## Operator Coverage - Allow empty tensor for reshape, tile and strided_slice [#4618](https://github.com/apache/incubator-tvm/issues/4618) - Fix meaning of conv2d_transpose output_padding parameter"; [#4708](https://github.com/apache/incubator-tvm/issues/4708) - Remove cpp upsampling and resize op [#4769](https://github.com/apache/incubator-tvm/issues/4769) - upsample operator 'NCHWinic' format support. [#4791](https://github.com/apache/incubator-tvm/pull/4791) - Injective schedule improvement [#4786](https://github.com/apache/incubator-tvm/pull/4786) - Enable vectorization on fp16 type [#4867](https://github.com/apache/incubator-tvm/pull/4867) - Support for Int8 schedules - CUDA/x86 [#5031](https://github.com/apache/incubator-tvm/pull/5031) - New PR to re-add tan to TVM [#5025](https://github.com/apache/incubator-tvm/pull/5025) - Register topi schedule for Relay fast_exp and fast_tanh [#5131](https://github.com/apache/incubator-tvm/pull/5131) - Move Dilation2d from nn to image namespace [#5110](https://github.com/apache/incubator-tvm/pull/5110) - Use Thrust sort for argsort and topk [#5097](https://github.com/apache/incubator-tvm/pull/5097) - Conv2d and Dense ops support on Tensor Core [#5099](https://github.com/apache/incubator-tvm/pull/5099) - Setting workload correctly for Depthwise Spatial conv ARM. [#5182](https://github.com/apache/incubator-tvm/pull/5182) - Adding a few missing math intrin [#5011](https://github.com/apache/incubator-tvm/pull/5011) - Missing vectorize for depthwise conv2d. [#5196](https://github.com/apache/incubator-tvm/pull/5196) - [TOPI] Using x86 schedules for ARM conv2d ([#5334](https://github.com/apache/incubator-tvm/pull/5334)) - [TOPI-ARM] Do not alter layout if layout is NHWC ([#5350](https://github.com/apache/incubator-tvm/pull/5350)) - [TOPI] Setting workload correctly for Depthwise Spatial conv ARM. ([#5182](https://github.com/apache/incubator-tvm/pull/5182)) - [Relay][OP] Add fast_erf implementation ([#5241](https://github.com/apache/incubator-tvm/pull/5241)) - [Topi] Tensorcore support for Conv3D ([#5284](https://github.com/apache/incubator-tvm/pull/5284)) - [intrin] a few more math functions ([#5468](https://github.com/apache/incubator-tvm/pull/5468)) - [Intrinsic] Add log1p, ldexp, atan2, hypot, nextafter, copysign ([#5312](https://github.com/apache/incubator-tvm/pull/5312)) - [relay][topi] Add operation relay.nn.dilate() which calls topi.nn.dilate() ([#5331](https://github.com/apache/incubator-tvm/pull/5331)) - [Topi x86] Missing vectorize for depthwise conv2d. ([#5196](https://github.com/apache/incubator-tvm/pull/5196)) - [TOPI x86] Adding unroll_kw config option for depthwise conv2d. (#5197) - [Topi] Breakdown [topi.cc](http://topi.cc/) into smaller files ([#5253](https://github.com/apache/incubator-tvm/pull/5253)) - ReduceLogSumExp Operator support [#5453](https://github.com/apache/incubator-tvm/pull/5453) - Math ops added [#5502](https://github.com/apache/incubator-tvm/pull/5502) - Enable blocking format in x86 conv2d and fold scale axis [#5357](https://github.com/apache/incubator-tvm/pull/5357) - Add operation gather to relay. [#5716](https://github.com/apache/incubator-tvm/pull/5716) - Add storage_order ignore in pooling layer. [#5781](https://github.com/apache/incubator-tvm/pull/5781) - Fix bifrost spatial packing conv2d auto tune [#5684](https://github.com/apache/incubator-tvm/pull/5684) - Fix reshape usage in ARM schedule [#5732](https://github.com/apache/incubator-tvm/pull/5732) - Block sparse dense on