm/runtime/script_printer.py | 282 +++
python/tvm/script/__init__.py | 1 -
python/tvm/script/highlight.py | 13 +-
python/tvm/script/ir_builder/tir/__init__.py | 1 +
python/tvm/script/ir_builder/tir/frame.py | 8 +-
python/tvm/script/ir_builder/tir/ir.py | 191 +-
python/tvm/script/parser/core/diagnostics.py | 5 +-
python/tvm/script/parser/core/entry.py | 2 +
python/tvm/script/parser/core/utils.py | 1 -
python/tvm/script/parser/ir/parser.py | 11 +
python/tvm/script/parser/tir/__init__.py | 12 +-
python/tvm/script/parser/tir/entry.py | 20 +-
python/tvm/script/parser/tir/operation.py | 28 +-
python/tvm/script/parser/tir/parser.py | 7 +-
python/tvm/script/printer/__init__.py | 2 -
python/tvm/script/printer/default.py | 83 -
python/tvm/script/printer/doc.py | 52 +-
python/tvm/script/printer/doc_printer.py | 19 +-
python/tvm/script/printer/printer.py | 54 -
python/tvm/{topi/x86/utils.py => target/x86.py} | 21 +-
python/tvm/te/operation.py | 14 +-
python/tvm/testing/aot.py | 74 +-
python/tvm/testing/utils.py | 33 +-
python/tvm/tir/__init__.py | 1 +
python/tvm/tir/buffer.py | 16 +-
python/tvm/tir/expr.py | 17 +-
python/tvm/tir/function.py | 52 +-
python/tvm/tir/op.py | 85 +
python/tvm/tir/schedule/_type_checker.py | 33 +-
python/tvm/tir/schedule/schedule.py | 345 +++-
python/tvm/tir/schedule/trace.py | 5 +-
python/tvm/tir/stmt.py | 8 +-
python/tvm/tir/tensor_intrin/cuda.py | 208 ++-
python/tvm/tir/tensor_intrin/hexagon.py | 54 +
python/tvm/tir/tensor_intrin/x86.py | 42 +-
python/tvm/topi/__init__.py | 4 +-
python/tvm/topi/adreno/reduction.py | 103 +-
python/tvm/topi/adreno/utils.py | 19 +
python/tvm/topi/arm_cpu/__init__.py | 3 +-
python/tvm/topi/arm_cpu/conv2d_spatial_pack.py | 76 +-
.../dsp/micro_kernel/multi_channel_convolve.py | 58 +-
.../arm_cpu/mprofile/dsp/micro_kernel/tensordot.py | 9 +-
python/tvm/topi/arm_cpu/qnn.py | 358 +++-
python/tvm/topi/arm_cpu/qnn_alter_op.py | 228 ++-
python/tvm/topi/arm_cpu/qnn_legalize.py | 382 ++++
python/tvm/topi/cuda/__init__.py | 3 +-
python/tvm/topi/cuda/reduction.py | 6 +-
python/tvm/topi/cuda/scatter.py | 588 +-----
python/tvm/topi/cuda/scatter_elements.py | 314 ++++
python/tvm/topi/cuda/{stft.py => signal.py} | 96 +
python/tvm/topi/generic/search.py | 32 -
python/tvm/topi/hexagon/qnn/__init__.py | 18 +-
python/tvm/topi/hexagon/qnn/adaptive_avg_pool1d.py | 240 +--
.../tvm/topi/hexagon/qnn/dense_alter_op.py | 28 +-
python/tvm/topi/hexagon/qnn/global_avg_pool2d.py | 190 +-
python/tvm/topi/hexagon/qnn/nn.py | 218 ++-
python/tvm/topi/hexagon/qnn/qadd_qsub_qmul.py | 540 +++---
python/tvm/topi/hexagon/qnn/qdense.py | 193 ++
python/tvm/topi/hexagon/qnn/quantize.py | 160 +-
python/tvm/topi/hexagon/resize2d.py | 232 +--
python/tvm/topi/hexagon/slice_ops/__init__.py | 1 +
.../hexagon/slice_ops/add_subtract_multiply.py | 174 +-
python/tvm/topi/hexagon/slice_ops/clip.py | 0
python/tvm/topi/hexagon/slice_ops/conv2d.py | 2 +-
python/tvm/topi/hexagon/slice_ops/dense.py | 144 ++
python/tvm/topi/hexagon/slice_ops/dwconv2d.py | 2 +-
.../topi/hexagon/slice_ops/global_avg_pool2d.py | 104 +-
python/tvm/topi/hexagon/utils.py | 26 +-
python/tvm/topi/image/resize.py | 6 -
python/tvm/topi/math.py | 18 +-
python/tvm/topi/nn/__init__.py | 1 +
python/tvm/topi/nn/batch_norm.py | 46 +-
python/tvm/topi/nn/conv2d.py | 6 +-
python/tvm/topi/nn/group_norm.py | 52 +
python/tvm/topi/nn/qnn.py | 54 +-
python/tvm/topi/scatter.py | 203 +--
python/tvm/topi/scatter_add.py | 198 --
python/tvm/topi/scatter_elements.py | 173 ++
python/tvm/topi/{stft.py => signal.py} | 82 +
python/tvm/topi/testing/__init__.py | 1 +
python/tvm/topi/testing/batch_norm.py | 33 +-
python/tvm/topi/testing/group_norm_python.py | 82 +
python/tvm/topi/x86/batch_matmul.py | 25 +-
python/tvm/topi/x86/conv2d_avx_1x1.py | 7 +-
python/tvm/topi/x86/conv2d_avx_common.py | 4 +-
python/tvm/topi/x86/conv2d_int8.py | 13 +-
python/tvm/topi/x86/conv3d.py | 14 +-
python/tvm/topi/x86/dense.py | 25 +-
python/tvm/topi/x86/dense_alter_op.py | 29 +-
python/tvm/topi/x86/depthwise_conv2d.py | 15 +-
python/tvm/topi/x86/group_conv2d.py | 12 +-
python/tvm/topi/x86/sparse.py | 7 +-
python/tvm/topi/x86/tensor_intrin.py | 14 +-
python/tvm/utils/roofline/cuda.py | 2 +-
python/tvm/utils/roofline/x86.py | 8 +-
rust/tvm/src/ir/expr.rs | 2 +-
rust/tvm/src/ir/module.rs | 4 +-
src/arith/analyzer.cc | 4 +
src/arith/bound_deducer.cc | 61 +-
src/arith/canonical_simplify.cc | 12 +-
src/arith/detect_linear_equation.cc | 38 +-
src/arith/iter_affine_map.cc | 12 +-
src/arith/pattern_match.h | 106 +-
src/arith/rewrite_simplify.cc | 548 +++---
src/auto_scheduler/compute_dag.cc | 22 +-
src/auto_scheduler/search_task.cc | 8 +
src/driver/driver_api.cc | 12 +
src/ir/adt.cc | 5 +-
src/ir/attrs.cc | 6 -
src/ir/diagnostic.cc | 34 +-
src/ir/expr.cc | 11 -
src/ir/function.cc | 16 +-
src/ir/module.cc | 191 +-
src/ir/{span.cc => source_map.cc} | 75 +-
src/ir/transform.cc | 10 +-
src/ir/type.cc | 25 -
src/meta_schedule/arg_info.cc | 5 +-
