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Posted to dev@tvm.apache.org by ysh329 <no...@github.com.INVALID> on 2023/10/18 08:47:48 UTC

[apache/tvm] [Release] v0.14.0 Release Candidate Notes (Issue #15948)

# Introduction

The TVM community has worked since the v0.13.0 release to deliver the following new exciting improvements! The main tags are below (**bold text is with lots of progress**):

- Community, RFC
- **Arith**, MetaSchedule
- Adreno, ArmComputeLibrary, Hexagon, Metal, OpenCL & CLML, ROCm, Vulkan, cuda & cutlass & tensorrt, **micoNPU**, web
- Runtime, TVMC, AOT, LLVM, microTVM, CMSIS-NN
- **Frontend**, **Relay**, BYOC
- TOPI, **TIR**, TVMScript
- Docs, **CI**, **Docker**
- **Misc**, , BugFix

Please visit the full listing of commits for a complete view: [v0.13.0...v0.14.0](https://github.com/apache/tvm/compare/v0.13.0...v0.14.0).

### Community

- [#15307](https://github.com/apache/tvm/pull/15307) - Qingchao Shen -> Reviewer
- [#15619](https://github.com/apache/tvm/pull/15619) - community strategy decision process

### RFC

- [#102](https://github.com/apache/tvm-rfcs/pull/102) - [Process RFC] Clarify Community Strategy Decision Process

----

### AOT
 * [#15301](https://github.com/apache/tvm/pull/15301) - Avoid call_extern() with incorrect argument count
 * [#15181](https://github.com/apache/tvm/pull/15181) - Remove workaround to help resolve test flakiness

### Adreno
 * [#15830](https://github.com/apache/tvm/pull/15830) - Minor changes for Adreno docs and help scripts
 * [#15671](https://github.com/apache/tvm/pull/15671) - [VM]Fix using buffers for weights in VM
 * [#15391](https://github.com/apache/tvm/pull/15391) - Small fixes in Adreno schedules

### Arith
 * [#15881](https://github.com/apache/tvm/pull/15881) - Simplify the result of non-divisible floordiv
 * [#15665](https://github.com/apache/tvm/pull/15665) - Fix detect non-divisible iteration form like (x % 255) // 16
 * [#15638](https://github.com/apache/tvm/pull/15638) - MLIR PresburgerSet compile fix mlir >= 160
 * [#15628](https://github.com/apache/tvm/pull/15628) - Added simplification rule for multiple equality compares
 * [#15558](https://github.com/apache/tvm/pull/15558) - Fix detect linear equation with uint var
 * [#14690](https://github.com/apache/tvm/pull/14690) - Add tvm::arith::PresburgerSetNode to work with Presburger Set in MLIR
 * [#15555](https://github.com/apache/tvm/pull/15555) - Fix handling of overlapping predicates
 * [#15471](https://github.com/apache/tvm/pull/15471) - Enhance Canonical Simplify for LE
 * [#15228](https://github.com/apache/tvm/pull/15228) - Enhance buffer shape bound deduction to include offset

### ArmComputeLibrary
 * [#15600](https://github.com/apache/tvm/pull/15600) - [ACL] Update Compute Library to v23.05.1
 * [#15344](https://github.com/apache/tvm/pull/15344) - [ACL] Update Compute Library to v23.05