cuda [#5746](https://github.com/apache/incubator-tvm/pull/5746) - Improve CUDA softmax scheduling [#5600](https://github.com/apache/incubator-tvm/pull/5600) - block sparse dense on cuda [#5746](https://github.com/apache/incubator-tvm/pull/5746) - pass-by-value -> pass-by-const-reference [#5783](https://github.com/apache/incubator-tvm/pull/5783) - Using MKL blas for quantized dense [#6115](https://github.com/apache/incubator-tvm/pull/6115) - topi -> tvm/topi [#6186](https://github.com/apache/incubator-tvm/pull/6186) - Use auto-tuner to improve conv2d_gemm performance [#6117](https://github.com/apache/incubator-tvm/pull/6117) - Improve CUDA conv2d_transpose_nchw [#4762](https://github.com/apache/incubator-tvm/issues/4762) - Add CUDA conv2d for NHWC layout [#4737](https://github.com/apache/incubator-tvm/issues/4737) - conv3d_ndhwc schedule [#4775](https://github.com/apache/incubator-tvm/issues/4775) - Fast exponent [#4790](https://github.com/apache/incubator-tvm/pull/4790) - Add Scatter to Topi/Relay/ONNX via hybrid script [#5619](https://github.com/apache/incubator-tvm/pull/5619) - Split MKL from BLAS. [#6182](https://github.com/apache/incubator-tvm/pull/6182) - Change the meaning of conv3d_transpose output_padding to match conv{1,2}d_transpose [#6065](https://github.com/apache/incubator-tvm/pull/6065) - Gather op support added [#6013](https://github.com/apache/incubator-tvm/pull/6013)
## Runtime and Backend - Cythonize NDArray.copyto ([#4549](https://github.com/apache/incubator-tvm/pull/4549)) - Unified Object System runtime refactor ([#4578](https://github.com/apache/incubator-tvm/pull/4578), [#4581](https://github.com/apache/incubator-tvm/pull/4581), [#4603](https://github.com/apache/incubator-tvm/pull/4603)) - VM profiler: sort VM stats by time ([#4601](https://github.com/apache/incubator-tvm/pull/4601)) - Update RPC runtime to allow remote module as arg ([#4462](https://github.com/apache/incubator-tvm/pull/4462)) - Refactorying system lib and dso lib into library module ([#4481](https://github.com/apache/incubator-tvm/pull/4481)) - Improve TSIM virtual memory mapping ([#4545](https://github.com/apache/incubator-tvm/pull/4545)) - make adt tag signed [#4605](https://github.com/apache/incubator-tvm/issues/4605) - Improve TVMBackendPackedCFunc to allow return val [#4637](https://github.com/apache/incubator-tvm/issues/4637) - EdgeTPU runtime for Coral Boards [#4698](https://github.com/apache/incubator-tvm/issues/4698) - Fix memory leak when using openMP [#4811](https://github.com/apache/incubator-tvm/issues/4811) - Fix memory leakage of TVMByteArray [#4856](https://github.com/apache/incubator-tvm/pull/4856) - Fix TVM_DLL_EXPORT_TYPED_FUNC to work on Windows [#4955](https://github.com/apache/incubator-tvm/pull/4955) - Fix memory leak when using openMP [#4811](https://github.com/apache/incubator-tvm/pull/4811) - Export GraphRuntime in tvm_runtime.dll [#5002](https://github.com/apache/incubator-tvm/pull/5002) - MISRA-C compliant TVM runtime [#3934](https://github.com/apache/incubator-tvm/pull/3934) - Update the type_keys to reflect the code-org [#5074](https://github.com/apache/incubator-tvm/pull/5074) - Fix AttrEqual for Array and StrMap, double [#5054](https://github.com/apache/incubator-tvm/pull/5054) - Export GraphRuntime in tvm_runtime.dll [#5002](https://github.com/apache/incubator-tvm/pull/5002) - Fix unused-value warning [#5140](https://github.com/apache/incubator-tvm/pull/5140) - crt error handling [#5147](https://github.com/apache/incubator-tvm/pull/5147) - Bundle