# Bug Fixes

- Add bfloat16 typeflag support 
([#4525](https://github.com/apache/incubator-tvm/pull/4525))
- MSVC / Windows fixes 
([#4455](https://github.com/apache/incubator-tvm/pull/4455), 
[#4569](https://github.com/apache/incubator-tvm/pull/4569))
- Fix Makefile for howto_deploy 
([#4457](https://github.com/apache/incubator-tvm/pull/4457/files))
- Fix GCC 4.8 compact 
([#4461](https://github.com/apache/incubator-tvm/pull/4461))
- Fix search path to build libtvm_topi.so 
([#4467](https://github.com/apache/incubator-tvm/pull/4467))
- Fix for conv2d_transpose CUDA compilation 
([#4472](https://github.com/apache/incubator-tvm/pull/4472))
- Fix for LLVM 10.0 codegen 
([#4480](https://github.com/apache/incubator-tvm/pull/4480), 
[#4515](https://github.com/apache/incubator-tvm/pull/4515))
- Fix alter op layout when calling global var 
([#4454](https://github.com/apache/incubator-tvm/pull/4454))
- Fix float2half_rn support for cuda compute capabilities < 53 
([#4489](https://github.com/apache/incubator-tvm/pull/4489))
- Fix compile errors for OpenCL backends 
([#4492](https://github.com/apache/incubator-tvm/pull/4492))
- Fix serialization precision loss 
([#4503](https://github.com/apache/incubator-tvm/pull/4503))
- Fix hybrid script to support array of tensors 
([#4494](https://github.com/apache/incubator-tvm/pull/4494))
- Fix annotation for multiply op 
([#4458](https://github.com/apache/incubator-tvm/pull/4458))
- Fix Dockerfile for linter CI 
([#4506](https://github.com/apache/incubator-tvm/pull/4506))
- Fix TF resize for dynamic size models 
([#4510](https://github.com/apache/incubator-tvm/pull/4510))
- Fix bias_add gradient 
([#4516](https://github.com/apache/incubator-tvm/pull/4516))
- Fix tanH unit test function call 
([#4517](https://github.com/apache/incubator-tvm/pull/4517))
- Fix extra reshape parameter for ONNX 
([#4524](https://github.com/apache/incubator-tvm/pull/4524))
- Fix crash caused by empty TOPI config 
([#4520](https://github.com/apache/incubator-tvm/pull/4520))
- Fix ONNX shape op type to use int64 
([#4528](https://github.com/apache/incubator-tvm/pull/4528))
- Fix crash in TSIM virtual memory driver 
([#4527](https://github.com/apache/incubator-tvm/pull/4527))
- Replace deprecated python library in setup script 
([#4533](https://github.com/apache/incubator-tvm/pull/4533))
- Fix NMS max_output_size loop 
([#4541](https://github.com/apache/incubator-tvm/pull/4541))
- Fix style in IR mutator and IR visitor 
([#4561](https://github.com/apache/incubator-tvm/pull/4561))
- Fix compiler warning 
([#4559](https://github.com/apache/incubator-tvm/pull/4559))
- Fix to get end to end inference on Chisel VTA 
([#4574](https://github.com/apache/incubator-tvm/pull/4574))
- Fix LLVM build by adding missing intrinsics headers 
([#4575](https://github.com/apache/incubator-tvm/pull/4575))
- Fix context creation in quantization 
([#4582](https://github.com/apache/incubator-tvm/pull/4582))
- Fix NDArray SaveDLTensor signature 
([#4586](https://github.com/apache/incubator-tvm/pull/4586))
- Fix dense pack schedule for x86 
([#4539](https://github.com/apache/incubator-tvm/pull/4539))
- Fix for broadcast tensor of scalar type 
([#4577](https://github.com/apache/incubator-tvm/pull/4577))
- Datatype refactor 
([#4513](https://github.com/apache/incubator-tvm/pull/4513/files), 
[#4560](https://github.com/apache/incubator-tvm/pull/4560))
- Add const qualifiers for NDArray container 
([#4590](https://github.com/apache/incubator-tvm/pull/4590))
- Fix TF <= 1.12 compatibility 
([#4593](https://github.com/apache/incubator-tvm/pull/4593))
- Fix for graph debug runtime 
([#4598](https://github.com/apache/incubator-tvm/pull/4598/files))
- Disable copy constructor for external codegen 
([#4597](https://github.com/apache/incubator-tvm/pull/4597))
- Make ADT tag signed 
([#4605](https://github.com/apache/incubator-tvm/pull/4605))
- Added declare of aluBits for TensorAlu 
[#4624](https://github.com/apache/incubator-tvm/issues/4624)
- Get around limitation of g++-4.8 
[#4626](https://github.com/apache/incubator-tvm/issues/4626)
- Bugfix StmtMutator IfThenElse 
[#4609](https://github.com/apache/incubator-tvm/issues/4609)
- Remove unecessary rdynamic 
[#4613](https://github.com/apache/incubator-tvm/issues/4613)
- Resolve constexpr related link error in debug mode 
[#4641](https://github.com/apache/incubator-tvm/issues/4641)
- Asymmetric padding 
[#4511](https://github.com/apache/incubator-tvm/issues/4511)
- Reduce data size of asymmetric padding testcase 
[#4658](https://github.com/apache/incubator-tvm/issues/4658)
- Fix Base64OutStream portability issue 
[#4668](https://github.com/apache/incubator-tvm/issues/4668)
- Fix topi.nn.global_pool layout="NHWC" 
[#4656](https://github.com/apache/incubator-tvm/issues/4656)
- Also package core.rly 
[#4679](https://github.com/apache/incubator-tvm/issues/4679)
- `fskip` of EliminateCommonSubexpr cannot always return false 
[#4620](https://github.com/apache/incubator-tvm/issues/4620)
- Fix Python syntax error in start_rpc_server_to_tracker.py 
[#4682](https://github.com/apache/incubator-tvm/issues/4682)
- os.path --> osp to match the import 
[#4681](https://github.com/apache/incubator-tvm/issues/4681)
- GitHub actions/checkout@v1 --> v2 
[#4680](https://github.com/apache/incubator-tvm/issues/4680)
- Fix Python syntax error AGAIN in start_rpc_server_to_tracker.py 
[#4685](https://github.com/apache/incubator-tvm/issues/4685)
- Use ==/!= to compare str, bytes, and int literals 
[#4686](https://github.com/apache/incubator-tvm/issues/4686)
- Rename start_rpc_server_to_tracker.py to start_rpc_server_to_tracker.sh 
[#4689](https://github.com/apache/incubator-tvm/issues/4689)
- GitHub Action lint Python code for syntax errors 
[#4688](https://github.com/apache/incubator-tvm/issues/4688)
- Generate blob use LLVM directly 
[#4657](https://github.com/apache/incubator-tvm/issues/4657)
- Reduce input size to fix oom 
[#4653](https://github.com/apache/incubator-tvm/issues/4653)
- Fix RemoveUnusedFunctions pass 
[#4700](https://github.com/apache/incubator-tvm/issues/4700)
- Link the math library by default 
[#4713](https://github.com/apache/incubator-tvm/issues/4713)
- Update mainline version to 0.7.dev0 
[#4720](https://github.com/apache/incubator-tvm/issues/4720)
- Add SizeVar representing non-neg valued variable in a tensor shape 
[#4684](https://github.com/apache/incubator-tvm/issues/4684)
- Fix the compile problem of cpp_rpc 
[#4725](https://github.com/apache/incubator-tvm/issues/4725)
- JSON upgrader to upgrade serialized json. 