src/meta_schedule/database/database.cc | 15 +
src/meta_schedule/database/database_utils.cc | 2 +
src/meta_schedule/database/json_database.cc | 19 +-
src/meta_schedule/database/memory_database.cc | 37 +-
src/meta_schedule/module_equality.cc | 2 +-
src/meta_schedule/mutator/mutate_tile_size.cc | 7 +
src/meta_schedule/mutator/mutator.cc | 2 -
src/meta_schedule/postproc/postproc.cc | 2 +-
src/meta_schedule/postproc/verify_gpu_code.cc | 1 +
.../schedule_rule/multi_level_tiling.cc | 69 +-
.../schedule_rule/multi_level_tiling.h | 12 +-
.../multi_level_tiling_tensor_core.cc | 176 +-
.../multi_level_tiling_wide_vector.cc | 15 +-
src/meta_schedule/schedule_rule/schedule_rule.cc | 51 +-
.../search_strategy/evolutionary_search.cc | 2 +-
.../space_generator/space_generator.cc | 21 +-
src/meta_schedule/task_scheduler/task_scheduler.cc | 6 +-
src/meta_schedule/trace_apply.cc | 4 +-
src/meta_schedule/utils.h | 1 -
src/node/repr_printer.cc | 35 +
src/node/script_printer.cc | 100 +
src/node/structural_equal.cc | 73 +-
src/node/structural_hash.cc | 102 +-
src/parser/source_map.cc | 97 -
src/relay/analysis/annotated_region_set.cc | 2 +-
src/relay/analysis/annotated_region_set.h | 2 +-
src/relay/analysis/graph_partitioner.cc | 334 ++++
src/relay/analysis/graph_partitioner.h | 269 +++
src/relay/analysis/kind_check.cc | 2 +-
src/relay/analysis/match_exhaustion.cc | 2 +-
src/relay/analysis/type_solver.h | 2 +-
src/relay/backend/aot_executor_codegen.cc | 10 +-
src/relay/backend/build_module.cc | 2 +-
.../backend/contrib/cmsisnn/compiler_attrs.cc | 2 +
src/relay/backend/contrib/cmsisnn/compiler_attrs.h | 4 +
src/relay/backend/contrib/cmsisnn/relay_to_tir.cc | 104 +-
src/relay/backend/contrib/cmsisnn/target.cc | 1 +
.../backend/contrib/cmsisnn/tir_to_runtime.cc | 63 +-
src/relay/backend/contrib/codegen_c/codegen_c.h | 1 +
.../backend/contrib/codegen_json/codegen_json.h | 1 +
src/relay/backend/contrib/cutlass/codegen.cc | 820 ++-------
src/relay/backend/contrib/dnnl/query_layout.cc | 758 ++++----
src/relay/backend/contrib/ethosn/codegen.cc | 11 +
src/relay/backend/contrib/ethosn/codegen_ethosn.h | 1 +
src/relay/backend/contrib/ethosu/codegen.cc | 2 +-
src/relay/backend/contrib/ethosu/compiler_attrs.cc | 2 +-
src/relay/backend/contrib/ethosu/preprocess.cc | 2 +-
src/relay/backend/contrib/uma/relay_to_tir.cc | 2 +-
src/relay/backend/te_compiler_cache.cc | 48 +-
src/relay/backend/utils.cc | 3 +-
src/relay/backend/utils.h | 2 +-
src/relay/backend/vm/compiler.cc | 4 +-
src/relay/backend/vm/compiler.h | 2 +-
src/relay/collage/partition_rule.h | 2 +-
src/relay/ir/base.cc | 12 -
src/{ => relay}/ir/error.cc | 18 +-
src/relay/ir/function.cc | 150 ++
src/relay/op/contrib/ethosu/binary_elementwise.cc | 6 +-
src/relay/op/contrib/ethosu/op_attrs.h | 14 +-
src/relay/op/contrib/ethosu/pooling.cc | 23 +-
src/relay/op/nn/nn.h | 5 +
src/relay/op/tensor/transform.cc | 160 +-
src/relay/op/tensor/transform.h | 2 +-
src/relay/op/type_relations.h | 2 +-
src/{ => relay}/parser/meta_ref.cc | 4 +-
src/{ => relay}/parser/meta_ref.h | 14 +-
src/{ => relay}/parser/op_table.h | 15 +-
src/{ => relay}/parser/parser.cc | 51 +-
src/{ => relay}/parser/span_check.cc | 6 +-
src/{ => relay}/parser/span_check.h | 11 +-
src/{ => relay}/parser/token.h | 29 +-
src/{ => relay}/parser/tokenizer.h | 33 +-
src/{ => relay}/printer/doc.cc | 4 +-
src/{ => relay}/printer/doc.h | 9 +-
src/{ => relay}/printer/meta_data.h | 13 +-
.../printer/model_library_format_printer.cc | 12 +-
src/{ => relay}/printer/relay_text_printer.cc | 11 +-
src/{ => relay}/printer/text_printer.cc | 9 +-
src/{ => relay}/printer/text_printer.h | 49 +-
src/{ => relay}/printer/tir_text_printer.cc | 28 +-
src/{ => relay}/printer/tir_text_printer_debug.cc | 4 +-
src/{ => relay}/printer/tir_text_printer_debug.h | 10 +-
src/{ => relay}/printer/tvmscript_printer.cc | 95 +-
src/relay/qnn/op/dense.cc | 105 +-
src/relay/qnn/op/requantize.cc | 4 +-
src/relay/qnn/op/requantize_config.h | 4 +-
src/relay/transforms/annotate_texture_storage.cc | 10 +-
src/relay/transforms/defunctionalization.cc | 2 +-
src/relay/transforms/eliminate_common_subexpr.cc | 28 +-
src/relay/transforms/fuse_ops.cc | 516 +-----
src/relay/transforms/merge_compiler_regions.cc | 2 +-
src/relay/transforms/partition_graph.cc | 2 +-
src/relay/transforms/simplify_expr.cc | 23 +
src/runtime/aot_executor/aot_executor.cc | 8 +
src/runtime/aot_executor/aot_executor.h | 7 +
src/runtime/c_runtime_api.cc | 2 +-
src/runtime/const_loader_module.cc | 10 +
src/runtime/container.cc | 1 +
src/runtime/contrib/clml/clml_runtime.cc | 329 ++--
src/runtime/contrib/json/json_runtime.h | 3 +
src/runtime/contrib/random/mt_random_engine.cc | 10 +-
src/runtime/contrib/tensorrt/tensorrt_ops.cc | 18 +-
src/runtime/crt/CMakeLists.txt | 51 +
src/runtime/crt/Makefile | 85 -
src/runtime/crt/aot_executor/aot_executor.c | 19 +-
.../crt/aot_executor_module/aot_executor_module.c | 24 +-
src/runtime/crt/common/crt_runtime_api.c | 8 +-
