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v0.27.0.post1

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@MasterJH5574 MasterJH5574 released this 29 Sep 19:11
v0.27.0.post1
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What's Changed

  • [FIX][TIRx][CUDA] Support low-precision, tensor-map and cluster kernels in CUDA-host bundles by @spectrometerHBH in #20489

Full Changelog: v0.27.0.rc1...v0.27.0.post1

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v0.27.0

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@MasterJH5574 MasterJH5574 released this 25 Sep 18:40
v0.27.0
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v0.27.0.rc1

v0.27.0.rc1 Pre-release
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@MasterJH5574 MasterJH5574 released this 22 Sep 03:24
v0.27.0.rc1
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v0.27.0.rc0

v0.27.0.rc0 Pre-release
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@MasterJH5574 MasterJH5574 released this 19 Sep 03:30
v0.27.0.rc0
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v0.26.0

v0.26.0

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@MasterJH5574 MasterJH5574 released this 11 Aug 01:02
v0.26.0
c7b458e
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What's Changed

  • [Relax][PyTorch] Cast non-bool inputs to bool in logical_and converter by @javierdejesusda in #19679
  • [CI] Remove PyPI-only tag ref guard from wheel publishing by @tlopex in #19685
  • [CI] Target apache-tvm for PyPI wheel publishing by @tlopex in #19686
  • [Web] Bump tvmjs version to 0.25.0-dev1 by @akaashrp in #19687
  • [Fix] CommReduce could handle 0-dim data by @flashmouse in #19683
  • [CI] Pin actions by version tag, trim wheel perms by @MasterJH5574 in #19703
  • [Tests] Fix s_tir tests using removed T.block API in TIRx script by @tlopex in #19706
  • [CI] Fix release verification script by @MasterJH5574 in #19700
  • [Refactor][Meta-schedule] Remove meta-schedule as_string mechanism in favor of default representation by @tlopex in #19709
  • [Python] Bump apache-tvm-ffi floor to >=0.1.12 by @MasterJH5574 in #19710
  • [Relax][CoreML] Fix CoreML partition pass by @tlopex in #19711
  • [Tests] Skip test modules cleanly when optional deps are missing by @tlopex in #19704
  • [CI] Merge PR against its target branch instead of main by @MasterJH5574 in #19712
  • [CI] Fix CI script test subprocess environment by @tlopex in #19713
  • [Codegen][LLVM] Accept splat form in VLA broadcast test by @tlopex in #19716
  • [DOCS] Clarify loading serialized artifacts requires a trusted source by @tqchen in #19720
  • [REFACTOR][PYTHON] Slim tvm.libinfo to info-only helpers by @tqchen in #19719
  • [Codegen][NVPTX] Skip runtime execution in Vulkan codegen tests by @tlopex in #19717
  • [REFACTOR][PYTHON] Remove tvm.ffi shim; import tvm_ffi directly by @tqchen in #19721
  • [Runtime][Tests] Fix contrib wheel tests by @tlopex in #19714
  • [Tests][Disco] Skip CCL tests when runtime support is absent by @tlopex in #19724
  • [Tests][Relax] Gate multi-GPU VM test on three devices by @tlopex in #19725
  • [REFACTOR][IR] Phase out diagnostic.h for visit-context-aware pass errors by @tqchen in #19722
  • [Tests][Hexagon] Lazily import pytest plugin dependencies by @tlopex in #19726
  • [Python] Refactor pyproject.toml dependencies by @tlopex in #19723
  • [Tests][NNAPI] Skip tests cleanly when remote environment is unavailable by @tlopex in #19730
  • [Tests][S-TIR] Fix stale MetaSchedule sketch expectations and migrate let binds to T.let by @tlopex in #19729
  • [Tests] Remove test_runtime_ndarray (covered by tvm-ffi) by @tlopex in #19715
  • [TIRx] Preserve Triton call_kernel compile options by @tlopex in #19728
  • [Relax][PyTorch][DLight] Fix exported-program CUDA test failures by @tlopex in #19732
  • [PYTHON] Autoload backends; simplify library loading; remove TVMError for native errors by @tqchen in #19727
  • [Script][Tests] Fix dialect redirect module re-execution and stray category-less tirx.intrin_test op by @tlopex in #19731
  • [S-TIR][Tests] Fix transform test failures after TIRx bringup by @tlopex in #19735
  • [TIRx] Use canonical PTX async script API in s_tir test by @tlopex in #19739
  • [Tests] Check WebGPU volatile allreduce annotation structurally by @tlopex in #19740