[#4730](https://github.com/apache/incubator-tvm/issues/4730)
- Fallback schedule for Int8 depthwise. 
[#4733](https://github.com/apache/incubator-tvm/issues/4733)
- Fix dense x86 schedule 
[#4728](https://github.com/apache/incubator-tvm/issues/4728)
- Fix demo dockerfile build failed 
[#4744](https://github.com/apache/incubator-tvm/issues/4744)
- Improve CUDA vectorizer 
[#4736](https://github.com/apache/incubator-tvm/issues/4736)
- Add .asf.yaml for github info 
[#4761](https://github.com/apache/incubator-tvm/issues/4761)
- Fix padding in pooling op 
[#4738](https://github.com/apache/incubator-tvm/issues/4738)
- Remove run_infer_type duplicates 
[#4766](https://github.com/apache/incubator-tvm/issues/4766)
- [pooling.cc](http://pooling.cc/) improvements 
[#4767](https://github.com/apache/incubator-tvm/issues/4767)
- Export builtin_fp16 on Windows 
[#4731](https://github.com/apache/incubator-tvm/issues/4731)
- Fix Tensorflow conv3d pad bug, add non-cubic data and kernel tests 
[#4772](https://github.com/apache/incubator-tvm/issues/4772)
- Bump prebuilt-image version in demo dockerfile 
[#4770](https://github.com/apache/incubator-tvm/issues/4770)
- Update tune_simple_template.py 
[#4778](https://github.com/apache/incubator-tvm/issues/4778)
- Explicitly link to cublasLt if it exists 
[#4776](https://github.com/apache/incubator-tvm/issues/4776)
- Fix hasattr by extracting Python error type from Windows error message 
[#4780](https://github.com/apache/incubator-tvm/issues/4780)
- Replace os.path.exists with try...except...else 
[#4784](https://github.com/apache/incubator-tvm/issues/4784)
- Make sure to visit the arguments of inlined functions 
[#4783](https://github.com/apache/incubator-tvm/issues/4783)
- Parse additional exception strings 
[#4785](https://github.com/apache/incubator-tvm/issues/4785)
- Fix #4670: add bias for fc layer 
[#4801](https://github.com/apache/incubator-tvm/issues/4801)
- Change color channel from BGR to RGB for darknet preprocessing 
[#4794](https://github.com/apache/incubator-tvm/issues/4794)
- Fix -Wextra [#4804](https://github.com/apache/incubator-tvm/issues/4804)
- Fix vta tutorial [#4809](https://github.com/apache/incubator-tvm/issues/4809)
- Minor bug fixes in AutoTVM for QNN graphs 
[#4797](https://github.com/apache/incubator-tvm/pull/4797)
- Fixed subprocess creation under windows 
[#4820](https://github.com/apache/incubator-tvm/pull/4820)
- Improve tol to resolve flaky case 
[#4836](https://github.com/apache/incubator-tvm/pull/4836)
- Fixed process termination routine in windows 
[#4844](https://github.com/apache/incubator-tvm/pull/4844)
- test_cuddn flaky [#4846](https://github.com/apache/incubator-tvm/pull/4846)
- Mxnet parser for Qnn dialect 
[#4714](https://github.com/apache/incubator-tvm/pull/4714)
- Enhance cc.cross_compiler 
[#4817](https://github.com/apache/incubator-tvm/pull/4817)
- Fixed crash caused by reversing bitwise operations 
[#4852](https://github.com/apache/incubator-tvm/pull/4852)
- Reverse some changes made for intel_graphics/conv2d.py in PR #4849 
[#4853](https://github.com/apache/incubator-tvm/pull/4853)
- const auto p -> const auto& p 
[#4861](https://github.com/apache/incubator-tvm/pull/4861)
- Fix onnx import bugs 
[#4750](https://github.com/apache/incubator-tvm/pull/4750)
- Explicit llvm::StringRef to std::string conversion 
[#4859](https://github.com/apache/incubator-tvm/pull/4859)
- Update the runtime PackedFunc for module 
[#4871](https://github.com/apache/incubator-tvm/pull/4871)
- Improve antlr import error message 
[#4888](https://github.com/apache/incubator-tvm/pull/4888)
- Fix alpha_equal bug for attribute check 
[#4897](https://github.com/apache/incubator-tvm/pull/4897)
- Fix issues in cuda codegen 
[#4876](https://github.com/apache/incubator-tvm/pull/4876)
- Fixed: Bitwise ops on floats causing wrong code generation and crashes. 
[#4892](https://github.com/apache/incubator-tvm/pull/4892)
- Fix tvm.target.generic_func runtime detection 
[#4910](https://github.com/apache/incubator-tvm/pull/4910)
- topi/tests/python/test_topi_sort.py::test_argsort 
[#4891](https://github.com/apache/incubator-tvm/pull/4891)
- Use opencv reisze method for preprocessing of image in darknet 
[#4883](https://github.com/apache/incubator-tvm/pull/4883)
- Fix build breaks with StringRef changes 
[#4923](https://github.com/apache/incubator-tvm/pull/4923)
- Remove unnecessary spliting in the cached chunk 
[#4935](https://github.com/apache/incubator-tvm/pull/4935)
- Fixing an Infinite Loop case in UnmatchedChecker. 
[#4881](https://github.com/apache/incubator-tvm/pull/4881)
- Remove SGX toolchain installation from CI Dockerfile 
[#4948](https://github.com/apache/incubator-tvm/pull/4948)
- Fix tedd tutorial after strategy change 
[#4947](https://github.com/apache/incubator-tvm/pull/4947)
- Allow customize MKLDNN library location 
[#4814](https://github.com/apache/incubator-tvm/pull/4814)
- Added CopyFromBytes and CopyToBytes convenience methods to NDArray. Fixed 
typos. [#4970](https://github.com/apache/incubator-tvm/pull/4970)
- Fix gcn tutorial failure 
[#4994](https://github.com/apache/incubator-tvm/pull/4994)
- Fix stride default value None in torch.nn.functional.avg_pool 
[#4984](https://github.com/apache/incubator-tvm/pull/4984)
- Fix ROCm strategy for winograd conv selection 
[#5001](https://github.com/apache/incubator-tvm/pull/5001)
- Fix get_valid_count flaky test for cuda 
[#4901](https://github.com/apache/incubator-tvm/pull/4901)
- Change Scala Linter scalafmt => scalastyle 
[#4998](https://github.com/apache/incubator-tvm/pull/4998)
- Kill from tvm import te 
[#5007](https://github.com/apache/incubator-tvm/pull/5007)
- Chisel fixes and de10nano support 
[#4986](https://github.com/apache/incubator-tvm/pull/4986)
- Fix gpu not found when running TVM docker 
[#4975](https://github.com/apache/incubator-tvm/pull/4975)
- Fixes for pylint==2.4.4 
[#4849](https://github.com/apache/incubator-tvm/pull/4849)
- Fix unordered dictionary problem for python version under 3.6 
[#4982](https://github.com/apache/incubator-tvm/pull/4982)
- Fix gcn tutorial failure 
[#4994](https://github.com/apache/incubator-tvm/pull/4994)
- Fix stride default value None in torch.nn.functional.avg_pool 
[#4984](https://github.com/apache/incubator-tvm/pull/4984)
- Fix ROCm strategy for winograd conv selection 
[#5001](https://github.com/apache/incubator-tvm/pull/5001)
- Early checking added and new test cases added for schedule fuse 
[#5010](https://github.com/apache/incubator-tvm/pull/5010)
- Fixed div by zero core dump. Fixed rounding intrinsics on int crash 
[#5026](https://github.com/apache/incubator-tvm/pull/5026)
- Test case modified for int type 
[#5012](https://github.com/apache/incubator-tvm/pull/5012)
- Bug Fix for ARM CPUs. Lower strict assumption. 