### BugFix
 * [#15891](https://github.com/apache/tvm/pull/15891) - [Relay]fix axis parsing of repeat converter in the MXNet frontend
 * [#15873](https://github.com/apache/tvm/pull/15873) - [Fix] Remove duplicated words from comments, NFC
 * [#15868](https://github.com/apache/tvm/pull/15868) - [Relay]Fix conv transpose with default strides in ONNX frontend
 * [#15773](https://github.com/apache/tvm/pull/15773) - [CPP] Fix cpp deploy bug
 * [#15778](https://github.com/apache/tvm/pull/15778) - [Hotfix] Fix Windows Pipe
 * [#15748](https://github.com/apache/tvm/pull/15748) - Move symbols that are relevant to the runtime from libtvm to…
 * [#15752](https://github.com/apache/tvm/pull/15752) - [Relay]fix the wrong calculate logic of operator flip in PyTorch frontend
 * [#15715](https://github.com/apache/tvm/pull/15715) - [Relay]Fix the wrong implementation about operator Threshold in oneflow
 * [#15711](https://github.com/apache/tvm/pull/15711) - [Strategy] Fix `arm_cpu` int8 conv2d strategy for dotprod and i8mm targets
 * [#15717](https://github.com/apache/tvm/pull/15717) - [Relay]fix the wrong implementation of Softplus in OneFlow
 * [#15677](https://github.com/apache/tvm/pull/15677) - [Arith] IterMapRewriter abort rewriting once failure
 * [#15629](https://github.com/apache/tvm/pull/15629) - [VTA] tvm.tir.Call has no name attribute
 * [#15584](https://github.com/apache/tvm/pull/15584) - [Relay][Strategy] Enable compile time transformation of weights matrix for arm_cpu NHWC quantized conv2d
 * [#15542](https://github.com/apache/tvm/pull/15542) - [Fix] Fix the typo in compile flag
 * [#15484](https://github.com/apache/tvm/pull/15484) - [TOPI] Fix a bug in arm_cpu int8 conv2d i8mm schedule
 * [#15473](https://github.com/apache/tvm/pull/15473) - [Relay] Fix some bugs of dominator pattern
 * [#15478](https://github.com/apache/tvm/pull/15478) - [TIR] ThreadSync with shared.dyn awareness
 * [#15406](https://github.com/apache/tvm/pull/15406) - [TIR]Ensure the Var's scope is correct
 * [#15399](https://github.com/apache/tvm/pull/15399) - [TIR] Fix multi-grouped multi-warp allreduce
 * [#15350](https://github.com/apache/tvm/pull/15350) - [Relay] fix a bug of  printing dataflow pattern
 * [#15385](https://github.com/apache/tvm/pull/15385) - Work around "Internal Compiler Error" in MSVC
 * [#15294](https://github.com/apache/tvm/pull/15294) - [Bug][Relay] fix relay frontend pytorch op addmm bug
 * [#15323](https://github.com/apache/tvm/pull/15323) - [Fix][TIR] LowerThreadAllreduce with correct thread mask
 * [#15291](https://github.com/apache/tvm/pull/15291) - [Relay][GraphExecutor] Fix set_input_zero_copy() precision bug
 * [#15225](https://github.com/apache/tvm/pull/15225) - Fix function to read all file

### CI
 * [#15903](https://github.com/apache/tvm/pull/15903) - [Target]Add LLVM functions for current system info
 * [#15897](https://github.com/apache/tvm/pull/15897) - [ADRENO] Few updates to Adreno docker setup
 * [#15836](https://github.com/apache/tvm/pull/15836) - Update ci-gpu image
 * [#15668](https://github.com/apache/tvm/pull/15668) - Allow Limit CPUs in Docker
 * [#15568](https://github.com/apache/tvm/pull/15568) - [Testing] Allow Capitalized name in CompareBeforeAfter
 * [#15519](https://github.com/apache/tvm/pull/15519) - [TEST] Run tests/python/relay/aot tests in ci-cortexm
 * [#15485](https://github.com/apache/tvm/pull/15485) - Remove cython version pin
 * [#15421](https://github.com/apache/tvm/pull/15421) - Bump Flax and Jaxlib versions to fix Jaxlib install error
 * [#15226](https://github.com/apache/tvm/pull/15226) - Add ml_dypes dependency for all docker images
 * [#15353](https://github.com/apache/tvm/pull/15353) - Pin cython version to fix cython compilation
 * [#15352](https://github.com/apache/tvm/pull/15352) - Make Graviton3 default AArch64 job runner node
 * [#15339](https://github.com/apache/tvm/pull/15339) - Update test to include unique attribute
 * [#15277](https://github.com/apache/tvm/pull/15277) - [Testing] Return BenchmarkResult in local_run and rpc_run
 * [#15268](https://github.com/apache/tvm/pull/15268) - [Testing] Add tvm.testing.local_run
 * [#15136](https://github.com/apache/tvm/pull/15136) - [UnitTest][NVPTX] Avoid cascading failures from CUDA postproc