  • [S-TIR] Fix software pipeline offsets for legacy MMA intrinsics by @tlopex in #19742
  • [Tests] Fix flaky popen pool executor test by @tlopex in #19746
  • [Hexagon][Tests] Clean up stale hexagon tests by @tlopex in #19747
  • [Runtime][Disco] Fix session attribute storage, NVSHMEM build, and test gating by @tlopex in #19736
  • [CI] Align cuda-python with PyTorch cuda-bindings by @tlopex in #19738
  • [Codegen][LLVM][Tests] Gate +v9a vscale_range expectation on LLVM version by @tlopex in #19744
  • [Runtime][Tests] Drop int4 from random_fill test, fix dtype error message by @tlopex in #19748
  • [Tests][LLVM] Gate stepvector intrinsic rename on LLVM 20 by @tlopex in #19745
  • [S-TIR][Tests] Mark test_cp_async_in_if_then_else as xfail by @tlopex in #19751
  • [CI] Run s_tir/transform tests in the python-unittest stage by @tlopex in #19737
  • [CI] Updated cibw to 4.1.0 by @tlopex in #19754
  • [TIRX][Tests] Fix LLVM version gate for vectorized lround by @tlopex in #19753
  • [S-TIR][CUDA] Fix legacy predicated cp.async zero fill by @tlopex in #19741
  • [Tests][AArch64] Make SVE codegen assertions robust across LLVM versions by @tlopex in #19752
  • [Relax][PyTorch] Add logical_or and logical_xor converters by @javierdejesusda in #19756
  • [TIRx] Post-bringup follow-ups: op-dispatch, namespaces, launch bounds, gemm-async, backend reorg by @spectrometerHBH in #19757
  • [REFACTOR][VM] Move CUDA graph VM builtin back under VM runtime by @tqchen in #19758
  • [Runtime][CoreML] Fix FFI casts in CoreML runtime by @tlopex in #19762
  • [CI] Drop redundant cmake/ninja install from the Linux wheel CUDA sidecar by @tlopex in #19761
  • [REFACTOR][DataType] Phase out target custom datatype support by @tqchen in #19760
  • [REFACTOR][TARGET] Cleanup backend target registration by @tqchen in #19759
  • [MetaScheduler] Improve print info about builder/runner state by @cbalint13 in #19767
  • [REFACTOR][CUDA] Phase out l2 cache flush preproc test by @tqchen in #19768
  • [Relax][ONNX] Fix LayerNormalization no-bias zero tensor shape and dtype by @javierdejesusda in #19772
  • [Relax][ONNX] Support exclusive option in CumSum by @javierdejesusda in #19773
  • [CPP_RPC] Bugfix race conditions and enhance print infos by @cbalint13 in #19778
  • [CMAKE] Upgrade TVM build baseline to C++20 by @Ubospica in #19734
  • [REFACTOR][CUDA] Phase out cuda_common.h by @tqchen in #19770
  • [REFACTOR][PYTHON] Consolidate backend autoload infra by @tqchen in #19769
  • [Fix] nn.attention support dynamic batch_size by @flashmouse in #19779
  • [Relax][ONNX] Make ReduceMax/ReduceMin NaN propagation order-independent(numpy semantics) by @cchung100m in #19755
  • [Docs][CI] Bump tlcpack-sphinx-addon to restore search result summaries by @tlopex in #19782
  • [REFACTOR][IR] Cleanup IR naming utilities by @tqchen in #19781
  • [CUDA] Narrow the cuda extra from cuda-python to cuda-bindings by @tlopex in #19784
  • [AGENT] Migrate agent instructions to vendor-neutral layout by @tqchen in #19783
  • [Tests] Modernize test gating by @tlopex in #19777
  • [TIRX][CUDA] Framework support for FA4, CLC intrinsics, and nvfp4 tcgen05 GEMM by @spectrometerHBH in #19785
  • [Relax][TensorRT] Update TensorRT runtime to 10 by @tlopex in #19789
  • [Tests] Make TargetCreation.DeduplicateKeys host-agnostic on AArch64 by @tlopex in #19786
  • [Tests] Replace remaining requires_* helpers with standard pytest by @tlopex in #19787
  • [TIRx][RISC-V] Use scalable RVV loops for fixed vectorize by @ZephyrLi-pro in #19776
  • [Docs] Modernize test-gating documentation by @tlopex in #19788
  • [Web] Destroy GPUDevice once on buffer creation error by @guan404ming in #19790
  • [REFACTOR] Phase out unused queue and rang license entries by @tqchen in #19794
  • [REFACTOR][HEXAGON] Phase out Hexagon app and test wrappers by @tqchen in #19796
  • [CI] Pin GitHub Actions to SHA for ASF INFRA compliance by @guan404ming in #19793
  • refactor(web): use singular requestFileHandle() instead of requestFileHandles() by @tomayac in #19780
  • [REFACTOR][IR] Simplify CallingConv attribute access by @tqchen in #19799
  • [CI] Remove Jenkins PR linter step by @tqchen in https://github.com/apache/tv...
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tomayac, mvanhorn, and 28 other contributors
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v0.26.0.rc0