...crt_config-template.h => crt_config.h.template} | 31 +-
src/runtime/crt/host/CMakeLists.txt.template | 59 +
src/runtime/crt/host/Makefile.template | 87 -
src/runtime/crt/host/main.cc | 78 +-
src/runtime/crt/host/microtvm_api_server.py | 86 +-
src/runtime/crt/host/{main.cc => platform.cc} | 124 +-
src/runtime/crt/platform-template.c | 80 +
src/runtime/dso_library.cc | 5 +
src/runtime/file_utils.cc | 12 +
src/runtime/file_utils.h | 37 +
src/runtime/graph_executor/graph_executor.cc | 44 +-
src/runtime/graph_executor/graph_executor.h | 6 +
src/runtime/hexagon/hexagon_buffer.cc | 44 +-
src/runtime/library_module.cc | 5 -
src/runtime/micro/crt_config.h | 58 -
src/runtime/opencl/opencl_common.h | 66 +-
src/runtime/opencl/opencl_device_api.cc | 155 +-
src/runtime/opencl/opencl_module.cc | 88 +-
.../opencl/opencl_wrapper/opencl_wrapper.cc | 12 +
src/runtime/profiling.cc | 1 -
src/runtime/threading_backend.cc | 9 +-
src/runtime/vm/executable.cc | 22 +-
src/script/ir_builder/tir/ir.cc | 75 +-
src/script/ir_builder/tir/utils.h | 1 +
src/script/printer/doc.cc | 48 +-
src/script/printer/doc_printer/base_doc_printer.cc | 106 +-
src/script/printer/doc_printer/base_doc_printer.h | 50 +-
.../printer/doc_printer/python_doc_printer.cc | 87 +-
src/script/printer/ir/ir.cc | 141 +-
src/script/printer/ir/misc.cc | 5 +-
src/script/printer/ir/utils.h | 14 +-
src/script/printer/ir_docsifier.cc | 32 +-
src/script/printer/legacy_repr.cc | 1007 +++++++++++
src/script/printer/printer.cc | 54 -
src/script/printer/tir/block.cc | 119 +-
src/script/printer/tir/buffer.cc | 176 +-
src/script/printer/tir/expr.cc | 361 ++--
src/script/printer/tir/for_loop.cc | 59 +-
src/script/printer/tir/function.cc | 150 +-
src/script/printer/tir/ir.cc | 71 +-
src/script/printer/tir/stmt.cc | 221 ++-
src/script/printer/tir/utils.h | 124 +-
src/script/printer/utils.h | 173 ++
src/support/libinfo.cc | 5 +
src/target/intrin_rule.cc | 16 +
src/target/intrin_rule.h | 3 +
src/target/llvm/codegen_llvm.cc | 6 +-
src/target/llvm/codegen_llvm.h | 1 +
src/target/source/codegen_c.cc | 4 +-
src/target/source/codegen_c.h | 6 +-
src/target/source/codegen_cuda.cc | 43 +-
src/target/source/codegen_metal.cc | 2 +-
src/target/source/codegen_source_base.cc | 3 +-
src/target/source/codegen_webgpu.cc | 555 ++++++
src/target/source/codegen_webgpu.h | 92 +
src/target/source/interface_c.cc | 3 +-
src/target/source/intrin_rule_metal.cc | 17 -
src/target/source/intrin_rule_webgpu.cc | 118 ++
src/target/source/ptx.cc | 31 +
src/target/source/ptx.h | 16 +
src/target/source/source_module.cc | 19 +-
src/target/spirv/build_vulkan.cc | 16 +-
src/target/spirv/intrin_rule_spirv.cc | 34 -
src/target/spirv/ir_builder.h | 18 +-
src/target/tag.cc | 15 +
src/target/virtual_device.cc | 12 +-
src/te/operation/create_primfunc.cc | 1 +
src/tir/analysis/block_access_region_detector.cc | 9 +-
src/tir/analysis/control_flow_graph.cc | 4 +-
src/tir/analysis/control_flow_graph.h | 9 +-
src/tir/analysis/deep_equal.cc | 1 +
src/tir/analysis/identify_memcpy.cc | 316 ++++
src/tir/analysis/oob_checker.cc | 1 -
src/tir/analysis/stmt_finding.cc | 39 +-
src/tir/analysis/var_use_def_analysis.cc | 176 ++
src/tir/analysis/var_use_def_analysis.h | 89 +
src/tir/analysis/verify_memory.cc | 2 +-
src/tir/ir/data_type_rewriter.cc | 5 +-
src/tir/ir/expr.cc | 13 +-
src/tir/ir/index_map.cc | 98 +-
src/tir/ir/legacy_printer.cc | 270 ---
src/tir/ir/stmt.cc | 10 +-
src/tir/op/builtin.cc | 69 +-
src/tir/op/op.cc | 42 +
src/tir/schedule/analysis/verify.cc | 2 +-
src/tir/schedule/concrete_schedule.cc | 40 +-
src/tir/schedule/concrete_schedule.h | 12 +-
src/tir/schedule/error.cc | 19 +-
src/tir/schedule/instruction.cc | 2 +
src/tir/schedule/ir_comparator.cc | 10 +-
src/tir/schedule/ir_comparator.h | 7 +-
src/tir/schedule/primitive.h | 45 +-
src/tir/schedule/primitive/cache_index.cc | 147 +-
src/tir/schedule/primitive/cache_read_write.cc | 724 +++++++-
src/tir/schedule/primitive/compute_inline.cc | 20 +-
.../schedule/primitive/layout_transformation.cc | 116 +-
src/tir/schedule/primitive/sampling.cc | 17 +-
src/tir/schedule/schedule.cc | 8 +-
src/tir/schedule/trace.cc | 54 +-
src/tir/schedule/traced_schedule.cc | 50 +-
src/tir/schedule/traced_schedule.h | 10 +-
src/tir/schedule/utils.h | 20 +-
src/tir/transforms/common_subexpr_elim.cc | 4 +-
src/tir/transforms/common_subexpr_elim_tools.cc | 4 +-
src/tir/transforms/inject_ptx_async_copy.cc | 156 +-
src/tir/transforms/inject_ptx_ldg32.cc | 130 ++
src/tir/transforms/install_debug_spans.cc | 6 +-
src/tir/transforms/lower_cross_thread_reduction.cc | 8 +-
src/tir/transforms/lower_intrin.cc | 10 +-
src/tir/transforms/narrow_datatype.cc | 1 -
.../plan_update_buffer_allocation_location.cc | 7 +
src/tir/transforms/primfunc_utils.cc | 4 +
src/tir/transforms/remove_no_op.cc | 5 +
src/tir/transforms/split_host_device.cc | 229 +--
src/tir/transforms/unroll_loop.cc | 64 +-
src/tir/usmp/transform/assign_pool_info.cc | 4 +-
src/topi/nn.cc | 7 +