deployment with static linking [#5158](https://github.com/apache/incubator-tvm/pull/5158) - Implemented kDLCPUPinned (cudaMallocHost) [#4985](https://github.com/apache/incubator-tvm/pull/4985) - Explicitly cast min/max operands [#5090](https://github.com/apache/incubator-tvm/pull/5090) - ref_counter -> ref_counter_ [#5184](https://github.com/apache/incubator-tvm/pull/5184) - Expose runtime::String to Python ([#5212](https://github.com/apache/incubator-tvm/pull/5212)) - [PY][FFI] Refactor runtime.String to subclass str ([#5426](https://github.com/apache/incubator-tvm/pull/5426)) - [RUNTIME] Auto conversion from str to runtime::String in PackedFUnc ([#5251](https://github.com/apache/incubator-tvm/pull/5251)) - [RUNTIME] Improved Packed FFI for optional. ([#5478](https://github.com/apache/incubator-tvm/pull/5478)) - [Hexagon] Add hexagon_posix.cc to TVM/RT sources in the right place (#5346) - [PY][FFI] Refactor runtime.String to subclass str (#5426) - Fix workspace [#5503](https://github.com/apache/incubator-tvm/pull/5503) - Store nullptr PackedFunc as nullptr for better error propagation [#5540](https://github.com/apache/incubator-tvm/pull/5540) - Improve PackedFunc robustness [#5517](https://github.com/apache/incubator-tvm/pull/5517) - Seg fault in WorkspacePool's destructor (#5632) [#5636](https://github.com/apache/incubator-tvm/pull/5636) - Resolve constexpr issue in debug mode. [#5651](https://github.com/apache/incubator-tvm/pull/5651) - Add compile_shared option to linux compile utility fn [#5751](https://github.com/apache/incubator-tvm/pull/5751) - Call sync in CopyFromRemote and CopyToRemote [#5512](https://github.com/apache/incubator-tvm/pull/5512) - Fix the multihop cpu case [#5522](https://github.com/apache/incubator-tvm/pull/5522) - Improve RPCServer AsyncIO support. [#5544](https://github.com/apache/incubator-tvm/pull/5544) - Modularize the RPC infra [#5484](https://github.com/apache/incubator-tvm/pull/5484) - Add compile_shared option to linux compile utility fn [#5751](https://github.com/apache/incubator-tvm/pull/5751) - Overload string operators [#5806](https://github.com/apache/incubator-tvm/pull/5806) - Only initialize required module [#5926](https://github.com/apache/incubator-tvm/pull/5926) - if a param not in input, we should still consume it’s data [#5990](https://github.com/apache/incubator-tvm/pull/5990) - init TVMPackedFunc’s name [#6044](https://github.com/apache/incubator-tvm/pull/6044) - Enable auto conversion String->DLDataType [#6214](https://github.com/apache/incubator-tvm/pull/6214) - Support random fill [#5913](https://github.com/apache/incubator-tvm/pull/5913) - Use new to avoid exit-time de-allocation order [#6292](https://github.com/apache/incubator-tvm/pull/6292) - Add parallel_for support to run a loop in parallel [#6275](https://github.com/apache/incubator-tvm/pull/6275) - Solve ARM BIG.LITTLE heterogeneous multicores [#4747](https://github.com/apache/incubator-tvm/issues/4747) - [RUNTIME] Quick fix PackedFunc String passing ([#5266](https://github.com/apache/incubator-tvm/pull/5266)) - Introduce runtime::String::CanConvertFrom [#5718](https://github.com/apache/incubator-tvm/pull/5718) - Restore the StrMap behavior in JSON/SHash/SEqual [#5719](https://github.com/apache/incubator-tvm/pull/5719) - Support overriding RPCWatchdog termination behavior on Android and other platforms [#6216](https://github.com/apache/incubator-tvm/pull/6216) - Set NDArray::Container.shape_ in NDArray::FromDLPack ([#5301](https://github.com/apache/incubator-tvm/pull/5301)) - Enable x86 cpu cache flush [#5914](https://github.com/apache/incubator-tvm/pull/5914) ## Quantization - Conv2D type checking for kernel per-channel scales. [#4732](https://github.com/apache/incubator-tvm/issues/4732) - Add missing nullptr check [#4773](https://github.com/apache/incubator-tvm/issues/4773) - Doc fix on convolution and dequantize [#4799](https://github.com/apache/incubator-tvm/issues/4799) - Conv2D with dilation support. [#4796](https://github.com/apache/incubator-tvm/issues/4796) - Making scale/zero_points as expr instead of attrs. [#4611](https://github.com/apache/incubator-tvm/issues/4611) - Make calibration faster and more memory usage friendly [#4589](https://github.com/apache/incubator-tvm/issues/4589) - Doc fix on convolution and dequantize [#4799](https://github.com/apache/incubator-tvm/pull/4799) - Conv2D with dilation support. [#4796](https://github.com/apache/incubator-tvm/pull/4796) - Optimize lowering for requantize and FixedPointMultiply. [#4798](https://github.com/apache/incubator-tvm/pull/4798) - More doc fix on quantize and convolution [#4874](https://github.com/apache/incubator-tvm/pull/4874) - Add support for per channel weight scale in dense op [#4880](https://github.com/apache/incubator-tvm/pull/4880) - Add support for quantized models via QNN [#4977](https://github.com/apache/incubator-tvm/pull/4977) [#5013](https://github.com/apache/incubator-tvm/pull/5013) - Support 4D padding. [#5036](https://github.com/apache/incubator-tvm/pull/5036) - [Requantize] Cleanup and Optimize Lowering ([#5286](https://github.com/apache/incubator-tvm/pull/5286)) - [Topi, ARM] Disbale Winograd for quantized tensors. ([#5363](https://github.com/apache/incubator-tvm/pull/5363)) - Adding support for TFLite QnnSubtract operator. ([#5230](https://github.com/apache/incubator-tvm/pull/5230)) - Remove developer facing api from frontend exports. ([#5375](https://github.com/apache/incubator-tvm/pull/5375)) - Add Quantize/Dequantize Partitioning [#5940](https://github.com/apache/incubator-tvm/pull/5940) - Add support for quantized models via QNN [#5016](https://github.com/apache/incubator-tvm/pull/5016) - Quanitze operation expanded to take const argument [#6127](https://github.com/apache/incubator-tvm/pull/6127) - FP32 and Quantized Object Detection Model [#5479](https://github.com/apache/incubator-tvm/pull/5479) - Support CallNode inputs in qnn.concatenate [#5360](https://github.com/apache/incubator-tvm/pull/5360) - QNN support for TFLite 2.1.0 quantized models [#5848](https://github.com/apache/incubator-tvm/pull/5848) ## TE - Tighten split's extent [#4931](https://github.com/apache/incubator-tvm/pull/4931) - Set split node's range to minimum of ext and split factor or split np… [#5044](https://github.com/apache/incubator-tvm/pull/5044) - Support mixing normal and cross-thread reduction ([#5193](https://github.com/apache/incubator-tvm/pull/5193)) - Inline -> te/schedule/operation_inline.h ([#5386](https://github.com/apache/incubator-tvm/pull/5386)) - Create loops according to storage scope and thread hierarchies ([#5190](https://github.com/apache/incubator-tvm/pull/5190)) - Fix import in dump pass ir (#5327) - Scalar support for `te.extern` [#6079](https://github.com/apache/incubator-tvm/pull/6079) ## TIR - IR readability enhancement ([#4501](https://github.com/apache/incubator-tvm/pull/4501)) - Introduce tir::PrimFunc [#5070](https://github.com/apache/incubator-tvm/pull/5070) - Introduce