v0.26.0.rc0 Pre-release
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@MasterJH5574 MasterJH5574 released this 05 Aug 18:02
v0.26.0.rc0
c7b458e
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What's Changed

  • [release][Dont Squash] Update version to 0.24.0 and 0.25.0.dev on main branch by @ysh329 in #19446
  • [Relax][Frontend] Add ParameterList and ParameterDict containers by @mshr-h in #19495
  • [Relax][Frontend][TFLite] Add segment operator mappings by @Aharrypotter in #19491
  • [BUGFIX][TIR] Skip bool-typed expressions in CSE by @tqchen in #19502
  • [Relax][Frontend][TFLite] Add tests coverage for SPACE_TO_BATCH_ND and BATCH_TO_SPACE_ND by @rknastenka in #19499
  • [BugFix][Relax] Fix scatter_elements and scatter_nd CUDA compilation by @as4230 in #19497
  • [BugFix][Relax][ONNX] Resolve param Vars in Concat to handle mixed Shape/Tensor inputs by @swjng in #19498
  • [Web] Add support for OPFS by @akaashrp in #19494
  • [BugFix][Relax][Torch] Honor multi-axis dims in torch.flip converter by @swjng in #19511
  • [BugFix][Relax][Torch] Honor correction in std/var converter by @swjng in #19512
  • [BugFix][S-TIR] Wrap bare scalar bodies in DefaultGPUSchedule to avoid root-block crash by @swjng in #19514
  • [Relax][TFLite] Add gather frontend expected IRModule tests by @weicheng-hsu in #19516
  • [Relax][PyTorch] Fix segfault in from_exported_program when model uses index_put_ with tuple output by @cchung100m in #19488
  • [Relax][Frontend][TFLite] Add Conv3D support by @weicheng-hsu in #19523
  • [REFACTOR][IR] Remove dead AttrFunctor template by @tqchen in #19528
  • [Relax][ONNX] Normalize negative indices before the take call for Gather operator by @cchung100m in #19525
  • [Relax][Frontend] Add TFLite Frontend Support for CONV_3D_TRANSPOSE by @weicheng-hsu in #19530
  • [TIR] Add cooperative_tensor builtins and metal.cooperative_tensor storage scope by @oraluben in #19423
  • [Relax][Frontend][TFLite] Add initial StableHLO builtin operator support by @Aharrypotter in #19536
  • [Contrib] Fix CUDA contrib build after FFI/header cleanups by @MasterJH5574 in #19539
  • [BugFix][Relax]: handle ONNX ScatterElements reduction by @THINKER-ONLY in #19527
  • [Fix][Relax]: ONNX Clip NaN bounds and preserve input NaN (ORT parity) by @ConvolutedDog in #19535
  • [Fix][CI]: remove astral-sh/setup-uv from lint workflow by @ConvolutedDog in #19554
  • [Relax][ONNX] Set max_output_boxes_per_class default value to 0 for NonMaxSuppression by @cchung100m in #19547
  • [Relax][ONNX] Add ONNX Backend Tests for systematic frontend coverage by @Aharrypotter in #19515
  • [Fix][Relax] Lower bool prod as logical all by @ConvolutedDog in #19557
  • [Relax][ONNX] Prevent Div divide-by-zero crashes by @cchung100m in #19566
  • [TIRx] Bringup TIRx Infrastructure by @spectrometerHBH in #19581
  • [BugFix][Target][LLVM] Use libm for asin/acos instead of buggy inline Taylor by @swjng in #19567
  • [RFC][CodeGen][CUDA]: Gate fast math intrinsic lowering behind target option by @ConvolutedDog in #19565
  • [TVMScript] Handle undefined functions when dumping IRModule by @ConvolutedDog in #19583
  • [BugFix][Target][LLVM] Route sinh/cosh/atan/asinh/erf through libm extern by @swjng in #19568
  • [Relax][ONNX] Fix TopK scalar K extraction in from_onnx by @javierdejesusda in #19573
  • [Relax][Frontend][TFLite] Support StableHLO region-based ops and multi-subgraph models by @Aharrypotter in #19587
  • [ONNX] Add RMSNormalization converter for ONNX opset 23 by @q55180514 in #19590
  • [BUILD] Modularize device runtime into per-backend DSOs by @tqchen in #19594
  • [Relax] Normalize negative concat axis in ReorderPermuteDimsAfterConcat by @cchung100m in #19588
  • [RPC][Tracker] Bound msg_size to MAX_TRACKER_MSG_BYTES to prevent unbounded buffer growth by @bl4cksku11 in #19586
  • [CodeGen][CUDA] Move fast math intrinsic lowering option to PassContext by @tlopex in #19596
  • [IR] Add annotations to Call nodes by @tlopex in #19597
  • [REFACTOR][RELAX] Fold CalleeCollector into relax DeadCodeElimination by @tqchen in #19603
  • [Relax][Frontend][TFLite] Support quantized TFLite import via QDQ decomposition by @Aharrypotter in #19538
  • Fix PytestUnknownMarkWarning: Unknown pytest.mark.adreno_clml by @cchung100m in #19602
  • [REFACTOR][IR] Cleanup attrs.h: drop NullValue, AttrsNodeReflAdapter, legacy BaseAttrsNode methods by @tqchen in #19607
  • [Docs] Reorganize development guide content by @tlopex in #19606
  • [REFACTOR] Move src/ir/script_printer.cc to src/script/printer/ by @tqchen in #19611
  • [REFACTOR][IR] Phase out src/ir/structural_{hash,equal}.cc to tvm-ffi by @tqchen in #19613
  • [REFACTOR][IR] Inline ApplyPassToFunction into relax decompose_ops, delete the util by @tqchen in #19612
  • [REFACTOR][TIR][ARITH] Phase out ControlFlowGraph, NarrowPredicateExpression, and rename Simplify to StmtSimplify by @tqchen in #19604
  • [REFACTOR][IR] Phase out class Integer and class Bool in Attrs and PassConfig by @tqchen in #19614
  • [CMAKE][RUNTIME] Link tvm_rpc with all backend runtime libraries by @cbalint13 in #19617
  • [REFACTOR][IR] attrs.h follow-up cleanup: drop legacy vtable / rename / phase out AttrFieldInfo by @tqchen in #19615
  • [REFACTOR][TIR] Tie AnnotateDeviceRegions/SplitHostDevice/LowerDeviceKernelLaunch together by @tqchen in #19605
  • [Relax][Frontend][TFLite] Support control-flow multi-subgraph operators by @Aharrypotter in #19616
  • [Relax][Frontend][TFLite] Add UNIDIRECTIONAL_SEQUENCE_RNN converter by @LudovicoYIN in #19601
  • [IR] Rename Call annotations to attrs by @tlopex in #19618
  • [REFACTOR][RUNTIME] Phase out tvm::runtime::regex_match by @tqchen in #19620
  • [REFACTOR][RUNTIME] Remove leftover microTVM/CRT crumbs by @tqchen in #19622
  • [REFACTOR][RUNTIME] Relocate nvtx.h to tvm/support/cuda and make it header-only by @tqchen in #19621
  • [REFACTOR][PYTHON] Lift compiler/CLI/process modules from tvm.contrib to tvm.support by @tqchen in #19624
  • [REFACTOR][IR][FFI] Bump tvm-ffi (+ SEqHashDef migration) and phase out tvm/ir/repr.h by @tqchen in #19627
  • [REFACTOR][IR] Inline ReplaceGlobalVars into AttachGlobalSymbol by @tqchen in #19625
  • [BugFix][Vulkan][CodeGen] Change OpControlBarrier to AcquireRelease by @kistenklaus in #19619
  • [REFACTOR][RUNTIME] Structural reorganization: locality moves for thread_map, texture, minrpc, disco, contrib by @tqchen in #19628
  • [REFACTOR][PYTHON] Consolidate derived_object into tvm.ir.utils by @tqchen in #19630
  • [CI] Remove tvm-lint from tvm-bot by @yongwww in #19629
  • [REFACTOR][SCRIPT] tvmscript streamline: lift printer.h, restore one-way dep, migrate dialect config to extra_config by @tqchen in #19631
  • [REFACTOR][ARITH] Phase out arith/scalable_expression; arith no longer proves over scalable vectors by @tqchen in #19638
  • [Relax][Frontend][TFLite] Add REDUCE_WINDOW support by @THINKER-ONLY in #19637
  • [Relax][Frontend][TFLite] Add RNN converter by @LudovicoYIN in #19632
  • [REFACTOR][IR] Delete class Bool and class Integer boxed-type wrappers by @tqchen in #19636
  • [Relax][Frontend][TFLite] Add LSTM and SVDF converter by @LudovicoYIN in #19633
  • [Relax][Frontend][TFLite] Add TFLite Resource Variable and Static Hashtable Import Support by @Aharrypotter in #19639
  • [TIRx] Fix stale Simplify import in lowering test by @tlopex in #19642
  • [Relax][Frontend][TFLite] Support sequence LSTM and RNN operators by @LudovicoYIN in #19634
  • [Relax][Frontend][TFLite] Support STABLEHLO_WHILE by @Aharrypotter in #19646
  • [Fix] Stabilize layer_norm variance computation with two-pass reduction by @ConvolutedDog in #19643
    ...
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tomayac, mvanhorn, and 41 other contributors
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v0.25.0