tests/cpp-runtime/opencl/opencl_compile_to_bin.cc | 208 +++
tests/cpp-runtime/opencl/opencl_timer_test.cc | 11 +-
tests/cpp/relay/backend/aot/aot_lower_main_test.cc | 4 +-
.../cpp/relay/collage/candidate_partition_test.cc | 4 +-
tests/cpp/relay/collage/partition_rule_test.cc | 4 +-
tests/cpp/relay/df_pattern_rewrite_test.cc | 4 +-
tests/cpp/relay/ir/indexed_graph_test.cc | 6 +-
tests/cpp/relay/transforms/device_domains_test.cc | 4 +-
tests/cpp/relay/with_fields_test.cc | 6 +-
tests/lint/check_file_type.py | 3 +-
tests/lint/flake8.sh | 2 +-
tests/lint/pylint.sh | 1 +
tests/micro/arduino/test_arduino_rpc_server.py | 1 -
tests/micro/arduino/test_arduino_workflow.py | 17 +-
tests/micro/arduino/testdata/project.ino | 5 +-
tests/micro/common/test_autotune.py | 3 +
tests/micro/common/test_mlperftiny.py | 301 +++
tests/micro/common/test_tvmc.py | 138 +-
.../test_arduino_microtvm_api_server.py | 200 --
tests/micro/project_api/test_project_api.py | 33 +-
tests/micro/stm32/test_code_emitter.py | 5 +-
tests/micro/zephyr/test_ms_tuning.py | 22 +-
tests/micro/zephyr/test_zephyr.py | 160 +-
tests/micro/zephyr/test_zephyr_aot_exec.py | 16 +-
.../zephyr/test_zephyr_aot_exec_standalone.py | 63 +-
tests/micro/zephyr/test_zephyr_armv7m.py | 21 +-
tests/micro/zephyr/utils.py | 88 +-
.../test_runtime_packed_func.py | 13 +
tests/python/ci/test_script_converter.py | 21 +-
.../contrib/test_arm_compute_lib/test_conv2d.py | 395 ++--
.../contrib/test_arm_compute_lib/test_dense.py | 6 +-
tests/python/contrib/test_clml/test_ops.py | 102 ++
.../python/contrib/test_cmsisnn/test_binary_ops.py | 127 +-
tests/python/contrib/test_cmsisnn/test_conv2d.py | 1 +
.../contrib/test_cmsisnn/test_invalid_graphs.py | 4 +-
.../python/contrib/test_cmsisnn/test_last_error.py | 164 ++
tests/python/contrib/test_cmsisnn/utils.py | 6 +-
tests/python/contrib/test_cutlass.py | 166 +-
tests/python/contrib/test_dnnl.py | 0
tests/python/contrib/test_ethosn/test_addition.py | 163 +-
tests/python/contrib/test_ethosn/test_networks.py | 2 +-
.../test_ethosu_binary_elementwise_matcher.py | 3 +
tests/python/contrib/test_ethosu/infra.py | 9 +-
tests/python/contrib/test_ethosu/test_codegen.py | 137 ++
.../test_ethosu/test_copy_compute_reordering.py | 230 +--
.../contrib/test_ethosu/test_create_tiles.py | 8 +-
.../contrib/test_ethosu/test_encode_constants.py | 170 +-
.../contrib/test_ethosu/test_hoist_allocates.py | 80 +-
tests/python/contrib/test_ethosu/test_legalize.py | 206 ++-
.../contrib/test_ethosu/test_lut_optimizer.py | 42 +
.../contrib/test_ethosu/test_merge_constants.py | 324 ++--
.../test_ethosu/test_outline_compiler_functions.py | 4 +-
.../test_ethosu/test_remove_concatenates.py | 33 +-
.../test_ethosu/test_replace_binary_elementwise.py | 2 +
.../contrib/test_ethosu/test_replace_conv2d.py | 165 +-
.../contrib/test_ethosu/test_replace_copy.py | 37 +-
.../contrib/test_ethosu/test_replace_pooling.py | 64 +-
tests/python/contrib/test_ethosu/test_scheduler.py | 20 +-
.../test_ethosu/test_tir_to_cs_translator.py | 106 +-
tests/python/contrib/test_gemm_acc32_vnni.py | 160 +-
.../python/contrib/test_hexagon/infrastructure.py | 6 +
.../metaschedule_e2e/test_resnet50_int8.py | 2 +-
.../test_hexagon/test_2d_physical_buffers.py | 0
.../test_hexagon/test_async_dma_pipeline.py | 22 +-
.../contrib/test_hexagon/test_meta_schedule.py | 6 +-
.../test_hexagon/test_software_pipeline_async.py | 8 +-
tests/python/contrib/test_hexagon/test_vtcm.py | 2 +-
.../contrib/test_hexagon/test_vtcm_bandwidth.py | 46 +-
.../test_hexagon/test_wo_qnn_canonicalization.py | 172 +-
.../test_hexagon/topi/slice_op/test_dense_slice.py | 282 +++
.../topi/slice_op/test_global_avg_pool2d.py | 334 ++--
.../test_hexagon/topi/test_adaptive_avg_pool1d.py | 370 ++--
.../topi/test_add_subtract_multiply.py | 822 ++++-----
.../contrib/test_hexagon/topi/test_quantize.py | 256 +--
.../contrib/test_hexagon/topi/test_resize2d.py | 404 ++---
tests/python/contrib/test_random.py | 28 +
tests/python/contrib/test_tensorrt.py | 17 +-
tests/python/contrib/test_uma/test_partition.py | 7 +-
tests/python/driver/tvmc/test_compiler.py | 25 +-
tests/python/driver/tvmc/test_target_options.py | 23 +
tests/python/frontend/darknet/test_forward.py | 4 +-
tests/python/frontend/keras/test_forward.py | 11 +
tests/python/frontend/onnx/test_forward.py | 831 ++++++++-
tests/python/frontend/paddlepaddle/test_forward.py | 314 +++-
tests/python/frontend/pytorch/qnn_test.py | 63 +-
tests/python/frontend/pytorch/test_forward.py | 440 ++++-
tests/python/frontend/pytorch/test_fx_quant.py | 7 +-
tests/python/frontend/pytorch/test_lstm.py | 6 +-
.../frontend/pytorch/test_object_detection.py | 6 +-
tests/python/frontend/pytorch/test_rnns.py | 16 +-
tests/python/frontend/tensorflow/test_forward.py | 25 +-
tests/python/frontend/tflite/test_forward.py | 175 +-
tests/python/integration/test_auto_tensorize.py | 139 +-
tests/python/integration/test_legacy_tuning.py | 2 +-
tests/python/integration/test_lower.py | 12 +-