### CMSIS-NN
 * [#15747](https://github.com/apache/tvm/pull/15747) - Move CMSIS_5 from SHA to release based upgrade
 * [#15407](https://github.com/apache/tvm/pull/15407) - Support for Softmax Int16 operator

### Docker
 * [#15799](https://github.com/apache/tvm/pull/15799) - Add LLVM 17 to the LLVM install script
 * [#15862](https://github.com/apache/tvm/pull/15862) - Upgrade oneflow to v0.8.0
 * [#15819](https://github.com/apache/tvm/pull/15819) - Install oneflow from PyPi
 * [#15310](https://github.com/apache/tvm/pull/15310) - Update ci-cortexm docker image
 * [#15293](https://github.com/apache/tvm/pull/15293) - tensorflow_aarch64 package upgrade

### Docs
 * [#15619](https://github.com/apache/tvm/pull/15619) - community strategy decision process
 * [#15508](https://github.com/apache/tvm/pull/15508) - Add v0.13.0 docs to site
 * [#15213](https://github.com/apache/tvm/pull/15213) - [#15157][Rust][Doc] Re-enable the Rust documentation build

### Frontend
 * [#15821](https://github.com/apache/tvm/pull/15821) - [TFLite]Support quantized ELU
 * [#15844](https://github.com/apache/tvm/pull/15844) - [TFLite]Fix test failures caused by div-by-zero
 * [#15798](https://github.com/apache/tvm/pull/15798) - [TFLite]Support quantized Pow
 * [#15829](https://github.com/apache/tvm/pull/15829) - [Relay][Keras][Bugfix] fix the converters of GRU and SimpleRNN about the go_backwards attribute
 * [#15838](https://github.com/apache/tvm/pull/15838) - Fix unnecessary pylint errors
 * [#15802](https://github.com/apache/tvm/pull/15802) - [SkipCI][Hotfix][TFLite] Disable test of quantized floor mod
 * [#15790](https://github.com/apache/tvm/pull/15790) - [TFLite]Support quantized LESS_EQUAL
 * [#15775](https://github.com/apache/tvm/pull/15775) - [TFLite]Support quantized GREATER_EQUAL
 * [#15769](https://github.com/apache/tvm/pull/15769) - [TFLite]Support quantized NOT_EQUAL
 * [#15768](https://github.com/apache/tvm/pull/15768) - [TFLite]Support quantized div
 * [#15746](https://github.com/apache/tvm/pull/15746) - [TFLite]Support quantized LESS
 * [#15733](https://github.com/apache/tvm/pull/15733) - [TFLite]Support quantized floor_mod
 * [#15724](https://github.com/apache/tvm/pull/15724) - [TFLite]Support quantized floor_div
 * [#15602](https://github.com/apache/tvm/pull/15602) - [ONNX][BugFix] Support If body with free variable from graph input
 * [#15472](https://github.com/apache/tvm/pull/15472) - [Relay][TFLite] Fix in qnn.conv2d when parameter groups not equal to 1
 * [#15117](https://github.com/apache/tvm/pull/15117) - [TFLITE] Add support for TFLite's regular NMS operator
 * [#15415](https://github.com/apache/tvm/pull/15415) - [ONNX] add onnx Mish operator
 * [#15422](https://github.com/apache/tvm/pull/15422) - [Keras] Add support for swish actiivation
 * [#15370](https://github.com/apache/tvm/pull/15370) - [Relay][Pytorch] Add aten::view_as
 * [#15335](https://github.com/apache/tvm/pull/15335) - [Bugfix][Keras] Add a check to reject the invalid input shape
 * [#15334](https://github.com/apache/tvm/pull/15334) - [Bugfix][Relay][Keras] Add a assertion to reject a invalid value for attribute units in RNN layers
 * [#15337](https://github.com/apache/tvm/pull/15337) - [Bugfix][Keras]Fix a corner case bug in softmax converter of keras frontend
 * [#15259](https://github.com/apache/tvm/pull/15259) - [TFLITE][BugFix] Fix variable typo in batchmatmul converting func
 * [#15261](https://github.com/apache/tvm/pull/15261) - [bugfix][keras] Fix go_backwards attribute of LSTM in keras frontend