v0.25.0

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@MasterJH5574 MasterJH5574 released this 19 Jun 17:49
v0.25.0
c7ba073
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MasterJH5574 Ruihang Lai
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Learn about vigilant mode.

Introduction

The TVM community has worked since the last release to deliver the following new exciting improvements!

The main tags are below (bold text is with lots of progress): Relax, Frontend, TIR, Runtime, etc.

Please visit the full listing of commits for a complete view: v0.24.0...v0.25.0.

Community

None.

RFCs

None.

Arith

  • #19604 - [REFACTOR][TIR]Phase out ControlFlowGraph, NarrowPredicateExpression, and rename Simplify to StmtSimplify
  • #19638 - [REFACTOR]Phase out arith/scalable_expression; arith no longer proves over scalable vectors
  • #19670 - Memoize IntervalSet variable relaxation to avoid exponential blowup
  • #19669 - Gate canonical-simplify LT Case 2 on extra scale == +1
  • #19675 - Make Analyzer a tvm-ffi Object

BugFix

  • #19502 - [TIR] Skip bool-typed expressions in CSE
  • #19497 - [Relax] Fix scatter_elements and scatter_nd CUDA compilation
  • #19498 - [Relax][ONNX] Resolve param Vars in Concat to handle mixed Shape/Tensor inputs
  • #19511 - [Relax][Torch] Honor multi-axis dims in torch.flip converter
  • #19512 - [Relax][Torch] Honor correction in std/var converter
  • #19514 - [S-TIR] Wrap bare scalar bodies in DefaultGPUSchedule to avoid root-block crash
  • #19527 - [Relax]: handle ONNX ScatterElements reduction
  • #19535 - [Fix][Relax]: ONNX Clip NaN bounds and preserve input NaN (ORT parity)
  • #19554 - [Fix][CI]: remove astral-sh/setup-uv from lint workflow
  • #19557 - [Fix][Relax] Lower bool prod as logical all
  • #19567 - [Target][LLVM] Use libm for asin/acos instead of buggy inline Taylor
  • #19568 - [Target][LLVM] Route sinh/cosh/atan/asinh/erf through libm extern
  • #19619 - [Vulkan][CodeGen] Change OpControlBarrier to AcquireRelease
  • #19643 - [Fix] Stabilize layer_norm variance computation with two-pass reduction
  • #19650 - [Fix][Relax] Support ND batched matmul chains in AdjustMatmulOrder pass
  • #19683 - [Fix] CommReduce could handle 0-dim data
  • #19779 - [Fix] nn.attention support dynamic batch_size
  • #19808 - [Fix] Revert C++20-only lambda captures for C++17 build