tests/python/relay/aot/corstone300.mk | 37 +-
.../relay/aot/test_aot_create_executor_metadata.py | 2 +-
tests/python/relay/aot/test_cpp_aot.py | 8 +-
tests/python/relay/aot/test_crt_aot.py | 5 +-
tests/python/relay/aot/test_crt_aot_usmp.py | 37 +-
tests/python/relay/aot/test_pass_aot_lower_main.py | 34 +-
tests/python/relay/backend/test_pass_lower_te.py | 8 +-
.../test_pass_remove_standalone_reshapes.py | 6 +-
tests/python/relay/collage/menangerie.py | 26 +-
tests/python/relay/collage/test_sub_graph.py | 36 +-
tests/python/relay/dyn/test_dynamic_op_level3.py | 6 +-
.../opencl_texture/test_conv2d_nhwc_texture.py | 47 +
.../relay/opencl_texture/test_reduction_texture.py | 126 ++
tests/python/relay/qnn/test_clip_legalization.py | 87 +
.../python/relay/qnn/test_qnn_channel_stripping.py | 299 +++
.../strategy/arm_cpu/test_quantized_convolution.py | 71 +-
tests/python/relay/test_any.py | 14 +
tests/python/relay/test_backend_graph_executor.py | 2 +-
tests/python/relay/test_dataflow_pattern.py | 4 +-
tests/python/relay/test_ir_parser.py | 30 +-
tests/python/relay/test_ir_text_printer.py | 6 +-
tests/python/relay/test_op_floordiv.py | 117 ++
tests/python/relay/test_op_grad_level2.py | 2 +-
tests/python/relay/test_op_level1.py | 26 +-
tests/python/relay/test_op_level10.py | 49 +-
tests/python/relay/test_op_level2.py | 24 +-
tests/python/relay/test_op_level3.py | 25 +-
tests/python/relay/test_pass_auto_quantize.py | 12 +-
tests/python/relay/test_pass_collage_partition.py | 40 +-
.../relay/test_pass_dead_code_elimination.py | 12 +-
.../python/relay/test_pass_defunctionalization.py | 6 +-
.../relay/test_pass_eliminate_common_subexpr.py | 33 +-
tests/python/relay/test_pass_eta_expand.py | 8 +-
tests/python/relay/test_pass_manifest_lifetimes.py | 4 +-
tests/python/relay/test_pass_plan_devices.py | 128 +-
tests/python/relay/test_pass_qnn_legalize.py | 118 +-
tests/python/relay/test_pass_unmatched_cases.py | 6 +-
tests/python/relay/test_py_converter.py | 65 +-
tests/python/relay/test_target_hooks.py | 2 +-
tests/python/relay/test_type_infer.py | 2 +-
tests/python/relay/test_vm.py | 4 +-
.../test_capture_postdfsindex_in_spans.py | 2 +-
.../transform/test_compiler_function_utils.py | 10 +-
tests/python/relay/utils/assert_diagnostic.py | 10 +-
tests/python/topi/python/test_topi_batch_norm.py | 46 +-
tests/python/topi/python/test_topi_clip.py | 16 +-
.../topi/python/test_topi_conv2d_tensordot_opts.py | 6 +-
tests/python/topi/python/test_topi_dft.py | 88 +
..._topi_layer_norm.py => test_topi_group_norm.py} | 30 +-
tests/python/topi/python/test_topi_layer_norm.py | 2 +-
tests/python/topi/python/test_topi_loss.py | 11 +-
tests/python/topi/python/test_topi_pooling.py | 55 +-
tests/python/topi/python/test_topi_scatter.py | 18 +-
.../unittest/test_aot_legalize_packed_call.py | 32 +-
.../unittest/test_arith_canonical_simplify.py | 14 +
tests/python/unittest/test_arith_deduce_bound.py | 58 +-
.../unittest/test_arith_detect_clip_bound.py | 13 +
tests/python/unittest/test_arith_domain_touched.py | 4 +-
tests/python/unittest/test_arith_intset.py | 11 +-
.../python/unittest/test_arith_rewrite_simplify.py | 1909 ++++++++++----------
..._dispatch_context.py => test_arith_simplify.py} | 27 +-
.../python/unittest/test_auto_scheduler_feature.py | 18 +-
.../unittest/test_autotvm_dispatch_context.py | 16 +
tests/python/unittest/test_crt.py | 222 +--
...ir_ptx_cp_async.py => test_inject_ptx_ldg32.py} | 56 +-
tests/python/unittest/test_link_params.py | 4 +-
tests/python/unittest/test_lower_build.py | 24 +-
...on.py => test_meta_schedule_cpu_dot_product.py} | 62 +-
.../python/unittest/test_meta_schedule_database.py | 59 +-
...schedule_feature_extractor_per_store_feature.py | 12 +-
.../test_meta_schedule_mutator_mutate_tile_size.py | 13 +
..._schedule_postproc_rewrite_cooperative_fetch.py | 6 +-
.../test_meta_schedule_postproc_rewrite_layout.py | 48 +-
...e_postproc_rewrite_parallel_vectorize_unroll.py | 14 +-
...ta_schedule_postproc_rewrite_reduction_block.py | 2 +-
...est_meta_schedule_postproc_rewrite_tensorize.py | 26 +-
...meta_schedule_postproc_rewrite_unbound_block.py | 16 +-
.../test_meta_schedule_postproc_verify_gpu_code.py | 24 +-
...est_meta_schedule_postproc_verify_vtcm_limit.py | 2 +-
.../test_meta_schedule_relay_integration.py | 115 +-
tests/python/unittest/test_meta_schedule_runner.py | 41 +-
...test_meta_schedule_schedule_rule_add_rfactor.py | 50 +-
.../test_meta_schedule_schedule_rule_auto_bind.py | 28 +-
...test_meta_schedule_schedule_rule_auto_inline.py | 20 +-
...chedule_schedule_rule_cross_thread_reduction.py | 72 +-
.../test_meta_schedule_schedule_rule_mlt.py | 177 +-
.../test_meta_schedule_schedule_rule_mlt_intrin.py | 35 +-
.../test_meta_schedule_schedule_rule_mlt_tc.py | 846 ++++-----
...dule_schedule_rule_parallel_vectorize_unroll.py | 8 +-
...hedule_schedule_rule_random_compute_location.py | 4 +-
.../unittest/test_meta_schedule_space_cpu.py | 90 +-
.../test_meta_schedule_space_cpu_winograd.py | 2 +-