### Hexagon
 * [#15788](https://github.com/apache/tvm/pull/15788) - Properly handle RPC server shutdown
 * [#15599](https://github.com/apache/tvm/pull/15599) - F2qi avgpool bug fix
 * [#15414](https://github.com/apache/tvm/pull/15414) - Add default vtcm capacity for targets
 * [#15367](https://github.com/apache/tvm/pull/15367) - Simplify Mul->Sub->Conv to Conv->Add when possible
 * [#15258](https://github.com/apache/tvm/pull/15258) - Propagate QNN Concat Quantization Params to Inputs

### LLVM
 * [#15921](https://github.com/apache/tvm/pull/15921) - Fix for llvm CodeGenOpt API change

### MetaSchedule
 * [#15792](https://github.com/apache/tvm/pull/15792) - Allow generating uint random data
 * [#15574](https://github.com/apache/tvm/pull/15574) - Fix metaschedule flop estimation for non-integer loop dimensions
 * [#15532](https://github.com/apache/tvm/pull/15532) - Enable subprocess to stdout for DEBUG level
 * [#15437](https://github.com/apache/tvm/pull/15437) - Fix mma default rule and disable tuning abort
 * [#15133](https://github.com/apache/tvm/pull/15133) - [XGBoost,MetaSchedule] Support xgb set tree method

### Metal
 * [#15756](https://github.com/apache/tvm/pull/15756) - [Unittest]Add minimal metal functionality test to CI
 * [#15749](https://github.com/apache/tvm/pull/15749) - [UnitTest]Parametrize allreduce GPU tests
 * [#15401](https://github.com/apache/tvm/pull/15401) - [Codegen]Support metal warp-level primitive

### OpenCL & CLML
 * [#15745](https://github.com/apache/tvm/pull/15745) - [OpenCL] Don't initialize OpenCL runtime on host
 * [#15400](https://github.com/apache/tvm/pull/15400) - [VM][OpenCL] Introduce textures allocation to VM memory manager

### ROCm
 * [#15777](https://github.com/apache/tvm/pull/15777) - [Codegen]Mismatched Dtype of Workgroup/Workitem
 * [#15464](https://github.com/apache/tvm/pull/15464) - fma intrin
 * [#15454](https://github.com/apache/tvm/pull/15454) - Fix some ROCm codegen bugs

### Relay
 * [#15889](https://github.com/apache/tvm/pull/15889) - fix the conflicted documentation description
 * [#15648](https://github.com/apache/tvm/pull/15648) - [TOPI] Remove input padding for arm_cpu conv2d int8 native schedule in Legalize pass
 * [#15386](https://github.com/apache/tvm/pull/15386) - Fix an adaptive_max_pool1d operator conversion bug
 * [#15533](https://github.com/apache/tvm/pull/15533) - Disable exception for ADT in mixed precision pass
 * [#15506](https://github.com/apache/tvm/pull/15506) - [Strategy] Use x86 pool schedules for arm_cpu
 * [#15470](https://github.com/apache/tvm/pull/15470) - [Strategy] Use x86 dense schedules for arm_cpu
 * [#15392](https://github.com/apache/tvm/pull/15392) - add redirecting operation to dataflow pattern graph
 * [#15468](https://github.com/apache/tvm/pull/15468) - [Strategy] Fix `arm_cpu` int8 conv2d schedule selection for 32-bit targets
 * [#15461](https://github.com/apache/tvm/pull/15461) - Stop ToMixedPrecision when constant is out of dtype range
 * [#15362](https://github.com/apache/tvm/pull/15362) - improve SimplifyClipAndConsecutiveCast pass
 * [#15137](https://github.com/apache/tvm/pull/15137) - Introduce arguments limit to FuseOps pass
 * [#15211](https://github.com/apache/tvm/pull/15211) - Fix bug in MergeCompilerRegions pass
 * [#15237](https://github.com/apache/tvm/pull/15237) - ExprMutator Return Origin Expr When All Fields Isn't Changed
 * [#15235](https://github.com/apache/tvm/pull/15235) - [QNN] Support Dequantize to "float16" and Quantize to "uint16"