CI

  • #19629 - Remove tvm-lint from tvm-bot
  • #19656 - Add cibw-based wheel publishing to PyPI
  • #19659 - Wheel publishing follow-ups
  • #19665 - Derive the version from Git tags via setuptools_scm
  • #19664 - Reformat the macOS repair-wheel-command as a multiline script
  • #19697 - Target apache-tvm for PyPI wheel publishing
  • #19775 - Merge PR against its target branch instead of main (#19712)
  • #19685 - Remove PyPI-only tag ref guard from wheel publishing
  • #19703 - Pin actions by version tag, trim wheel perms
  • #19706 - [Tests] Fix s_tir tests using removed T.block API in TIRx script
  • #19700 - Fix release verification script
  • #19704 - [Tests] Skip test modules cleanly when optional deps are missing
  • #19713 - Fix CI script test subprocess environment
  • #19724 - [Tests][Disco] Skip CCL tests when runtime support is absent
  • #19725 - [Tests][Relax] Gate multi-GPU VM test on three devices
  • #19726 - [Tests][Hexagon] Lazily import pytest plugin dependencies
  • #19730 - [Tests][NNAPI] Skip tests cleanly when remote environment is unavailable
  • #19729 - [Tests][S-TIR] Fix stale MetaSchedule sketch expectations and migrate let binds to T.let
  • #19715 - [Tests] Remove test_runtime_ndarray (covered by tvm-ffi)
  • #19731 - [Script][Tests] Fix dialect redirect module re-execution and stray category-less tirx.intrin_test op
  • #19735 - [S-TIR][Tests] Fix transform test failures after TIRx bringup
  • #19740 - [Tests] Check WebGPU volatile allreduce annotation structurally
  • #19746 - [Tests] Fix flaky popen pool executor test
  • #19738 - Align cuda-python with PyTorch cuda-bindings
  • #19745 - [Tests][LLVM] Gate stepvector intrinsic rename on LLVM 20
  • #19751 - [S-TIR][Tests] Mark test_cp_async_in_if_then_else as xfail
  • #19737 - Run s_tir/transform tests in the python-unittest stage
  • #19754 - Updated cibw to 4.1.0
  • #19752 - [Tests][AArch64] Make SVE codegen assertions robust across LLVM versions
  • #19761 - Drop redundant cmake/ninja install from the Linux wheel CUDA sidecar
  • #19777 - [Tests] Modernize test gating
  • #19786 - [Tests] Make TargetCreation.DeduplicateKeys host-agnostic on AArch64
  • #19787 - [Tests] Replace remaining requires_* helpers with standard pytest
  • #19793 - Pin GitHub Actions to SHA for ASF INFRA compliance
  • #19798 - Remove Jenkins PR linter step
  • #19800 - [Tests][Refactor] Remove unused testing helpers

Docs

  • #19606 - Reorganize development guide content
  • #19720 - Clarify loading serialized artifacts requires a trusted source
  • #19782 - [CI] Bump tlcpack-sphinx-addon to restore search result summaries
  • #19788 - Modernize test-gating documentation

Frontend

  • #19590 - [ONNX] Add RMSNormalization converter for ONNX opset 23

Hexagon

  • #19747 - [Tests] Clean up stale hexagon tests
  • #19796 - [REFACTOR]Phase out Hexagon app and test wrappers

LLVM

  • #19716 - [Codegen]Accept splat form in VLA broadcast test
  • #19744 - [Codegen][Tests] Gate +v9a vscale_range expectation on LLVM version

Relax

  • #19495 - [Frontend] Add ParameterList and ParameterDict containers
  • #19491 - [Frontend][TFLite] Add segment operator mappings
  • #19499 - [Frontend][TFLite] Add tests coverage for SPACE_TO_BATCH_ND and BATCH_TO_SPACE_ND
  • #19516 - [TFLite] Add gather frontend expected IRModule tests
  • #19488 - [PyTorch] Fix segfault in from_exported_program when model uses index_put_ with tuple output
  • #19523 - [Frontend][TFLite] Add Conv3D support
  • #19525 - [ONNX] Normalize negative indices before the take call for Gather operator
  • #19530 - [Frontend] Add TFLite Frontend Support for CONV_3D_TRANSPOSE
  • #19536 - [Frontend][TFLite] Add initial StableHLO builtin operator support
  • #19547 - [ONNX] Set max_output_boxes_per_class default value to 0 for NonMaxSuppression
  • #19515 - [ONNX] Add ONNX Backend Tests for systematic frontend coverage
  • #19566 - [ONNX] Prevent Div divide-by-zero crashes
  • #19573 - [ONNX] Fix TopK scalar K extraction in from_onnx
  • #19587 - [Frontend][TFLite] Support StableHLO region-based ops and multi-subgraph models
  • [#19588](#1...
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v0.25.0.rc1

v0.25.0.rc1 Pre-release
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@MasterJH5574 MasterJH5574 released this 16 Jun 22:55
v0.25.0.rc1
c7ba073
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MasterJH5574 Ruihang Lai
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What's Changed

Full Changelog: v0.25.0.rc0...v0.25.0.rc1

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MasterJH5574
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v0.25.0.rc0

v0.25.0.rc0 Pre-release
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@MasterJH5574 MasterJH5574 released this 08 Jun 20:11
v0.25.0.rc0
5ec6844
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Learn about vigilant mode.