[#5063](https://github.com/apache/incubator-tvm/pull/5063)
- Triage the testcases to fit the the new namespaces 
[#5071](https://github.com/apache/incubator-tvm/pull/5071)
- Add colors to compute_at edges and thread/block indices. 
[#5111](https://github.com/apache/incubator-tvm/pull/5111)
- Temporary fix to the stack overflow issue in autotvm task extraction 
[#5019](https://github.com/apache/incubator-tvm/pull/5019)
- Fix compilation of If-Elses 
[#5040](https://github.com/apache/incubator-tvm/pull/5040)
- Fix CompilerAttrs [#5109](https://github.com/apache/incubator-tvm/pull/5109)
- Fix the existing test cases before refactoring. 
[#5122](https://github.com/apache/incubator-tvm/pull/5122)
- Fixed bug where shifting by out-of-bounds value results in no compute code 
being emitted. [#5115](https://github.com/apache/incubator-tvm/pull/5115)
- Fix for issue #4831. The data_min_idx and data_max_idx were flipped. 
[#5136](https://github.com/apache/incubator-tvm/pull/5136)
- Duplicate likely nodes added when loop axis split unevenly 
[#5084](https://github.com/apache/incubator-tvm/pull/5084)
- Fix incorrect name of calibration mode 
[#5150](https://github.com/apache/incubator-tvm/pull/5150)
- Remove contrib spatial pack schedule of depthwise convolution 
[#5148](https://github.com/apache/incubator-tvm/pull/5148)
- Fix annotate pass static variable 
[#5023](https://github.com/apache/incubator-tvm/pull/5023)
- Fixed ConvTranspose2D parsing 
[#5157](https://github.com/apache/incubator-tvm/pull/5157)
- Nullptr check [#5176](https://github.com/apache/incubator-tvm/pull/5176)
- rocm: fix miopen convolutions 
[#5179](https://github.com/apache/incubator-tvm/pull/5179)
- rocm: fix dense_rocblas in strategy, topi 
[#5191](https://github.com/apache/incubator-tvm/pull/5191)
- Bugfix in tensorflow space_to_batch_nd 
[#5175](https://github.com/apache/incubator-tvm/pull/5175)
- Fix CRT static test bug 
([#5293](https://github.com/apache/incubator-tvm/pull/5293))
- Fix perf regression of tir refactor 
([#5258](https://github.com/apache/incubator-tvm/pull/5258))
- Bugfix in tensorflow space_to_batch_nd 
([#5175](https://github.com/apache/incubator-tvm/pull/5175))
- Compilation warnings fixed for 32bit and 64bit compilation 
([#5349](https://github.com/apache/incubator-tvm/pull/5349))
- Fix hang in MergeCompilerRegions 
([#5227](https://github.com/apache/incubator-tvm/pull/5227))
- Fixes to MergeCompilerRegions 
([#5195](https://github.com/apache/incubator-tvm/pull/5195))
- Fix generation of LLVM intrinsics 
([#5282](https://github.com/apache/incubator-tvm/pull/5282))
- Fix setting up hints for getaddrinfo 
([#2872](https://github.com/apache/incubator-tvm/pull/2872))
- Add ConstantNode to IsAtomic 
([#5457](https://github.com/apache/incubator-tvm/pull/5457))
- Fix String SEqual ([#5275](https://github.com/apache/incubator-tvm/pull/5275))
- Fix fuse over functions that are handled by external codegen 
([#5365](https://github.com/apache/incubator-tvm/pull/5365))
- Fix memory leak when accessing NDArray 
([#5413](https://github.com/apache/incubator-tvm/pull/5413))
- Remove the duplicate PrintIR pass in Relay 
([#5403](https://github.com/apache/incubator-tvm/pull/5403))
- Fix lower_warp_memory 
([#5247](https://github.com/apache/incubator-tvm/pull/5247))
- Fix lower_warp_memory when there are >1 warp buffers 
([#5368](https://github.com/apache/incubator-tvm/pull/5368))
- Fix intel conv2d auto tune 
([#5200](https://github.com/apache/incubator-tvm/pull/5200))
- Fix FuseBatchNorm output cast error if need_cast is True 
[#4894](https://github.com/apache/incubator-tvm/pull/4894)
- Fix an assertion exposed by loop vectorizer 
[#4916](https://github.com/apache/incubator-tvm/pull/4916)
- Fix error message [#4945](https://github.com/apache/incubator-tvm/pull/4945)
- Fix for recursive let 
[#5757](https://github.com/apache/incubator-tvm/pull/5757)
- Fix Calibration Pass to Support Modules with Multiple Functions 
[#5768](https://github.com/apache/incubator-tvm/pull/5768)
- Fix what looks like bizzare copy-paste issue 
[#6010](https://github.com/apache/incubator-tvm/pull/6010)
- Fix bug in transpose_shape_func 
[#6180](https://github.com/apache/incubator-tvm/pull/6180)
- Fix bugs in CUDA codegen 
([#5209](https://github.com/apache/incubator-tvm/pull/5209))
- Don’t remove() TemporaryFile in **del**. 
([#5414](https://github.com/apache/incubator-tvm/pull/5414))
- Fix test_ir_type. ([#5390](https://github.com/apache/incubator-tvm/pull/5390))
- Fix multiple identical inputs bug 
([#5389](https://github.com/apache/incubator-tvm/pull/5389))
- Add cuda target check to dense tensorcore schedule. 
([#5376](https://github.com/apache/incubator-tvm/pull/5376))
- T2 test fixups ([#5391](https://github.com/apache/incubator-tvm/pull/5391))
- Fix miopen padding 
([#5433](https://github.com/apache/incubator-tvm/pull/5433))
- Misc fixes for ROCm 
([#5431](https://github.com/apache/incubator-tvm/pull/5431))
- Fix copy constructor (#5237)
- Corrected TVM autotuning on GPU 
([#5432](https://github.com/apache/incubator-tvm/pull/5432))
- Fix vector load ([#5226](https://github.com/apache/incubator-tvm/pull/5226))
- Minor bugfix in message_passing.cc 
([#5254](https://github.com/apache/incubator-tvm/pull/5254))
- Fix a bug when vectorized load&store was involved for… 
([#5428](https://github.com/apache/incubator-tvm/pull/5428))
- Fix to skip node not in graph. 