### Runtime
 * [#15693](https://github.com/apache/tvm/pull/15693) - Make `CSourceModule` and `StaticLibraryModule` Binary Serializable
 * [#15658](https://github.com/apache/tvm/pull/15658) - Make `export_library` parameters after `file_name` keyword-only
 * [#15637](https://github.com/apache/tvm/pull/15637) - [Backport]Fix ICE from Clang
 * [#15244](https://github.com/apache/tvm/pull/15244) - Serialization/Deserialization of runtime module
 * [#15630](https://github.com/apache/tvm/pull/15630) - Utils to Stringify Device
 * [#15623](https://github.com/apache/tvm/pull/15623) - Expose ModuleGetFunction as PackedFunc
 * [#15595](https://github.com/apache/tvm/pull/15595) - Enhance PackedFunc Metaprogramming with `PackArgs`
 * [#15543](https://github.com/apache/tvm/pull/15543) - [Minor] Suppress verbose logging in Metal device API
 * [#15305](https://github.com/apache/tvm/pull/15305) - Flush L2 cache in time eval
 * [#15332](https://github.com/apache/tvm/pull/15332) - Device API to query L2 cache size

### TIR
 * [#15913](https://github.com/apache/tvm/pull/15913) - Fix offset_factor in cuda tensor core intrins
 * [#15906](https://github.com/apache/tvm/pull/15906) - Fix the error example in the documentation for pad_einsum
 * [#15816](https://github.com/apache/tvm/pull/15816) - Revert "[TensorIR][Visitor] Visit buffer members in `match_buffer`'s in block visitor functions (#15153)
 * [#15763](https://github.com/apache/tvm/pull/15763) - Do not drop 4th argument to tir.max
 * [#15646](https://github.com/apache/tvm/pull/15646) - Output DeclBuffer in LowerThreadAllreduce
 * [#15493](https://github.com/apache/tvm/pull/15493) - Output DeclBuffer in SplitHostDevice
 * [#15517](https://github.com/apache/tvm/pull/15517) - Shuffle in PointerValueTypeRewrite for scalar reads
 * [#15263](https://github.com/apache/tvm/pull/15263) - Output DeclBuffer in MakePackedAPI
 * [#15465](https://github.com/apache/tvm/pull/15465) - [TIR, Schedule] Fix decompose reduction with thread binding loops
 * [#15432](https://github.com/apache/tvm/pull/15432) - Generalize implementation of T.macro to work with other dialects
 * [#15413](https://github.com/apache/tvm/pull/15413) - Fix Primitive Rfactor DType
 * [#15404](https://github.com/apache/tvm/pull/15404) - Allow starred expressions in TIR script
 * [#15374](https://github.com/apache/tvm/pull/15374) - Finer predicate handling in cross-thread reduction
 * [#15373](https://github.com/apache/tvm/pull/15373) - Allreduce broadcast result to each thread in multi-warp case
 * [#15214](https://github.com/apache/tvm/pull/15214) - [UX] Implement privacy annotations in TIR
 * [#15241](https://github.com/apache/tvm/pull/15241) - Return error code from kernels in SplitHostDevice
 * [#15327](https://github.com/apache/tvm/pull/15327) - ThreadAllreduce warp-level primitive support with multi-warp
 * [#15260](https://github.com/apache/tvm/pull/15260) - Implement TIR macros
 * [#15253](https://github.com/apache/tvm/pull/15253) - Call TVMBackendFreeWorkspace inside LetStmt
 * [#15264](https://github.com/apache/tvm/pull/15264) - Allow symbolic bounds in IndexMap analysis
 * [#15243](https://github.com/apache/tvm/pull/15243) - Output DeclBuffer in LowerTVMBuiltin
 * [#15236](https://github.com/apache/tvm/pull/15236) - [Schedule] Scoped CacheRead/Write producing compact region
 * [#15242](https://github.com/apache/tvm/pull/15242) - Preserve AllocateNode::annotations
 * [#15247](https://github.com/apache/tvm/pull/15247) - Allow VerifyWellFormed to accept IRModule
 * [#15192](https://github.com/apache/tvm/pull/15192) - Support cross-threaad reduction lowering with thread-broadcasting rewrite
 * [#15210](https://github.com/apache/tvm/pull/15210) - [Schedule] Derive Nonnegative Bounds from Shape Var
 * [#15207](https://github.com/apache/tvm/pull/15207) - [Transform] Add LiftThreadBinding Pass