What's Changed

  • [release][Dont Squash] Update version to 0.24.0 and 0.25.0.dev on main branch by @ysh329 in #19446
  • [Relax][Frontend] Add ParameterList and ParameterDict containers by @mshr-h in #19495
  • [Relax][Frontend][TFLite] Add segment operator mappings by @Aharrypotter in #19491
  • [BUGFIX][TIR] Skip bool-typed expressions in CSE by @tqchen in #19502
  • [Relax][Frontend][TFLite] Add tests coverage for SPACE_TO_BATCH_ND and BATCH_TO_SPACE_ND by @rknastenka in #19499
  • [BugFix][Relax] Fix scatter_elements and scatter_nd CUDA compilation by @as4230 in #19497
  • [BugFix][Relax][ONNX] Resolve param Vars in Concat to handle mixed Shape/Tensor inputs by @swjng in #19498
  • [Web] Add support for OPFS by @akaashrp in #19494
  • [BugFix][Relax][Torch] Honor multi-axis dims in torch.flip converter by @swjng in #19511
  • [BugFix][Relax][Torch] Honor correction in std/var converter by @swjng in #19512
  • [BugFix][S-TIR] Wrap bare scalar bodies in DefaultGPUSchedule to avoid root-block crash by @swjng in #19514
  • [Relax][TFLite] Add gather frontend expected IRModule tests by @weicheng-hsu in #19516
  • [Relax][PyTorch] Fix segfault in from_exported_program when model uses index_put_ with tuple output by @cchung100m in #19488
  • [Relax][Frontend][TFLite] Add Conv3D support by @weicheng-hsu in #19523
  • [REFACTOR][IR] Remove dead AttrFunctor template by @tqchen in #19528
  • [Relax][ONNX] Normalize negative indices before the take call for Gather operator by @cchung100m in #19525
  • [Relax][Frontend] Add TFLite Frontend Support for CONV_3D_TRANSPOSE by @weicheng-hsu in #19530
  • [TIR] Add cooperative_tensor builtins and metal.cooperative_tensor storage scope by @oraluben in #19423
  • [Relax][Frontend][TFLite] Add initial StableHLO builtin operator support by @Aharrypotter in #19536
  • [Contrib] Fix CUDA contrib build after FFI/header cleanups by @MasterJH5574 in #19539
  • [BugFix][Relax]: handle ONNX ScatterElements reduction by @THINKER-ONLY in #19527
  • [Fix][Relax]: ONNX Clip NaN bounds and preserve input NaN (ORT parity) by @ConvolutedDog in #19535
  • [Fix][CI]: remove astral-sh/setup-uv from lint workflow by @ConvolutedDog in #19554
  • [Relax][ONNX] Set max_output_boxes_per_class default value to 0 for NonMaxSuppression by @cchung100m in #19547
  • [Relax][ONNX] Add ONNX Backend Tests for systematic frontend coverage by @Aharrypotter in #19515
  • [Fix][Relax] Lower bool prod as logical all by @ConvolutedDog in #19557
  • [Relax][ONNX] Prevent Div divide-by-zero crashes by @cchung100m in #19566
  • [TIRx] Bringup TIRx Infrastructure by @spectrometerHBH in #19581
  • [BugFix][Target][LLVM] Use libm for asin/acos instead of buggy inline Taylor by @swjng in #19567
  • [RFC][CodeGen][CUDA]: Gate fast math intrinsic lowering behind target option by @ConvolutedDog in #19565
  • [TVMScript] Handle undefined functions when dumping IRModule by @ConvolutedDog in #19583
  • [BugFix][Target][LLVM] Route sinh/cosh/atan/asinh/erf through libm extern by @swjng in #19568
  • [Relax][ONNX] Fix TopK scalar K extraction in from_onnx by @javierdejesusda in #19573
  • [Relax][Frontend][TFLite] Support StableHLO region-based ops and multi-subgraph models by @Aharrypotter in #19587
  • [ONNX] Add RMSNormalization converter for ONNX opset 23 by @q55180514 in #19590
  • [BUILD] Modularize device runtime into per-backend DSOs by @tqchen in #19594
  • [Relax] Normalize negative concat axis in ReorderPermuteDimsAfterConcat by @cchung100m in #19588
  • [RPC][Tracker] Bound msg_size to MAX_TRACKER_MSG_BYTES to prevent unbounded buffer growth by @bl4cksku11 in #19586
  • [CodeGen][CUDA] Move fast math intrinsic lowering option to PassContext by @tlopex in #19596
  • [IR] Add annotations to Call nodes by @tlopex in #19597
  • [REFACTOR][RELAX] Fold CalleeCollector into relax DeadCodeElimination by @tqchen in #19603
  • [Relax][Frontend][TFLite] Support quantized TFLite import via QDQ decomposition by @Aharrypotter in #19538
  • Fix PytestUnknownMarkWarning: Unknown pytest.mark.adreno_clml by @cchung100m in #19602
  • [REFACTOR][IR] Cleanup attrs.h: drop NullValue, AttrsNodeReflAdapter, legacy BaseAttrsNode methods by @tqchen in #19607
  • [Docs] Reorganize development guide content by @tlopex in #19606
  • [REFACTOR] Move src/ir/script_printer.cc to src/script/printer/ by @tqchen in #19611
  • [REFACTOR][IR] Phase out src/ir/structural_{hash,equal}.cc to tvm-ffi by @tqchen in #19613
  • [REFACTOR][IR] Inline ApplyPassToFunction into relax decompose_ops, delete the util by @tqchen in #19612
  • [REFACTOR][TIR][ARITH] Phase out ControlFlowGraph, NarrowPredicateExpression, and rename Simplify to StmtSimplify by @tqchen in #19604
  • [REFACTOR][IR] Phase out class Integer and class Bool in Attrs and PassConfig by @tqchen in #19614
  • [CMAKE][RUNTIME] Link tvm_rpc with all backend runtime libraries by @cbalint13 in #19617
  • [REFACTOR][IR] attrs.h follow-up cleanup: drop legacy vtable / rename / phase out AttrFieldInfo by @tqchen in #19615
  • [REFACTOR][TIR] Tie AnnotateDeviceRegions/SplitHostDevice/LowerDeviceKernelLaunch together by @tqchen in #19605
  • [Relax][Frontend][TFLite] Support control-flow multi-subgraph operators by @Aharrypotter in #19616
  • [Relax][Frontend][TFLite] Add UNIDIRECTIONAL_SEQUENCE_RNN converter by @LudovicoYIN in #19601
  • [IR] Rename Call annotations to attrs by @tlopex in #19618
  • [REFACTOR][RUNTIME] Phase out tvm::runtime::regex_match by @tqchen in #19620
  • [REFACTOR][RUNTIME] Remove leftover microTVM/CRT crumbs by @tqchen in #19622
  • [REFACTOR][RUNTIME] Relocate nvtx.h to tvm/support/cuda and make it header-only by @tqchen in #19621
  • [REFACTOR][PYTHON] Lift compiler/CLI/process modules from tvm.contrib to tvm.support by @tqchen in #19624
  • [REFACTOR][IR][FFI] Bump tvm-ffi (+ SEqHashDef migration) and phase out tvm/ir/repr.h by @tqchen in #19627
  • [REFACTOR][IR] Inline ReplaceGlobalVars into AttachGlobalSymbol by @tqchen in #19625
  • [BugFix][Vulkan][CodeGen] Change OpControlBarrier to AcquireRelease by @kistenklaus in #19619
  • [REFACTOR][RUNTIME] Structural reorganization: locality moves for thread_map, texture, minrpc, disco, contrib by @tqchen in #19628
  • [REFACTOR][PYTHON] Consolidate derived_object into tvm.ir.utils by @tqchen in #19630
  • [CI] Remove tvm-lint from tvm-bot by @yongwww in #19629
  • [REFACTOR][SCRIPT] tvmscript streamline: lift printer.h, restore one-way dep, migrate dialect config to extra_config by @tqchen in #19631
  • [REFACTOR][ARITH] Phase out arith/scalable_expression; arith no longer proves over scalable vectors by @tqchen in #19638
  • [Relax][Frontend][TFLite] Add REDUCE_WINDOW support by @THINKER-ONLY in #19637
  • [Relax][Frontend][TFLite] Add RNN converter by @LudovicoYIN in #19632
  • [REFACTOR][IR] Delete class Bool and class Integer boxed-type wrappers by @tqchen in #19636
  • [Relax][Frontend][TFLite] Add LSTM and SVDF converter by @LudovicoYIN in #19633
  • [Relax][Frontend][TFLite] Add TFLite Resource Variable and Static Hashtable Import Support by @Aharrypotter in #19639
  • [TIRx] Fix stale Simplify import in lowering test by @tlopex in #19642
  • [Relax][Frontend][TFLite] Support sequence LSTM and RNN operators by @LudovicoYIN in #19634
  • [Relax][Frontend][TFLite] Support STABLEHLO_WHILE by @Aharrypotter in #19646
  • [Fix] Stabilize layer_norm variance computation with two-pass reduction by @ConvolutedDog in #19643
    ...
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Contributors