.../unittest/test_meta_schedule_space_cuda.py | 42 +-
.../test_meta_schedule_space_cuda_async.py | 340 ++++
...ule_space_cuda_async_multiple_initialization.py | 88 +
.../test_meta_schedule_space_cuda_winograd.py | 10 +-
.../unittest/test_meta_schedule_trace_apply.py | 116 +-
.../unittest/test_micro_model_library_format.py | 40 +-
tests/python/unittest/test_micro_ms_tuning.py | 9 +-
tests/python/unittest/test_runtime_graph.py | 16 +-
tests/python/unittest/test_slice_tir.py | 2 +-
tests/python/unittest/test_target_codegen_llvm.py | 2 +-
.../python/unittest/test_target_codegen_vulkan.py | 2 +-
tests/python/unittest/test_target_codegen_x86.py | 2 +-
tests/python/unittest/test_te_create_primfunc.py | 110 +-
tests/python/unittest/test_te_schedule.py | 30 +-
...test_tir_analysis_calculate_allocated_memory.py | 4 +-
.../test_tir_analysis_detect_buffer_access_lca.py | 2 +-
.../test_tir_analysis_estimate_tir_flops.py | 4 +-
.../unittest/test_tir_analysis_identify_memcpy.py | 324 ++++
tests/python/unittest/test_tir_analysis_oob.py | 12 +-
.../test_tir_analysis_verify_well_formed.py | 8 +-
tests/python/unittest/test_tir_buffer.py | 2 +-
tests/python/unittest/test_tir_constructor.py | 3 +-
tests/python/unittest/test_tir_host_func.py | 79 +
tests/python/unittest/test_tir_imm_values.py | 8 +-
tests/python/unittest/test_tir_intrin.py | 10 +-
.../python/unittest/test_tir_lower_match_buffer.py | 26 +-
tests/python/unittest/test_tir_nodes.py | 180 +-
tests/python/unittest/test_tir_op_types.py | 13 +
tests/python/unittest/test_tir_ptx_cp_async.py | 2 +-
tests/python/unittest/test_tir_ptx_ldmatrix.py | 2 +-
tests/python/unittest/test_tir_renew_defs.py | 12 +-
.../python/unittest/test_tir_schedule_analysis.py | 33 +-
.../python/unittest/test_tir_schedule_blockize.py | 44 +-
.../unittest/test_tir_schedule_cache_index.py | 404 ++++-
.../unittest/test_tir_schedule_cache_read_write.py | 221 ++-
.../unittest/test_tir_schedule_compute_at.py | 62 +-
.../unittest/test_tir_schedule_compute_inline.py | 144 +-
.../test_tir_schedule_decompose_padding.py | 21 +-
.../python/unittest/test_tir_schedule_for_kind.py | 30 +-
.../unittest/test_tir_schedule_pad_einsum.py | 12 +-
tests/python/unittest/test_tir_schedule_reindex.py | 54 +-
tests/python/unittest/test_tir_schedule_reorder.py | 12 +-
tests/python/unittest/test_tir_schedule_rfactor.py | 164 +-
.../unittest/test_tir_schedule_rolling_buffer.py | 26 +-
.../python/unittest/test_tir_schedule_sampling.py | 6 +-
.../test_tir_schedule_set_axis_separator.py | 10 +-
.../python/unittest/test_tir_schedule_set_scope.py | 8 +-
.../unittest/test_tir_schedule_split_fuse.py | 24 +-
.../test_tir_schedule_state_cached_flags.py | 6 +-
.../python/unittest/test_tir_schedule_tensorize.py | 86 +-
tests/python/unittest/test_tir_schedule_trace.py | 27 +-
.../python/unittest/test_tir_schedule_transform.py | 62 +-
.../unittest/test_tir_schedule_transform_layout.py | 176 +-
.../python/unittest/test_tir_schedule_utilities.py | 10 +-
tests/python/unittest/test_tir_specialize.py | 18 +-
.../python/unittest/test_tir_te_extern_primfunc.py | 24 +-
.../test_tir_transform_common_subexpr_elim.py | 15 +-
.../test_tir_transform_compact_buffer_region.py | 42 +-
.../test_tir_transform_convert_blocks_to_opaque.py | 2 +-
.../test_tir_transform_extract_constants.py | 6 +-
.../unittest/test_tir_transform_flatten_buffer.py | 76 +-
.../python/unittest/test_tir_transform_helpers.py | 6 +-
.../test_tir_transform_hoist_expression.py | 83 +-
.../test_tir_transform_inject_ptx_async_copy.py | 230 ++-
.../test_tir_transform_inject_rolling_buffer.py | 16 +-
.../test_tir_transform_inject_software_pipeline.py | 88 +-
.../test_tir_transform_inject_virtual_thread.py | 16 +-
.../unittest/test_tir_transform_loop_partition.py | 74 +-
...t_tir_transform_lower_cross_thread_reduction.py | 78 +-
.../test_tir_transform_lower_opaque_block.py | 10 +-
.../test_tir_transform_lower_warp_memory.py | 9 +-
.../unittest/test_tir_transform_make_packed_api.py | 16 +-
...transform_manifest_shared_memory_local_stage.py | 4 +-
.../unittest/test_tir_transform_narrow_datatype.py | 10 +-
...sform_plan_update_buffer_allocation_location.py | 26 +-
...ansform_reduce_branching_through_overcompute.py | 26 +-
.../unittest/test_tir_transform_remove_assume.py | 8 +-
.../unittest/test_tir_transform_remove_no_op.py | 106 +-
.../unittest/test_tir_transform_remove_undef.py | 18 +-
...transform_remove_weight_layout_rewrite_block.py | 12 +-
...test_tir_transform_renormalize_split_pattern.py | 24 +-
.../python/unittest/test_tir_transform_simplify.py | 248 +--
.../unittest/test_tir_transform_storage_flatten.py | 2 +-
.../unittest/test_tir_transform_storage_rewrite.py | 34 +-
.../unittest/test_tir_transform_thread_sync.py | 8 +-
.../test_tir_transform_unify_thread_binding.py | 12 +-
.../unittest/test_tir_transform_unroll_loop.py | 42 +
...ransform_convert_pool_allocations_to_offsets.py | 116 +-
tests/python/unittest/test_transform_layout.py | 0