### TOPI
 * [#15685](https://github.com/apache/tvm/pull/15685) - [Target]Use LLVM for x86 CPU feature lookup
 * [#15710](https://github.com/apache/tvm/pull/15710) - Ensure vectorization of input padding in `arm_cpu` int8 conv2d interleaved schedule
 * [#15513](https://github.com/apache/tvm/pull/15513) - check empty array of x86 injective's iters
 * [#15371](https://github.com/apache/tvm/pull/15371) - Revert "Add `arm_cpu` specific pooling schedules"
 * [#15311](https://github.com/apache/tvm/pull/15311) - Add `arm_cpu` specific pooling schedules
 * [#15286](https://github.com/apache/tvm/pull/15286) - Revert "Add `arm_cpu` specific pooling schedules"
 * [#14855](https://github.com/apache/tvm/pull/14855) - Add `arm_cpu` specific pooling schedules

### TVMC
 * [#15779](https://github.com/apache/tvm/pull/15779) - enable dumping imported modules too
 * [#15349](https://github.com/apache/tvm/pull/15349) - Add tvmc flag to print compilation time per pass

### TVMScript
 * [#15824](https://github.com/apache/tvm/pull/15824) - Preserve traceback across TVMScript parsing
 * [#15762](https://github.com/apache/tvm/pull/15762) - Use environment variable TVM_BLACK_FORMAT for .show()
 * [#15706](https://github.com/apache/tvm/pull/15706) - Disable `black_format` by default
 * [#15705](https://github.com/apache/tvm/pull/15705) - [FIX] Disable `show_object_address` in printing by default
 * [#15579](https://github.com/apache/tvm/pull/15579) - Optionally output the address as part of variable names
 * [#15564](https://github.com/apache/tvm/pull/15564) - Use triple-quoted python strings for metadata
 * [#15547](https://github.com/apache/tvm/pull/15547) - Create loop var with min_val dtype in for frame
 * [#15492](https://github.com/apache/tvm/pull/15492) - Allow use of Python builtins in script
 * [#15442](https://github.com/apache/tvm/pull/15442) - Support starred indices in for-loop
 * [#15249](https://github.com/apache/tvm/pull/15249) - Ensure completed root block has no read/write
 * [#15239](https://github.com/apache/tvm/pull/15239) - Handle parsing of PrimFunc calls with non-void return

### cuda & cutlass & tensorrt
 * [#15573](https://github.com/apache/tvm/pull/15573) - [CUTLASS][Cherry-pick] Introduce several features of cutlass profiler
 * [#15480](https://github.com/apache/tvm/pull/15480) - [Bugfix][CUTLASS] CUTLASS path finding

### micoNPU
 * [#15780](https://github.com/apache/tvm/pull/15780) - [microNPU][ETHOSU] MatMul legalization support
 * [#15428](https://github.com/apache/tvm/pull/15428) - [microNPU][ETHOSU] Fix concatenation with reused buffers
 * [#14909](https://github.com/apache/tvm/pull/14909) - [ETHOSU][MicroNPU][Pass] Add a pass to replicate pads
 * [#15186](https://github.com/apache/tvm/pull/15186) - [microNPU][ETHOSU] Add Vela's logic to select configuration block