tomayac, tqchen, and 24 other contributors
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Apache TVM v0.24.0

Apache TVM v0.24.0

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@ysh329 ysh329 released this 09 May 01:20
v0.24.0
af3e4ba

Introduction

The TVM community has worked since the last release to deliver the following new exciting improvements!

The main tags are below (bold text is with lots of progress): Relax etc.

Please visit the full listing of commits for a complete view: v0.24.dev0...v0.24.0.rc0.

Community

None.

RFCs

None.

Adreno

  • #18867 - Revive and consolicate Adreno features

Arith

  • #19417 - Expose allow_override parameter in Python Analyzer.bind()

BugFix

  • #19432 - [Fix][CUDA] Version compatibility of CUDA symbols
  • #19427 - [FIX] Skip metal target tag registration for unsupported LLVM CPUs
  • #19390 - [LLVM] Fix insertDeclare API mismatch for ROCm-bundled LLVM 20
  • #19410 - [Fix][Runtime][RPC] Fix remote tensor handle cleanup for RPC return values
  • #19385 - [MetaSchedule] Fix compile_relax to apply MetaScheduleApplyDatabase after FuseOps
  • #19383 - [TIRx] Fix bad-optional-access in BF16/FP8 legalize passes for target-less PrimFuncs
  • #19382 - [TIRx] Fix VerifyMemory crash for PrimFuncs without target attribute
  • #19380 - [TOPI] Fix get_const_tuple hanging indefinitely when passed a te.Tensor
  • #19368 - Align tir.round to ties-to-even across all backends
  • #19367 - [ONNX] Fix Round op to use ties-to-even
  • #19362 - [TVMScript] Fix invalid f-string format spec causing TypeError on Python 3.14
  • #19352 - [TVMScript] Add doc.keyword handling for ExprEvaluator._visit
  • #18957 - [FIX] Inline ceil_log2 in gpu_2d_continuous_cumsum to fix MakePackedAPI error
  • #18940 - [Fix] Fix tvm.tir references in Tflite frontend
  • #18887 - [FIX] Fix cumsum kernel sblock_alloc_buffer for non-sblock buffer
  • #18881 - [FIX][Adreno] Replace AllocBuffer with Bind in texture alloc injection
  • #18838 - [TOPI] Fix resize accuracy issue with non-floor rounding
  • #18782 - [S-TIR][FIX] Remove redundant std::move() to itself
  • #18742 - [Fix] Handle empty variable name in NameSupply::FreshName
  • #18694 - [TIR] Fix incorrect optimization when lowering floordiv and f…
  • #18695 - [FIX] Fix T.sblock due to concurrent merge