.../unittest/test_tvm_testing_before_after.py | 10 +-
tests/python/unittest/test_tvmscript_complete.py | 2 +-
.../python/unittest/test_tvmscript_error_report.py | 26 +-
.../unittest/test_tvmscript_ir_builder_tir.py | 50 +-
tests/python/unittest/test_tvmscript_ops.py | 10 +-
.../unittest/test_tvmscript_parser_source.py | 15 +
tests/python/unittest/test_tvmscript_parser_tir.py | 6 +-
.../unittest/test_tvmscript_printer_annotation.py | 86 +
.../python/unittest/test_tvmscript_printer_doc.py | 28 +
.../unittest/test_tvmscript_printer_highlight.py | 29 +
tests/python/unittest/test_tvmscript_printer_ir.py | 52 +
...ssume.py => test_tvmscript_printer_metadata.py} | 62 +-
.../test_tvmscript_printer_python_doc_printer.py | 62 +-
.../test_tvmscript_printer_structural_equal.py | 148 ++
.../python/unittest/test_tvmscript_printer_tir.py | 353 +++-
.../unittest/test_tvmscript_printer_underlining.py | 211 ++-
tests/python/unittest/test_tvmscript_regression.py | 23 +-
tests/python/unittest/test_tvmscript_roundtrip.py | 342 ++--
.../python/unittest/test_tvmscript_syntax_sugar.py | 50 +-
tests/scripts/request_hook/request_hook.py | 16 +-
tests/scripts/setup-pytest-env.sh | 2 +
tests/scripts/task_build_adreno_bins.sh | 3 +-
tests/scripts/task_config_build_arm.sh | 2 +-
tests/scripts/task_config_build_cpu.sh | 2 +-
tests/scripts/task_config_build_hexagon.sh | 5 +-
tests/scripts/task_config_build_minimal.sh | 2 +-
...l.sh => task_config_build_minimal_cross_isa.sh} | 21 +-
...uild_minimal.sh => task_config_build_static.sh} | 20 +-
tests/scripts/task_demo_microtvm.sh | 7 +-
tests/scripts/task_python_microtvm.sh | 7 +
web/.eslintignore | 1 +
web/.gitignore | 1 +
web/Makefile | 11 +-
web/README.md | 2 +-
web/apps/node/example.js | 2 +
web/emcc/tvmjs_support.cc | 4 +-
web/emcc/wasm_runtime.cc | 2 +-
web/emcc/webgpu_runtime.cc | 24 +-
web/src/ctypes.ts | 22 +
web/src/index.ts | 5 +-
web/src/rpc_server.ts | 19 +-
web/src/runtime.ts | 646 +++++--
web/src/webgpu.ts | 19 +-
web/tests/node/test_module_load.js | 15 +-
web/tests/node/test_ndarray.js | 16 +-
web/tests/node/{test_ndarray.js => test_object.js} | 35 +-
web/tests/node/test_packed_func.js | 59 +-
web/tests/python/webgpu_rpc_test.py | 6 +-
web/tests/python/websock_rpc_test.py | 1 -
968 files changed, 40740 insertions(+), 18441 deletions(-)
create mode 160000 3rdparty/cnpy
delete mode 100644 apps/bundle_deploy/crt_config/crt_config.h
create mode 100644 apps/cpp_clml/CMakeLists.txt
create mode 100644 apps/cpp_clml/README.md
create mode 100644 apps/cpp_clml/clml_runner.cc
create mode 100644 apps/cpp_clml/clml_runner.h
create mode 100644 apps/cpp_clml/main.cc
create mode 100644 apps/cpp_clml/scripts/clml_codegen.py
create mode 100644 apps/cpp_rtvm/CMakeLists.txt
create mode 100644 apps/cpp_rtvm/README.md
create mode 100644 apps/cpp_rtvm/main.cc
copy tests/python/unittest/test_autotvm_dispatch_context.py =>
apps/cpp_rtvm/scripts/download_models.py (59%)
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create mode 100644 apps/cpp_rtvm/tvm_runner.h
delete mode 100644
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apps/microtvm/arduino/template_project/launch_microtvm_api_server.sh (55%)
rename apps/microtvm/arduino/template_project/src/example_project/{model.c =>
platform.c} (80%)
rename apps/microtvm/arduino/template_project/src/example_project/{model.h =>
platform.h} (94%)
rename apps/microtvm/arduino/template_project/src/host_driven/{model_support.c
=> platform.c} (85%)
delete mode 100644 apps/microtvm/cmsisnn/include/crt_config.h
delete mode 100644 apps/microtvm/ethosu/include/crt_config.h
delete mode 100644
apps/microtvm/zephyr/template_project/crt_config/crt_config.h
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apps/microtvm/zephyr/template_project/launch_microtvm_api_server.sh (67%)
create mode 100644
apps/microtvm/zephyr/template_project/src/aot_standalone_demo/platform.c
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create mode 100644
apps/microtvm/zephyr/template_project/src/host_driven/platform.c
rename
apps/microtvm/zephyr/template_project/src/{aot_standalone_demo/zephyr_uart.h =>
mlperftiny/platform.cc} (50%)
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apps/microtvm/zephyr/template_project/src/mlperftiny/zephyr_uart.cc
delete mode 100644
apps/microtvm/zephyr/template_project/src/mlperftiny/zephyr_uart.h
delete mode 100644 apps/microtvm/zephyr_cmsisnn/include/crt_config.h
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minimal_cross_isa_jenkinsfile.groovy} (93%)
copy ci/jenkins/templates/{minimal_jenkinsfile.groovy.j2 =>
minimal_cross_isa_jenkinsfile.groovy.j2} (68%)
delete mode 100644 cmake/modules/Arduino.cmake
copy docker/install/ubuntu_install_paddle.sh => cmake/utils/CRTConfig.cmake
(53%)
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create mode 100644 gallery/how_to/work_with_microtvm/micro_mlperftiny.py
delete mode 100644 gallery/how_to/work_with_microtvm/micro_reference_vm.py