### microTVM
 * [#15667](https://github.com/apache/tvm/pull/15667) - Check the output of microNPU demos in CI

### web
 * [#15218](https://github.com/apache/tvm/pull/15218) - Increase default EMCC compilation total memory size

### Misc
 * [#15934](https://github.com/apache/tvm/pull/15934) - [Release] [Dont Squash] Modify version number to 0.14.0 and 0.15.0.dev on main branch
 * [#15934](https://github.com/apache/tvm/pull/15934) - [Release] [Dont Squash] Modify version number to 0.14.0 and 0.15.0.dev on main branch
 * [#15847](https://github.com/apache/tvm/pull/15847) - [release] Update version to 0.14.0 and 0.15.0.dev on main branch
 * [#15867](https://github.com/apache/tvm/pull/15867) - Bump pillow from 9.3.0 to 10.0.1 in /apps/microtvm/ethosu
 * [#15866](https://github.com/apache/tvm/pull/15866) - Bump pillow from 9.3.0 to 10.0.1 in /apps/microtvm/cmsisnn
 * [#15865](https://github.com/apache/tvm/pull/15865) - Bump pillow from 9.2.0 to 10.0.1 in /apps/microtvm
 * [#15833](https://github.com/apache/tvm/pull/15833) - [VM] Memory Manager moved up to runtime
 * [#15859](https://github.com/apache/tvm/pull/15859) - [Script] Fix miscs of make_notes.py
 * [#15818](https://github.com/apache/tvm/pull/15818) - [CLI TOOLS][RTVM] Improve rtvm tool with new options to measure native performance
 * [#15761](https://github.com/apache/tvm/pull/15761) - [Target] LLVM helper functions for any target info
 * [#15672](https://github.com/apache/tvm/pull/15672) - [IR] Implemented Variant<...> container
 * [#15714](https://github.com/apache/tvm/pull/15714) - [Target][Device] Auto detect target and create device from str in torch style
 * [#15723](https://github.com/apache/tvm/pull/15723) - fix _convert_simple_rnn
 * [#15725](https://github.com/apache/tvm/pull/15725) - Revert "[CodeGenC] Handle GlobalVar callee as internal function call"
 * [#15684](https://github.com/apache/tvm/pull/15684) - [Hopper TMA] Add intrinsic to create barriers for synchronization
 * [#15683](https://github.com/apache/tvm/pull/15683) - Fix a bug caused by PyTorch instance_norm when the input shape is [1,1,1,2]
 * [#15596](https://github.com/apache/tvm/pull/15596) - [FFI] Propagate Python errors across FFI boundaries
 * [#15666](https://github.com/apache/tvm/pull/15666) - [Module] Implement custom imported modules serialization
 * [#15656](https://github.com/apache/tvm/pull/15656) - [Hopper TMA] Add CUDA codegen support for bulk asynchronous copy
 * [#15664](https://github.com/apache/tvm/pull/15664) - [IR] Use structural equal for Range equality
 * [#15649](https://github.com/apache/tvm/pull/15649) - Add output_data_sec section in corstone300.ld
 * [#15639](https://github.com/apache/tvm/pull/15639) - Do not link LLVM libraries into cpptest binary
 * [#15631](https://github.com/apache/tvm/pull/15631) - [RPC] Enhance RPC Protocol to support TVM Object
 * [#15624](https://github.com/apache/tvm/pull/15624) - [CMake] Add RCCL to TVM and TVM Runtime
 * [#15616](https://github.com/apache/tvm/pull/15616) - [Hopper TMA] CUDA codegen for async copy with barrier synchronization
 * [#15537](https://github.com/apache/tvm/pull/15537) - [CPP_RPC] export listdir for RPC
 * [#15605](https://github.com/apache/tvm/pull/15605) - [CMake] Add NCCL to TVM and TVM Runtime
 * [#15580](https://github.com/apache/tvm/pull/15580) - Fix "to" duplicate word in python and C header file