CI

  • #19445 - [REFACTOR] Decouple data.py from Jenkins script and docker images
  • #18827 - Update images to 20260301-134651-63f099ad
  • #18863 - [S-TIR][Test] Mark meta_schedule tuning tests as skip
  • #18851 - Remove stale test scripts (i386, hexagon, mypy)
  • #18850 - [TEST] Remove stale URL mappings from request_hook
  • #18848 - Remove legacy lint scripts and Apache RAT
  • #18817 - [REFACTOR]Further cleanup docker images
  • #18812 - [REFACTOR]Modernize Python dependency management with uv
  • #18809 - Add GitHub Actions lint workflow
  • #18805 - [REFACTOR][TEST] Migrate tir-transform tests from TE to TVMScript
  • #18804 - [REFACTOR][TEST] Remove unused te imports from test files
  • #18800 - Update images to 20260219-160550-72f51851
  • #18796 - Refactor Dockerfiles and installation scripts
  • #18775 - Update images to 20260214-152058-2a448ce4
  • #18783 - Update system cuda version 12.4->12.8
  • #18780 - Remove unity from tvm-bot
  • #18777 - Update Pillow, pytest-rerunfailures, junitparser, xgboost, onnx and pytorch
  • #18647 - Upgrade Python to 3.10 in CI
  • #18749 - Remove i386 and Hexagon from CI pipeline (2)
  • #18757 - Further cleanup CI after merging unity to main test
  • #18456 - Move conda config files to tests/conda and remove unused conda build infrastructure
  • #18755 - [TEST] Cleanup legacy tests and migrate unity tests to main one
  • #18737 - Remove i386 and Hexagon from CI pipeline (1)
  • #18748 - Remove i386 and hexagon from .asf.yaml
  • #18719 - [REFACTOR][TEST] Migrate all codegen test to tvmscript
  • #18717 - Fix double newlines in nightly docker update
  • #18711 - [REFACTOR][TEST] Replace CompareBeforeAfter for pytest compact
  • #18692 - Fix NameError in nightly docker update workflow

Docker

  • #18854 - Refactor bash.sh: auto-detect rootless, add --shell, TVM_DEV_MOUNTS
  • #18710 - [ci]Nightly Docker image update

Docs

  • #19439 - Refactor BYOC example NPU tutorial
  • #19414 - Fix stale tvm.tirx exclude list and add missing legalize_ops.unary entry
  • #19409 - Fix outdated source install and API reference docs
  • #19407 - Fix #18714: python -c "import tvm; print(tvm.file)" fail
  • #19396 - Add code generation architecture documentation
  • #19398 - Add TVMScript architecture documentation
  • #19397 - Add PyModule tutorial to How-To toctree
  • #19399 - Clean up architecture docs: remove duplicates, fix stale content
  • #19389 - Add Relax VM architecture documentation
  • #19394 - Add operator fusion architecture documentation
  • #19395 - Add BYOC external library dispatch architecture documentation
  • #19387 - Add docstrings for nn.Module classes and core APIs in relax.frontend.nn
  • #19386 - Add tvm.s_tir.tensor_intrin API reference and remove empty legacy tvm/tir directory
  • #19379 - Add API reference for tvm.arith, tvm.testing, tvm.exec, tvm.tirx.backend and extend topi/contrib/ir/target docs
  • #19369 - Add API reference for tvm.s_tir submodules: dlight, meta_schedule, backend
  • #19366 - Add API reference documentation for tvm.script module
  • #19356 - Add DLight and MetaSchedule deep-dive instructions
  • #19364 - TFLite tests requiring Python 3.10 and specific package versions to avoid core dumps
  • #19354 - Add tutorial for importing models from PyTorch, ONNX, and TFLite
  • #19358 - Add Dataflow Pattern Language (DPL) documentation for Relax
  • #19357 - Add Disco distributed runtime architecture overview
  • #19351 - Fix outdated paths, links, and add missing API references across documentation(3)
  • #19353 - Add tvm.s_tir.analysis API reference page
  • #19350 - Add Relax VM architecture overview in documentation
  • #19344 - Fix outdated code examples, typos, and missing API reference in documentation(2)
  • #18965 - Fix outdated code examples, types, and missing references across documentation
  • #18966 - [DOC] Fix various issues
  • #18953 - Align documentation with tirx/s_tir namespace split
  • #18947 - Add tutorial for mixing Python/PyTorch with TVM using BasePyModule
  • #18939 - [DOC] Fix inconsistent code comments
  • [#18941](#1894...
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