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#11657 - Apply linting rules to AOT tests.#11666 - Enable pylint for tests/python/ci.#11619 - RelayToTIR custom codegen passes can still depend on dynamic shape functions.#11638 - Unifles all MKLDNN/DNNL to DNNL.#10590 - Add order to functions in C Codegen.#11144 - Remove support for run-time linked-params from codegen.#11474 - Two helper passes for external codegen using RelayToTIR custom pass machinery.#9395 - Connecting devices structure to relevant operators.#9500 - Add Hooks for Activate/Deactivate/Open/Close.#9501 - Wire up cpacked Device API context.#10282 - Add Metadata classes for AOTExecutor.#10337 - BugFix of workspace calculation.#10518 - Use python temporary directory for AOT tests.#10753 - Support LLVM backend with C++ runtime.#11091 - Enable A-Normal Form in the AOT executor.#11365 - Fix function number datatype from char to uint16_t.#11208 - Calculate used memory at the callsite of primitive functions.
#TVMC DOWNLOAD G DRIVE FULL#
Please visit the full listing of commits for a complete view: v0.8.0.v0.9.0.rc0. Note that this list is not comprehensive of all PRs and discussions since v0.8.
Add virtual device as a first class field to Relay expressions (#45) ( 67c39d2). Add Managed Jenkins Infrastructure for TVM RFC (#49) ( a3a7d2c). Introduce the Arm(R) Ethos(TM)-U Cascading Scheduler (#37) ( f9fa824). OpenCLML integration as BYOC (#52) ( f5ef65f). Bring PackedFunc into TVM Object System (#51) ( 2e0de6c). TVM Continuous Integration & Testing Roadmap (#54) ( 41e5ba0). Module Based Model Runtime for AOT (#46) ( d9dd6eb). Layout transformations on buffer access (#39) ( b675ef8). Replace codeowners with more relevant automation (#58) ( 540c1f8). RFC: clarifying buffer declaration and access (#63) ( de4fe97). RFC-BYOC-DNNL-Integration (#73) ( 7aed0ca). 
DietCode: An Auto-Scheduler for Dynamic Tensor Programs (#72) ( a518000).UMA Universal Modular Accelerator Interface (#60) ( 6990e13).Model Library Format with Multiple Modules (#76) ( f47c6ad).Introducing DeclBuffer (#70) ( 87ff1fa).TUNIP: TVMScript Unified Printer (#74) ( 48d47c5).These RFCs have been merged in apache/tvm-rfcs since the last release. And many more! See the list of RFCs and PRs included in v0.9.0 for a complete list, as well as the full change list.transform.LowerCrossThreadReduction - Enables support for reductions across threads on GPUs.transform.InjectPTXAsyncCopy - Rewrites global to shared memory copies in CUDA with async copy when annotated tir::attr::async_scope.transform.CommonSubexprElimTIR - Implements common-subexpression elimination for TIR.
transform.InjectSoftwarePipeline - Transforms annotated loop nest into a pipeline prologue, body and epilogue where producers and consumers are overlapped. t_axis_separators - Sets axis separators in a buffer to lower to multi-dimensional memory (e.g. ansform_block_layout - Applies a schedule transformation to a block as specified by an IndexMap. ansform_layout - Applies a layout transformation to a buffer as specified by an IndexMap. Several TIR schedule primitives and transforms including (abridged):. MLF - Support for multiple modules in a single MLF artifact. #TVMC DOWNLOAD G DRIVE SIMULATOR#
Testing via Hexagon SDK simulator and on device via Snapdragon-based HDK boards and phones. AOT - Support for the C++ runtime (with llvm and c targets only) and support for host-driven AOT in the C runtime. New parameters - runtime=, executor=,. ARM cascading scheduler for Arm Ethos(TM)-U NPUs. v0.9.0 is the first release on the new quarterly release schedule and includes many highlights, such as: 
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