PrimFuncPass. [#5139](https://github.com/apache/incubator-tvm/pull/5139) - [TIR] Enhance Substitute, python bindings for Substitute/PostOrderVisit ([#5400](https://github.com/apache/incubator-tvm/pull/5400)) - [TIR] Remove ProducerConsumer and AllocateNode::new_expr ([#5333](https://github.com/apache/incubator-tvm/pull/5333)) - [IR][TRANSFORM] Enable CopyOnWrite for TIR passes. ([#5309](https://github.com/apache/incubator-tvm/pull/5309)) - [REFACTOR][TIR] Migrate LowerTVMBuiltin, InferFragment, LowerThreadAllreduce, ThreadSync to Pass Manager ([#5213](https://github.com/apache/incubator-tvm/pull/5213)) - [TIR][REFACTOR] Remove te::Tensor dependencies from TIR passes. ([#5372](https://github.com/apache/incubator-tvm/pull/5372)) - [TIR] Refactor MakePackedAPI to target dependent stage. ([#5326](https://github.com/apache/incubator-tvm/pull/5326)) - [REFACTOR] tvm.hybrid -> te.hybrid ([#5223](https://github.com/apache/incubator-tvm/pull/5223)) - [REFACTOR][TIR] Migrate most of low-level build to use the Pass Manager. ([#5225](https://github.com/apache/incubator-tvm/pull/5225)) - [TIR][REFACTOR] Migrate low-level passes in tvm.lower to the Pass Manager ([#5364](https://github.com/apache/incubator-tvm/pull/5364)) - [TIR] Migrate VTA TIR passes to the new pass manager. ([#5397](https://github.com/apache/incubator-tvm/pull/5397)) - [REFACTOR][TIR] Migrate all low-level passes to the Pass Manager. ([#5233](https://github.com/apache/incubator-tvm/pull/5233)) - [REFACTOR][TIR] Introduce ExprDeepEqual, Remove IRDeepCompare (#5206) - [TIR][REFACTOR] RewriteForTensorCore -> te/schedule (#5379) - [TIR][REFACTOR] Remove ir_pass in favor of analysis/transform. (#5415) - text format printer considering future parsing use [#5483](https://github.com/apache/incubator-tvm/pull/5483) - Remove buffer params from pass config. [#5652](https://github.com/apache/incubator-tvm/pull/5652) - std::string -> String Migration in TIR nodes [#5596](https://github.com/apache/incubator-tvm/pull/5596) - Remove CallNode.call_type in favor of attribute. [#5937](https://github.com/apache/incubator-tvm/pull/5937) - Remove legacy HoistIfThenElse [#5944](https://github.com/apache/incubator-tvm/pull/5944) - Improve Let/LetStmt support. [#5949](https://github.com/apache/incubator-tvm/pull/5949) - Refine side effect analysis. [#5954](https://github.com/apache/incubator-tvm/pull/5954) - Provide->ProducerStore, Realize->ProducerRealize. [#5750](https://github.com/apache/incubator-tvm/pull/5750) - Migrate the tvm/tir/expr.h to constructor [#5773](https://github.com/apache/incubator-tvm/pull/5773) - Migrate tir/stmt.h to use constructor. [#5778](https://github.com/apache/incubator-tvm/pull/5778) - Cleanup unused classes [#5789](https://github.com/apache/incubator-tvm/pull/5789) - Add tir prefix to type keys [#5802](https://github.com/apache/incubator-tvm/pull/5802) - Enhance VerifyGPUCode [#6194](https://github.com/apache/incubator-tvm/pull/6194) - Enforce buffer pointer var type to be consistent with dtype. [#6317](https://github.com/apache/incubator-tvm/pull/6317) - Create a StringImm reference type [#4806](https://github.com/apache/incubator-tvm/issues/4806) - Add `init` member to ReduceNode [#6138](https://github.com/apache/incubator-tvm/pull/6138) - Add dump and print for debugging (NFC) [#5207](https://github.com/apache/incubator-tvm/pull/5207) - Streamline Function Attr interface. [#5045](https://github.com/apache/incubator-tvm/pull/5045) - alpha_equal to structural_equal [#5161](https://github.com/apache/incubator-tvm/pull/5161) - Remove