([#5238](https://github.com/apache/incubator-tvm/pull/5238))
- Fix [#5388](https://github.com/apache/incubator-tvm/pull/5388) 
[RUNTIME][VULKAN] vkBuffer released before memory copy command se… 
([#5418](https://github.com/apache/incubator-tvm/pull/5418))
- Fix a minor error in device_annotation 
([#5291](https://github.com/apache/incubator-tvm/pull/5291))
- Fix scalar’s ndim is 0 
([#5344](https://github.com/apache/incubator-tvm/pull/5344))
- Fix the runtime raise error 
[#5586](https://github.com/apache/incubator-tvm/pull/5586)
- Fixed bug in attribute parsing for pool layers. 
#[5582](https://github.com/apache/incubator-tvm/pull/5582)
- AutoTVM incorrect measurement 
[#5511](https://github.com/apache/incubator-tvm/pull/5511)
- fix a min/max simplify bug 
[#5761](https://github.com/apache/incubator-tvm/pull/5761)
- Rename tvm_dso_op to libtvm_dso_op 
[#5714](https://github.com/apache/incubator-tvm/pull/5714)
- Fix generating types like float44 and float88 
[#5722](https://github.com/apache/incubator-tvm/pull/5722)
- Avoid downloading when TOPHUB_LOCATION is NONE 
[#5720](https://github.com/apache/incubator-tvm/pull/5720)
- codegen llvm: move nvptx-specific intrinsic handling into codegen_nvptx 
[#5726](https://github.com/apache/incubator-tvm/pull/5726)
- ROCm warp shuffles and reductions 
[#5727](https://github.com/apache/incubator-tvm/pull/5727)
- fix small bug about dense_grad 
[#5695](https://github.com/apache/incubator-tvm/pull/5695)
- Clarify downstream consistency of TVMArgTypeCode 
[#5742](https://github.com/apache/incubator-tvm/pull/5742)
- Fix gelu in PyTorch frontend, tighten numerical checks 
[#5763](https://github.com/apache/incubator-tvm/pull/5763)
- Make batch matrix multiplication on GPU tunable 
[#5752](https://github.com/apache/incubator-tvm/pull/5752)
- update vulkan build rule 
[#5777](https://github.com/apache/incubator-tvm/pull/5777)
- aten::norm support added 
[#5776](https://github.com/apache/incubator-tvm/pull/5776)
- Edit onnx parser to infer values in post order 
[#5755](https://github.com/apache/incubator-tvm/pull/5755)
- Support symbolic inputs of Fill 
[#5762](https://github.com/apache/incubator-tvm/pull/5762)
- support aten::type_as in the pytorch frontend 
[#5787](https://github.com/apache/incubator-tvm/pull/5787)
- Temporary disable fp16 type_as test for PyTorch Frontend 
[#5799](https://github.com/apache/incubator-tvm/pull/5799)
- Add config switch for nn.dense layer type. 
[#5801](https://github.com/apache/incubator-tvm/pull/5801)
- Move cpu-only frontend tests to a CPU stage 
[#5807](https://github.com/apache/incubator-tvm/pull/5807)
- Pin hand landmark network to version 0.7.4. 
[#5813](https://github.com/apache/incubator-tvm/pull/5813)
- Limit number of threads in all jobs 
[#5815](https://github.com/apache/incubator-tvm/pull/5815)
- Error msg update [#5818](https://github.com/apache/incubator-tvm/pull/5818)
- fix relay.build to not change the module argument in place 
[#5822](https://github.com/apache/incubator-tvm/pull/5822)
- Fix InferType when module contains Prelude 
[#5797](https://github.com/apache/incubator-tvm/pull/5797)
- Add a combine batch_matmul pass 
[#5791](https://github.com/apache/incubator-tvm/pull/5791)
- RepeatVector, Conv3DTranspose op support added 
[#5833](https://github.com/apache/incubator-tvm/pull/5833)
- Fix converting serialized quantized models 
[#5839](https://github.com/apache/incubator-tvm/pull/5839)
- ffi (Object): make class dict visible in instances 
[#5843](https://github.com/apache/incubator-tvm/pull/5843)
- Additional canonicalization added for AddNode 
[#5846](https://github.com/apache/incubator-tvm/pull/5846)
- Suppress the warning messages when compile engine selects impls 
[#5821](https://github.com/apache/incubator-tvm/pull/5821)
- fix #5849 [#5851](https://github.com/apache/incubator-tvm/pull/5851)
- Introduce POD-C Compliant tvm::Map 
[#5740](https://github.com/apache/incubator-tvm/pull/5740)
- Add bfloat16 [#5601](https://github.com/apache/incubator-tvm/pull/5601)
- Add Python Classes for all Attrs 
[#5853](https://github.com/apache/incubator-tvm/pull/5853)
- Fix map assign issue in CI test 
[#5854](https://github.com/apache/incubator-tvm/pull/5854)
- Introduce Target Id Registry 
[#5838](https://github.com/apache/incubator-tvm/pull/5838)
- Update has_dtype/has_shape to pattern lang doc 
[#5847](https://github.com/apache/incubator-tvm/pull/5847)
- Add nn.batch_flatten as quantizable. 
[#5805](https://github.com/apache/incubator-tvm/pull/5805)
- Fail early before running invalid dynamic graphs 
[#5856](https://github.com/apache/incubator-tvm/pull/5856)
- Improve type handling in PyTorch frontend 
[#5834](https://github.com/apache/incubator-tvm/pull/5834)
- HotFix the python intrin rule 
[#5895](https://github.com/apache/incubator-tvm/pull/5895)
- add a few gradients [#5899](https://github.com/apache/incubator-tvm/pull/5899)
- Add Binary Intrinsic ops to TIR Ops in C++ 
[#5900](https://github.com/apache/incubator-tvm/pull/5900)
- Allow implicit conversion in TVM FFI to tvm::Bool 
[#5907](https://github.com/apache/incubator-tvm/pull/5907)
- PyTorch frontend: fix handling of duplicate use of a model weight 
[#5897](https://github.com/apache/incubator-tvm/pull/5897)
- Don’t multiply by constant 1 uselessly in dense 
[#5911](https://github.com/apache/incubator-tvm/pull/5911)
- Support any index matching for TupleGetItem 
[#5909](https://github.com/apache/incubator-tvm/pull/5909)
- Add MicroTVM tutorial using the STM32F746 discovery board 
[#5655](https://github.com/apache/incubator-tvm/pull/5655)
- Fix serialization of inf float value 
[#5912](https://github.com/apache/incubator-tvm/pull/5912)
- Fix CPU Thread Binding for Multiple Sockets 
[#5918](https://github.com/apache/incubator-tvm/pull/5918)
- CUDA device API & VerifyGPUCode pass update 
[#5898](https://github.com/apache/incubator-tvm/pull/5898)
- Update install.rst [#5858](https://github.com/apache/incubator-tvm/pull/5858)
- Two small fixes to AMDCPU codegen for LLVM 10+ and ROCm 3.5+ 
[#5920](https://github.com/apache/incubator-tvm/pull/5920)
- Add LegalizeInvalidAttach to legalize the compute_at location after split or 
fuse [#591](https://github.com/apache/incubator-tvm/pull/5917)
- Don’t rewrite expressions used outside of the pattern 
[#5930](https://github.com/apache/incubator-tvm/pull/5930)
- Add TupleGetItem to CSE 
[#5931](https://github.com/apache/incubator-tvm/pull/5931)
- Various update for CoreML codegen 
[#5934](https://github.com/apache/incubator-tvm/pull/5934)
- Update date in the NOTICE 
[#5943](https://github.com/apache/incubator-tvm/pull/5943)
- Raise right error in tensorflow split op 
[#5951](https://github.com/apache/incubator-tvm/pull/5951)
- Add rm xla attributes in tf docs 
[#5950](https://github.com/apache/incubator-tvm/pull/5950)
- Fix OpenCL get_valid_counts errors due to intrinsic atomic_add 
[#5857](https://github.com/apache/incubator-tvm/pull/5857)
- Amendments for gradients 
[#5941](https://github.com/apache/incubator-tvm/pull/5941)
- Fix the meaning of conv{1,2}d_transpose output_padding parameter. 