 * [#15581](https://github.com/apache/tvm/pull/15581) - Remove duplicate load word inside .cc file
 * [#15582](https://github.com/apache/tvm/pull/15582) - Remove duplicate 'from' word inside python script
 * [#15554](https://github.com/apache/tvm/pull/15554) - Bump tornado from 6.1 to 6.3.3 in /apps/microtvm
 * [#15552](https://github.com/apache/tvm/pull/15552) - Bump tornado from 6.1 to 6.3.3 in /apps/microtvm/ethosu
 * [#15553](https://github.com/apache/tvm/pull/15553) - Bump tornado from 6.1 to 6.3.3 in /apps/microtvm/cmsisnn
 * [#15536](https://github.com/apache/tvm/pull/15536) - fixed typo [TypoFix]
 * [#15529](https://github.com/apache/tvm/pull/15529) - [quantize] fix bug of annotate for output of add op
 * [#15535](https://github.com/apache/tvm/pull/15535) - Fixed search task comment
 * [#15530](https://github.com/apache/tvm/pull/15530) - Remove duplicate msg word and condition inside the function doc
 * [#15511](https://github.com/apache/tvm/pull/15511) - Remove IRModule Dependency from Target
 * [#15525](https://github.com/apache/tvm/pull/15525) - Fix typo mistake and change whethe to whether
 * [#15524](https://github.com/apache/tvm/pull/15524) - Remove duplicate the word
 * [#15103](https://github.com/apache/tvm/pull/15103) - [CodeGenC] Handle GlobalVar callee as internal function call
 * [#15419](https://github.com/apache/tvm/pull/15419) - [VM][Textures] Enable OpenCL textures for VM
 * [#15483](https://github.com/apache/tvm/pull/15483) - [Script] Be more careful when generating ast.ExtSlice for Subscript
 * [#15469](https://github.com/apache/tvm/pull/15469) - [CYTHON] Make cython compatible with 3.0
 * [#15423](https://github.com/apache/tvm/pull/15423) - [Submodule] Add Flash attention v2
 * [#15380](https://github.com/apache/tvm/pull/15380) - [Target] Add Jetson Orin Nano tag
 * [#15359](https://github.com/apache/tvm/pull/15359) - [CMAKE] Conditionally link "clog" in NNPack install
 * [#15326](https://github.com/apache/tvm/pull/15326) - [OP] Add `rms_norm` into TOPI
 * [#15312](https://github.com/apache/tvm/pull/15312) - [skipci] Fix typo in docs/arch/index.rst
 * [#15298](https://github.com/apache/tvm/pull/15298) - [Release] Extend PR tags and Format PR hyper-links in release report
 * [#15328](https://github.com/apache/tvm/pull/15328) - [Package] Remove cutlass media/docs inside cutlass_fpA_intB_gemm
 * [#15321](https://github.com/apache/tvm/pull/15321) - [JVM] Fix the Maven pom.xml for OS X arm64 tvm4j build
 * [#15265](https://github.com/apache/tvm/pull/15265) - Fix keras version problem
 * [#15292](https://github.com/apache/tvm/pull/15292) - [RPC] Fix socket bind errno on corner case
 * [#15287](https://github.com/apache/tvm/pull/15287) - [Exec] Add a script to test GPU memory bandwidth
 * [#15234](https://github.com/apache/tvm/pull/15234) - [Miscs] Enhance script about make release notes
 * [#15229](https://github.com/apache/tvm/pull/15229) - [CMAKE] Add Vulkan header for Android
 * [#15215](https://github.com/apache/tvm/pull/15215) - [Android] ndk static build
 * [#15208](https://github.com/apache/tvm/pull/15208) - Update version to 0.14.dev0 on main branch

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Re: [apache/tvm] [Release] v0.14.0 Release Candidate Notes (Issue #15948)

Posted by ysh329 <no...@github.com.INVALID>.

Closed #15948 as completed.

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