AttrsEqual and AttrsHash related code [#5169](https://github.com/apache/incubator-tvm/pull/5169) - [NODE] General serialzation of leaf objects into bytes. ([#5299](https://github.com/apache/incubator-tvm/pull/5299)) - [POC][IR] Initial stab at std::string->String upgrade ([#5438](https://github.com/apache/incubator-tvm/pull/5438)) - [TIR] Make lower_warp_memory support extent(threadIdx.x) < warp_size ([#5307](https://github.com/apache/incubator-tvm/pull/5307)) - [TIR][PASS] dtype rewrite for indexing variables ([#5092](https://github.com/apache/incubator-tvm/pull/5092)) - [PYTHON] Enhance with_attr API, cleanup MakeAPILegacy in testcases ([#5335](https://github.com/apache/incubator-tvm/pull/5335)) - [PYTHON] Make IntImm more like an integer ([#5232](https://github.com/apache/incubator-tvm/pull/5232)) - [REFACTOR][IR] Move to runtime::String ([#5276](https://github.com/apache/incubator-tvm/pull/5276)) - [REFACTOR][IR] kExternalSymbol -> kGlobalSymbol ([#5211](https://github.com/apache/incubator-tvm/pull/5211)) - [REFACTOR][IR] Remove PrimExpr from String ([#5311](https://github.com/apache/incubator-tvm/pull/5311)) - IRModule is updated with String [#5523](https://github.com/apache/incubator-tvm/pull/5523) - IR is updated with String [#5547](https://github.com/apache/incubator-tvm/pull/5547) - Streamline ir/op Registry [#5609](https://github.com/apache/incubator-tvm/pull/5609) - Migrate IRModule ObjectRef to not-null [#5654](https://github.com/apache/incubator-tvm/pull/5654) - Migrate BuildConfig to PassContext. [#5668](https://github.com/apache/incubator-tvm/pull/5668) - relay.op.Op -> tvm.ir.Op [#5705](https://github.com/apache/incubator-tvm/pull/5705) - Separate ArgTypeCode from DLDataTypeCode [#5730](https://github.com/apache/incubator-tvm/pull/5730) - Remove legacy compute_expr.h [#5738](https://github.com/apache/incubator-tvm/pull/5738) - Call::Halide => ProducerLoad, DSL/TIR decouple. [#5743](https://github.com/apache/incubator-tvm/pull/5743) - Provide->ProducerStore, Realize->ProducerRealize. [#5750](https://github.com/apache/incubator-tvm/pull/5750) - Migrate the tvm/tir/expr.h to constructor [#5773](https://github.com/apache/incubator-tvm/pull/5773) - Migrate tir/stmt.h to use constructor. [#5778](https://github.com/apache/incubator-tvm/pull/5778) - Migrate all Object construction to constructor. [#5784](https://github.com/apache/incubator-tvm/pull/5784) - Cleanup unused classes [#5789](https://github.com/apache/incubator-tvm/pull/5789) - Finish std::string->String updates [#5793](https://github.com/apache/incubator-tvm/pull/5793) - Add tir prefix to type keys [#5802](https://github.com/apache/incubator-tvm/pull/5802) - Change [Call.name](http://call.name/) to Call.op(RelayExpr) [#5863](https://github.com/apache/incubator-tvm/pull/5863) - Range/IntSet API style consistency. [#5953](https://github.com/apache/incubator-tvm/pull/5953) - Separate ArgTypeCode from DLDataTypeCode [#5730](https://github.com/apache/incubator-tvm/pull/5730) - Migrate all Object construction to constructor. [#5784](https://github.com/apache/incubator-tvm/pull/5784) - Finish std::string->String updates [#5793](https://github.com/apache/incubator-tvm/pull/5793) - Unify StrMapNode and MapNode [#5687](https://github.com/apache/incubator-tvm/pull/5687) -- You are receiving this because you are subscribed to this thread. Reply to this email directly or view it on GitHub: https://github.com/apache/incubator-tvm/issues/6486#issuecomment-698661161