[#5758](https://github.com/apache/incubator-tvm/pull/5758)
- Make first order gradient graphs more efficient 
[#5959](https://github.com/apache/incubator-tvm/pull/5959)
- Raise an exception when extern function does not return Stmt 
[#5964](https://github.com/apache/incubator-tvm/pull/5964)
- Improve docker/bash.sh to handle git worktrees 
[#5970](https://github.com/apache/incubator-tvm/pull/5970)
- Install DNNL (OneDNN) to CI Environment 
[#5936](https://github.com/apache/incubator-tvm/pull/5936)
- Add Dynamic reshape to a dynamic namespace and add DynamicToStatic Pass 
[#5826](https://github.com/apache/incubator-tvm/pull/5826)
- Add meshgrid op in Relay, TOPI, Pytorch frontend 
[#5961](https://github.com/apache/incubator-tvm/pull/5961)
- Print right number of parentheses for LoadNode 
[#5965](https://github.com/apache/incubator-tvm/pull/5965)
- Migrate data structure of TargetNode 
[#5960](https://github.com/apache/incubator-tvm/pull/5960)
- Remove redundant function CreateBufferVecPtr 
[#5982](https://github.com/apache/incubator-tvm/pull/5982)
- Fix string argument mismatch in GraphRuntimeCodegen 
[#5933](https://github.com/apache/incubator-tvm/pull/5933)
- VectorType::get with two parameters is deprecated in LLVM 11+ 
[#5984](https://github.com/apache/incubator-tvm/pull/5984)
- Fix Compilation Error in CRT 
[#5713](https://github.com/apache/incubator-tvm/pull/5713)
- Fix runtime::String backward compatibility in JSON 
[#5725](https://github.com/apache/incubator-tvm/pull/5725)
- Allow RPCWrappedFunc to rewrite runtime::String as std::string 
[#5796](https://github.com/apache/incubator-tvm/pull/5796)
- Fix reshape [#5739](https://github.com/apache/incubator-tvm/pull/5739)
- Fix building with LLVM-10 on macOS 
[#5859](https://github.com/apache/incubator-tvm/pull/5859)
- Add cuda 11 to contrib.nvcc.find_libdevice_path() 
[#5902](https://github.com/apache/incubator-tvm/pull/5902)
- Fix sequential cpp test 
[#5745](https://github.com/apache/incubator-tvm/pull/5745)
- Infer types in MergeComposite 
[#5766](https://github.com/apache/incubator-tvm/pull/5766)
- Fix recursive let for well formed check 
[#5780](https://github.com/apache/incubator-tvm/pull/5780)
- Recover global state after test_util.py 
[#5824](https://github.com/apache/incubator-tvm/pull/5824)
- Fix bug in rpc ring buffer shrink 
[#5516](https://github.com/apache/incubator-tvm/pull/5516)
- Fix remote device sync 
[#5538](https://github.com/apache/incubator-tvm/pull/5538)
- Fix bug in rpc ring buffer shrink (#5516) 
[#5537](https://github.com/apache/incubator-tvm/pull/5537)
- RPC Server error fix on Pynq FPGA 
[#5607](https://github.com/apache/incubator-tvm/pull/5607)
- Fix FloorMod Simplifier 
[#5509](https://github.com/apache/incubator-tvm/pull/5509)
- Fix Python debugger segfaults with TVM built with LLVM 
[#5685](https://github.com/apache/incubator-tvm/pull/5685)
- Fix Compilation Error in CRT 
[#5713](https://github.com/apache/incubator-tvm/pull/5713)
- Fix runtime::String backward compatibility in JSON 
[#5725](https://github.com/apache/incubator-tvm/pull/5725)
- Allow RPCWrappedFunc to rewrite runtime::String as std::string 
[#5796](https://github.com/apache/incubator-tvm/pull/5796)
- Fix reshape [#5739](https://github.com/apache/incubator-tvm/pull/5739)
- Make "none" DataType explicit 
[#5491](https://github.com/apache/incubator-tvm/pull/5491)
- Change "scalar" and "stack" in IDL from "inrout" to "in" 
[#5487](https://github.com/apache/incubator-tvm/pull/5487)
- Link necessary libraries when building runtime for Android 
[#5496](https://github.com/apache/incubator-tvm/pull/5496)
- Fixes for wasm32 target 
[#5489](https://github.com/apache/incubator-tvm/pull/5489)
- Reset target and wait for runtime initialization on connect. 
[#5499](https://github.com/apache/incubator-tvm/pull/5499)
- Bump tophub rocm version 
[#5504](https://github.com/apache/incubator-tvm/pull/5504)
- Improve commentary for RingBuffer 
[#5518](https://github.com/apache/incubator-tvm/pull/5518)
- Add unit tests for ONNX PRelu and fix importer to pass them. 
[#5521](https://github.com/apache/incubator-tvm/pull/5521)
- LRN only supports 4D tensors, remove it from alter_op_layout 
[#5520](https://github.com/apache/incubator-tvm/pull/5520)
- Fix an issue with ONNX Upsample 
[#5530](https://github.com/apache/incubator-tvm/pull/5530)
- Cache PrimExpr instead of raw pointers in bound analyzer 
[#5533](https://github.com/apache/incubator-tvm/pull/5533)
- fix a few bugs with shape inference and types in the ONNX importer 
[#5534](https://github.com/apache/incubator-tvm/pull/5534)
- Add Onnx Pad v11 [#5539](https://github.com/apache/incubator-tvm/pull/5539)
- Changes to cpp_rpc to make it work on Android (+ Hexagon offloading) 
[#5535](https://github.com/apache/incubator-tvm/pull/5535)
- Fix to reduce RAM size during loading model 
[#5507](https://github.com/apache/incubator-tvm/pull/5507)
- Fix MakeLoopNest for warp memory 
[#5382](https://github.com/apache/incubator-tvm/pull/5382)
- Load platform specific lib for tvmdsoop instead of the hard-coded 
tvm_dso_op.so [#5542](https://github.com/apache/incubator-tvm/pull/5542)
- Add tests for running micro on native arm hardware 
[#5546](https://github.com/apache/incubator-tvm/pull/5546)
- Apparently, ONNX Conv with no 'pads' defaults to zero padding 
[#5548](https://github.com/apache/incubator-tvm/pull/5548)
- clang-format the h,cc,m files. 