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rename include/tvm/{ir => relay}/error.h (96%)
rename include/tvm/{parser => relay}/parser.h (86%)
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mode change 100755 => 100644 python/tvm/micro/contrib/stm32/__init__.py
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rename python/tvm/{parser/_ffi_api.py => relay/_ffi_api_parser.py} (91%)
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rename python/tvm/{parser/__init__.py => relay/parser.py} (71%)
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rename python/tvm/{topi/x86/utils.py => target/x86.py} (85%)
create mode 100644 python/tvm/topi/arm_cpu/qnn_legalize.py
create mode 100644 python/tvm/topi/cuda/scatter_elements.py
rename python/tvm/topi/cuda/{stft.py => signal.py} (60%)
mode change 100755 => 100644 python/tvm/topi/hexagon/qnn/adaptive_avg_pool1d.py
copy tests/python/unittest/test_autotvm_dispatch_context.py =>
python/tvm/topi/hexagon/qnn/dense_alter_op.py (59%)
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rename python/tvm/topi/{stft.py => signal.py} (62%)
create mode 100644 python/tvm/topi/testing/group_norm_python.py
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create mode 100644 src/relay/analysis/graph_partitioner.h
rename src/{ => relay}/ir/error.cc (92%)
rename src/{ => relay}/parser/meta_ref.cc (98%)
rename src/{ => relay}/parser/meta_ref.h (92%)
rename src/{ => relay}/parser/op_table.h (93%)
rename src/{ => relay}/parser/parser.cc (99%)
rename src/{ => relay}/parser/span_check.cc (96%)
rename src/{ => relay}/parser/span_check.h (93%)
rename src/{ => relay}/parser/token.h (93%)
rename src/{ => relay}/parser/tokenizer.h (96%)
rename src/{ => relay}/printer/doc.cc (98%)
rename src/{ => relay}/printer/doc.h (97%)
rename src/{ => relay}/printer/meta_data.h (95%)
rename src/{ => relay}/printer/model_library_format_printer.cc (93%)
rename src/{ => relay}/printer/relay_text_printer.cc (99%)
rename src/{ => relay}/printer/text_printer.cc (95%)
rename src/{ => relay}/printer/text_printer.h (95%)
rename src/{ => relay}/printer/tir_text_printer.cc (97%)
rename src/{ => relay}/printer/tir_text_printer_debug.cc (98%)
rename src/{ => relay}/printer/tir_text_printer_debug.h (90%)
rename src/{ => relay}/printer/tvmscript_printer.cc (96%)
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delete mode 100644 src/runtime/crt/Makefile
rename src/runtime/crt/{crt_config-template.h => crt_config.h.template} (65%)
create mode 100644 src/runtime/crt/host/CMakeLists.txt.template
delete mode 100644 src/runtime/crt/host/Makefile.template
copy src/runtime/crt/host/{main.cc => platform.cc} (56%)
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create mode 100644 src/target/source/intrin_rule_webgpu.cc
create mode 100644 src/tir/analysis/identify_memcpy.cc
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create mode 100644 src/tir/analysis/var_use_def_analysis.h
delete mode 100644 src/tir/ir/legacy_printer.cc
create mode 100644 src/tir/transforms/inject_ptx_ldg32.cc
create mode 100644 tests/cpp-runtime/opencl/opencl_compile_to_bin.cc
create mode 100644 tests/micro/common/test_mlperftiny.py
delete mode 100644 tests/micro/project_api/test_arduino_microtvm_api_server.py
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tests/python/contrib/test_hexagon/topi/test_adaptive_avg_pool1d.py
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create mode 100644 tests/python/relay/qnn/test_clip_legalization.py
create mode 100644 tests/python/relay/qnn/test_qnn_channel_stripping.py
create mode 100644 tests/python/relay/test_op_floordiv.py
create mode 100644 tests/python/topi/python/test_topi_dft.py
copy tests/python/topi/python/{test_topi_layer_norm.py =>
test_topi_group_norm.py} (62%)
copy tests/python/unittest/{test_autotvm_dispatch_context.py =>
test_arith_simplify.py} (63%)
copy tests/python/unittest/{test_tir_ptx_cp_async.py =>
test_inject_ptx_ldg32.py} (55%)
rename tests/python/unittest/{test_meta_schedule_vnni_integration.py =>
test_meta_schedule_cpu_dot_product.py} (83%)
create mode 100644 tests/python/unittest/test_meta_schedule_space_cuda_async.py
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create mode 100644 tests/python/unittest/test_tir_analysis_identify_memcpy.py
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create mode 100644 tests/python/unittest/test_tvmscript_printer_annotation.py
create mode 100644 tests/python/unittest/test_tvmscript_printer_ir.py
copy tests/python/unittest/{test_tir_transform_remove_assume.py =>
test_tvmscript_printer_metadata.py} (50%)
create mode 100644
tests/python/unittest/test_tvmscript_printer_structural_equal.py
copy tests/scripts/{task_config_build_minimal.sh =>
task_config_build_minimal_cross_isa.sh} (61%)
copy tests/scripts/{task_config_build_minimal.sh =>
task_config_build_static.sh} (66%)
copy web/tests/node/{test_ndarray.js => test_object.js} (64%)