[#5557](https://github.com/apache/incubator-tvm/pull/5557)
- Fix conv2d alter op for arm cpu 
[#5532](https://github.com/apache/incubator-tvm/pull/5532)
- Fix topi test (/topi/tests/python/test_topi_conv2d_nhwc_winograd.py) for non 
tensorcore CI. [#5563](https://github.com/apache/incubator-tvm/pull/5563)
- Add clang-format and nodejs to ci-lint 
[#5567](https://github.com/apache/incubator-tvm/pull/5567)
- Enable clang-format. 
[#5572](https://github.com/apache/incubator-tvm/pull/5572)
- Allow ubuntu_install_darknet.sh to work in both 18.04 and 16.04 
[#5574](https://github.com/apache/incubator-tvm/pull/5574)
- Add a quantized conv2 unit test for the tflite front-end 
[#5558](https://github.com/apache/incubator-tvm/pull/5558)
- Fix JSON graph dumping. 
[#5591](https://github.com/apache/incubator-tvm/pull/5591)
- Warp level reduction support for CUDA 
[#5498](https://github.com/apache/incubator-tvm/pull/5498)
- One more fix for concurrency count 
[#5589](https://github.com/apache/incubator-tvm/pull/5589)
- Improve robustness of the docs build 
[#5583](https://github.com/apache/incubator-tvm/pull/5583)
- Phase out WebGL [#5570](https://github.com/apache/incubator-tvm/pull/5570)
- Fix vulkansdk in the ci-gpu and upgrade to 1.2.135 
[#5566](https://github.com/apache/incubator-tvm/pull/5566)
- Update ci-cpu to bionic 
[#5554](https://github.com/apache/incubator-tvm/pull/5554)
- Overestimate binary size for microTVM compiled binaries. 
[#5590](https://github.com/apache/incubator-tvm/pull/5590)
- Fix bug and re-enable RPC execution test 
[#5436](https://github.com/apache/incubator-tvm/pull/5436)
- Add ostream formatters for TargetPtr/TargetVal. 
[#5592](https://github.com/apache/incubator-tvm/pull/5592)
- Fix cross thread reduction 
[#5551](https://github.com/apache/incubator-tvm/pull/5551)
- Fix TVMArray layout on device 
[#5599](https://github.com/apache/incubator-tvm/pull/5599)
- Add debug mode to tempdir() 
[#5581](https://github.com/apache/incubator-tvm/pull/5581)
- Represent alignment information in LLVM IR 
[#5598](https://github.com/apache/incubator-tvm/pull/5598)
- Fix codegen for warp shuffle intrinsics 
[#5606](https://github.com/apache/incubator-tvm/pull/5606)
- Fix Topological Order calculation for DFPattern Language 
[#5612](https://github.com/apache/incubator-tvm/pull/5612)
- Global MaxPool3d and AvgPool3d support 
[#5098](https://github.com/apache/incubator-tvm/pull/5098)
- Fix build error of iOS RPC 
[#5621](https://github.com/apache/incubator-tvm/pull/5621)
- isn't a CallNode sometimes 
[#5623](https://github.com/apache/incubator-tvm/pull/5623)
- Introduce config to PassContext. 
[#5631](https://github.com/apache/incubator-tvm/pull/5631)
- CMAKE fix [#5630](https://github.com/apache/incubator-tvm/pull/5630)
- Label Pattern Partitions 
[#5627](https://github.com/apache/incubator-tvm/pull/5627)
- Extend AttrPattern to support CallNode and FunctionNode attributes 
[#5637](https://github.com/apache/incubator-tvm/pull/5637)
- Increase bss section size. 
[#5660](https://github.com/apache/incubator-tvm/pull/5660)
- Add buffer name when creating tensor bindings 
[#5670](https://github.com/apache/incubator-tvm/pull/5670)
- µtvm debug improvements 
[#5648](https://github.com/apache/incubator-tvm/pull/5648)
- enable amd_apu device on vulkan target 
[#5659](https://github.com/apache/incubator-tvm/pull/5659)
- Support TupleWrapper as direct ancestor of control flow ops 
[#5639](https://github.com/apache/incubator-tvm/pull/5639)
- add tvm.micro pydoc to sphinx 
[#5661](https://github.com/apache/incubator-tvm/pull/5661)
- Add a regression testcase for #5674 
[#5677](https://github.com/apache/incubator-tvm/pull/5677)
- Fix C++ RPC build problem on Linux 
[#5671](https://github.com/apache/incubator-tvm/pull/5671)
- Add a check Callback to the Pattern Paritioner 
[#5646](https://github.com/apache/incubator-tvm/pull/5646)
- Call previous excepthook in tvm_excepthook. 
[#5675](https://github.com/apache/incubator-tvm/pull/5675)
- Fix the shift column for scale_shift_nchw and scale_shift_nhwc in C topi 
[#5679](https://github.com/apache/incubator-tvm/pull/5679)
- Support more dtypes for TVMDSOOp 
[#5694](https://github.com/apache/incubator-tvm/pull/5694)
- In memory_plan, check if value is not None, instead of just checking value as 
boolean. [#5700](https://github.com/apache/incubator-tvm/pull/5700)
- Fix flaky test_topi_pooling.py:test_adaptive_pool 
[#5736](https://github.com/apache/incubator-tvm/pull/5736)
- Fix the values for test_fmod since it fails way too often otherwise 
[#5723](https://github.com/apache/incubator-tvm/pull/5723)
- fix small bug about dense_grad 
[#5695](https://github.com/apache/incubator-tvm/pull/5695)
- Fix sequential cpp test 
[#5745](https://github.com/apache/incubator-tvm/pull/5745)
- Add Scatter to Topi/Relay/ONNX via hybrid script 
[#5619](https://github.com/apache/incubator-tvm/pull/5619)
- Clean WASM environment before build 
[#5759](https://github.com/apache/incubator-tvm/pull/5759)
- Fix gelu in PyTorch frontend, tighten numerical checks 
[#5763](https://github.com/apache/incubator-tvm/pull/5763)
- fix #5686: remove a overstrict assert in MakeAllreduce (#5686) 
[#5785](https://github.com/apache/incubator-tvm/pull/5785)
- Improve Pattern Language Docs 
[#5676](https://github.com/apache/incubator-tvm/pull/5676)
- Add missing expr visitor for any 
[#6082](https://github.com/apache/incubator-tvm/pull/6082)
- Remove the tvm web from version update 
[#6122](https://github.com/apache/incubator-tvm/pull/6122)
- Clear relay cache after every build & Clear warning message cache after 
autotvm task extraction 
[#6131](https://github.com/apache/incubator-tvm/pull/6131)
- avoid unexpected throw in AttrInitEntry 
[#6128](https://github.com/apache/incubator-tvm/pull/6128)
- Verify that tensor reshape is valid. 
[#6215](https://github.com/apache/incubator-tvm/pull/6215)
- Use LocalRunner by default in the tutorial tune_relay_cuda.py 
[#6001](https://github.com/apache/incubator-tvm/pull/6001)
- Undefined names: import os for line 324 & import re for line 308 
[#6003](https://github.com/apache/incubator-tvm/pull/6003)
- GitHub Actions upgrade to actions/setup-python@v2 
[#6002](https://github.com/apache/incubator-tvm/pull/6002)
- Only pass pythonpath for ci images 
[#6005](https://github.com/apache/incubator-tvm/pull/6005)
- Auto-convert shuffle with single index to “extract element” 
[#6006](https://github.com/apache/incubator-tvm/pull/6006)
- Cache object refs in loop partitioner instead of object pointers 
[#6004](https://github.com/apache/incubator-tvm/pull/6004)
- Fix test_arith_solve_linear_inequality.py::test_multi_equal 
[#6014](https://github.com/apache/incubator-tvm/pull/6014)
- MXNet frontend support for AMP cast op 
[#5976](https://github.com/apache/incubator-tvm/pull/5976)
- Demo showing how to run a pruned model. 
[#5975](https://github.com/apache/incubator-tvm/pull/5975)
- Move compiler related registry items to vta/build_module.py 
[#6012](https://github.com/apache/incubator-tvm/pull/6012)
- Pin keras version [#6032](https://github.com/apache/incubator-tvm/pull/6032)
- Fix in arm_cpu/conv2d_alter_op for NHWC quantized 
[#6027](https://github.com/apache/incubator-tvm/pull/6027)
- Add creation of Hexagon device in RPC client 
[#6035](https://github.com/apache/incubator-tvm/pull/6035)
- Terminate basic block after “ret” instruction 
[#6036](https://github.com/apache/incubator-tvm/pull/6036)
- µTVM CRT modifications for on-device RPC server 
[#5921](https://github.com/apache/incubator-tvm/pull/5921)
- Create TBAA information based on the unrelying buffer type 
[#6046](https://github.com/apache/incubator-tvm/pull/6046)
- Add support for tflite arg_min and arg_max 
[#5992](https://github.com/apache/incubator-tvm/pull/5992)
- Fix fully_connected converter when batch size is not 1 
[#6038](https://github.com/apache/incubator-tvm/pull/6038)
- Fix a primitive check error 
[#5991](https://github.com/apache/incubator-tvm/pull/5991)
- Refactor to expose MakeOp functions to C++ 
[#6047](https://github.com/apache/incubator-tvm/pull/6047)
- Fix conv2_gemm after target structure update 
[#6037](https://github.com/apache/incubator-tvm/pull/6037)
- Remove use of designated initializers from hexagon_module.cc 
[#6055](https://github.com/apache/incubator-tvm/pull/6055)
- Build crttest and cpptest separately. 
[#6057](https://github.com/apache/incubator-tvm/pull/6057)
- Fix pytorch frontend prim::Constant issue 
[#6051](https://github.com/apache/incubator-tvm/pull/6051)
- update frontend tutorials to new model based runtime interface 
[#6063](https://github.com/apache/incubator-tvm/pull/6063)
- Remove unnecessary std::cout 
[#6072](https://github.com/apache/incubator-tvm/pull/6072)
- Fix error message in Buffer::vstore, NFC 
[#6056](https://github.com/apache/incubator-tvm/pull/6056)
- Fix FSIM Compile Error. 
[#6070](https://github.com/apache/incubator-tvm/pull/6070)
- Improve vector simplification for float operands 
[#6043](https://github.com/apache/incubator-tvm/pull/6043)
- Fix LocalBuilder on macOS with python 3.8. 
[#6083](https://github.com/apache/incubator-tvm/pull/6083)
- Add missing test for fast erf 
[#6058](https://github.com/apache/incubator-tvm/pull/6058)
- Fixed point multiplication improvements for AArch64 
[#5980](https://github.com/apache/incubator-tvm/pull/5980)
- Fix code generation bugs for C/CUDA & Improve VerifyGPUCode pass 
[#6041](https://github.com/apache/incubator-tvm/pull/6041)
- Delete declaration of unused op_node 
[#6102](https://github.com/apache/incubator-tvm/pull/6102)
- Load configs even it has no entity 
[#6100](https://github.com/apache/incubator-tvm/pull/6100)
- Update SGX example Cargo.toml 
[#6067](https://github.com/apache/incubator-tvm/pull/6067)
- Add default value for option USE_DNNL_CODEGEN in the cmake 
[#6099](https://github.com/apache/incubator-tvm/pull/6099)
- Update installation doc with minor improvements 
[#6104](https://github.com/apache/incubator-tvm/pull/6104)
- lint: add opencl .cl file type 
[#6092](https://github.com/apache/incubator-tvm/pull/6092)
- Clean up conversions between TVM and Rust functions 
[#6114](https://github.com/apache/incubator-tvm/pull/6114)
- Improve reduction schedule on arm CPUs 
[#6110](https://github.com/apache/incubator-tvm/pull/6110)
- Register Shape Func for Some Operators to Handle Dynamic Shapes 
[#5955](https://github.com/apache/incubator-tvm/pull/5955)
- Fix variable name conflict with OpenCL keyword 
[#6048](https://github.com/apache/incubator-tvm/pull/6048)
- Some rust cleanups [#6116](https://github.com/apache/incubator-tvm/pull/6116)
- Option to specify alternate directory to output build to 
[#6016](https://github.com/apache/incubator-tvm/pull/6016)
- Add ‘get_num_inputs’ to GraphRuntime 
[#6118](https://github.com/apache/incubator-tvm/pull/6118)
- TFLite quantized conv test 
[#6084](https://github.com/apache/incubator-tvm/pull/6084)
- Fix autotvm on the conv2d_nchw_winograd.mali operator 
[#6130](https://github.com/apache/incubator-tvm/pull/6130)
- add attr option mfloat-abi for arm32 
[#6123](https://github.com/apache/incubator-tvm/pull/6123)
- Fix CUDA Library Tuning 
[#6132](https://github.com/apache/incubator-tvm/pull/6132)
- Add missing RPC sources after refactor 
[#6113](https://github.com/apache/incubator-tvm/pull/6113)
- Correct runtime.load_module 
[#6161](https://github.com/apache/incubator-tvm/pull/6161)
- Improve error messages in graph tuner, graph runtime, and module loader. 
[#6148](https://github.com/apache/incubator-tvm/pull/6148)
- Fix some shape mismatches between TF and Relay 
[#6166](https://github.com/apache/incubator-tvm/pull/6166)
- Improve doc string [#6176](https://github.com/apache/incubator-tvm/pull/6176)
- Fix incorrect function signature in header 
[#6172](https://github.com/apache/incubator-tvm/pull/6172)
- Fix alignment of note 
[#6181](https://github.com/apache/incubator-tvm/pull/6181)
- Implemented PADV2 Operator for TFLite and added support for constant values 
in PAD. [#6167](https://github.com/apache/incubator-tvm/pull/6167)
- Unary ops support added in frontend 
[#6196](https://github.com/apache/incubator-tvm/pull/6196)
- Change the meaning of conv3d_transpose output_padding to match 
conv{1,2}d_transpose [#6065](https://github.com/apache/incubator-tvm/pull/6065)
- Fix compile warnings. 
[#6204](https://github.com/apache/incubator-tvm/pull/6204)
- Fix -mfloat-abi=soft compilation for ARM with OpenCL target 
[#6150](https://github.com/apache/incubator-tvm/pull/6150)
- Match pytorch 1.6 googlenet pretrained model (#6201) 
[#6212](https://github.com/apache/incubator-tvm/pull/6212)
- Mod operator, bug fix 
[#6160](https://github.com/apache/incubator-tvm/pull/6160)
- RESHAPE with dynamic shape arg in TFLite frontend 
[#6208](https://github.com/apache/incubator-tvm/pull/6208)
- Fix compilation error with cuda 11 
[#6213](https://github.com/apache/incubator-tvm/pull/6213)
- Fix port_end wrong default value 9199 to 9099 for keeping same with source 
code [#6220](https://github.com/apache/incubator-tvm/pull/6220)
- Std op without specified dimensions support 
[#6226](https://github.com/apache/incubator-tvm/pull/6226)
- fix crt building and running error 
[#6231](https://github.com/apache/incubator-tvm/pull/6231)
- Implemented ONE_HOT Operator for TFLite. 
[#6223](https://github.com/apache/incubator-tvm/pull/6223))
- Avoid unexpected throw in AttrInitEntry 
[#6128](https://github.com/apache/incubator-tvm/pull/6128)
- Added casting to hybrid script doc and fixed pass infra doc 
[#6174](https://github.com/apache/incubator-tvm/pull/6174)
- Fix compile warnings. 
[#6204](https://github.com/apache/incubator-tvm/pull/6204)
- Fix -mfloat-abi=soft compilation for ARM with OpenCL target 
[#6150](https://github.com/apache/incubator-tvm/pull/6150)
- Mod operator, bug fix 
[#6160](https://github.com/apache/incubator-tvm/pull/6160)
- Fix compilation error with cuda 11 
[#6213](https://github.com/apache/incubator-tvm/pull/6213)
- Fix port_end wrong default value 9199 to 9099 for keeping same with source 
code [#6220](https://github.com/apache/incubator-tvm/pull/6220)
- Std op without specified dimensions support 
[#6226](https://github.com/apache/incubator-tvm/pull/6226)
- Verify that tensor reshape is valid. 
[#6215](https://github.com/apache/incubator-tvm/pull/6215)
- Fix crt building and running error 
[#6231](https://github.com/apache/incubator-tvm/pull/6231)
- Fix conv2d_transpose output padding 
[#6236](https://github.com/apache/incubator-tvm/pull/6236)
- Fix cuda half math function is undefined: hpow, htanh 
[#6225](https://github.com/apache/incubator-tvm/pull/6225)
- Fix division range estimation error in simplifier 
[#6244](https://github.com/apache/incubator-tvm/pull/6244)
- Fix newer GCC compiler warnings. 
[#6257](https://github.com/apache/incubator-tvm/pull/6257)
- Support _contrib_SyncBatchNorm 
[#6245](https://github.com/apache/incubator-tvm/pull/6245)
- Fix reduction [#6250](https://github.com/apache/incubator-tvm/pull/6250)
- Add apt repository for clang-11 and llvm-11 
[#6256](https://github.com/apache/incubator-tvm/pull/6256)
- Update tutorial to new TARGET as micro_dev is no more 
[#6262](https://github.com/apache/incubator-tvm/pull/6262)
- Fix clang-format [#6264](https://github.com/apache/incubator-tvm/pull/6264)
- Trivial fix, up the rodata section for the discovery board to 512 bytes. 
[#6259](https://github.com/apache/incubator-tvm/pull/6259)
- Fix cuda half math function is undefined: hpow, htanh 
[#6253](https://github.com/apache/incubator-tvm/pull/6253)
- Add dilation in x86 NCHWc depthwise conv support 
[#6267](https://github.com/apache/incubator-tvm/pull/6267)
- Decrease test times by introducing testing model 
[#6235](https://github.com/apache/incubator-tvm/pull/6235)
- Add support for parsing the any dimension. 
[#6277](https://github.com/apache/incubator-tvm/pull/6277)
- Improve error messages for memory verifier and gpu memory verifier 
[#6281](https://github.com/apache/incubator-tvm/pull/6281)
- Reflect Compile-Time CMake Options into [libtvm.so](http://libtvm.so/) 
[#6280](https://github.com/apache/incubator-tvm/pull/6280)
- Add cmake options into libinfo 
[#6286](https://github.com/apache/incubator-tvm/pull/6286)
- Update slice to infer attributes when not graph inputs 
[#6276](https://github.com/apache/incubator-tvm/pull/6276)
- Use rpc.LocalSession for simple tests 
[#6294](https://github.com/apache/incubator-tvm/pull/6294)
- Fix random fail [#6312](https://github.com/apache/incubator-tvm/pull/6312)
- Fix resize test [#6298](https://github.com/apache/incubator-tvm/pull/6298)
- Fix cython FFI compact with np.int64 
[#6321](https://github.com/apache/incubator-tvm/pull/6321)
- Fix relay vm optimize 
[#6322](https://github.com/apache/incubator-tvm/pull/6322)
- Changed TVMCTVMContext to TVMContext 
[#6306](https://github.com/apache/incubator-tvm/pull/6306)
- Make able to compile with MSVC 
[#6341](https://github.com/apache/incubator-tvm/pull/6341)
- ROCm changed name of library and removed the old one in ROCm 3.7 release. 
[#6345](https://github.com/apache/incubator-tvm/pull/6345)
- Compatible for ROCm before 3.7 
[#6359](https://github.com/apache/incubator-tvm/pull/6359)
- Use clear name that is separate from ASF brand for cache 
[#6360](https://github.com/apache/incubator-tvm/pull/6360)
- Fix Dockerfile.demo_android 
[#6361](https://github.com/apache/incubator-tvm/pull/6361)
- Fx sparse dense schedule on cuda 
[#5803](https://github.com/apache/incubator-tvm/pull/5803)
- Fix strategy for sparse dense cuda 
[#5782](https://github.com/apache/incubator-tvm/pull/5782)
- Fix x86 conv2d template when tuning with unpacked layout 
[#5938](https://github.com/apache/incubator-tvm/pull/5938)
- Fix the filter width parameter in depthwise_conv2d 
[#6081](https://github.com/apache/incubator-tvm/pull/6081)
- Fix reshape usage in ARM schedule 
[#5732](https://github.com/apache/incubator-tvm/pull/5732)
- Missing header [#4865](https://github.com/apache/incubator-tvm/pull/4865)
- Fix conv2d_transpose output padding 
[#6236](https://github.com/apache/incubator-tvm/pull/6236)

# Known Issues

# Deprecation

- Deprecating NNVM ([#4535](https://github.com/apache/incubator-tvm/pull/4535), 
[#4562](https://github.com/apache/incubator-tvm/pull/4562), 
[#4565](https://github.com/apache/incubator-tvm/pull/4565), 
[#4571](https://github.com/apache/incubator-tvm/pull/4571))
- Deprecate FreeStmt [#5890](https://github.com/apache/incubator-tvm/pull/5890)
- Remove legacy compute_expr.h 
[#5738](https://github.com/apache/incubator-tvm/pull/5738)
- Deprecate OpenGL [#5711](https://github.com/apache/incubator-tvm/pull/5711), 
[#5712](https://github.com/apache/incubator-tvm/pull/5712)

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