**Description**:
Support new feature of TVM Virtual Machine (method `set_outputs`) on TVM
Execution Provider side. It allows to avoid excess copying from TVM EP
output tensor to ONNX Runtime one
**Motivation and Context**
Tests with multiple output topologies and big output tensors shows that
there is overheads spent on copying from TVM EP to ONNX Runtime.
Returning output(s) on preallocated memory for VirtualMachine was
implemented on TVM side.
**Details**
`set_output_zero_copy` provider option for TVM EP switches on/off this
feature. It is true by default.
The feature works for both GraphExecutor and VirtualMachine from TVM.
---------
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
### Description
In the TVM EP, this adds more entries to the conversion from
`ONNXTensorElementDataType` to `DLDataType`. Additionally, it removes an
unused function and updates the TVM revision to allow running models
from recent revisions of TVM.
### Motivation and Context
In the TVM EP, the mapping from `ONNXTensorElementDataType` to
`DLDataType` was incomplete and neglected several integer types (in
particular `ONNX_TENSOR_ELEMENT_DATA_TYPE_UINT8` and
`ONNX_TENSOR_ELEMENT_DATA_TYPE_INT8`) which prevented some models from
running.
Co-authored-by: Peter Salas <psalas@octoml.ai>
* add description of build ORT+TVM EP on Windows
* fix cmake error related to symlink creation on Windows
* add llvm config path to build flags for correct build on Windows
* update TVM_EP.md for llvm_config build arg
* fix warnings skipping during build on Windows
* fix using string or wstring for model path to correct build on Windows (MSVC error)
* fix error in custom logger for correct build on Windows
* implement glob algorithm for Windows
* additional build fixes
* update TVM with export of VM symbols for dll
* description of nasm issue and workaround
* update TVM with export of Executable from VM symbols for dll
* description of installation of ipp-crypto dependencies on Windows
* cmake key for ipp-crypto build
* fix wstring for TVMso EP
* fix ipp-crypto build
* cmake key onnxruntime_TVM_USE_HASH switch off not specific methods, but full hash functionality
* fix absolute path to compiled lib
* update TVM_EP.md, fix lint warnings
* update TVM_EP.md
* small fixes after review
* switch on handshake functionality for Linux workflow
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
Co-authored-by: KJlaccHoeUM9l <wotpricol@mail.ru>
* update TVM
* get alignment constant from TVM
* update TVM_VM_SetInputs to upstream with TVM API
* fix CI issue: update TVM EP dependencies
* add sudo
* revert changes needed to install missing package
* add package for TVM EP CI
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
Co-authored-by: KJlaccHoeUM9l <wotpricol@mail.ru>
* update TVM
* small fixes
* update TVM with new set_input and NDArray API
* use set_input instead of set_one_input
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
* rename info to options for TVM EP
* transfer options processing from TVMExecutionProvider to TVMEPOptions
* transfer TVMRunner to separated files
* implement TVMCompiler class
* replace CompileFunc by TVMCompiler object. update TVMRunner. now it does not depend on TvmExecutionProvider
* correct logging of TVM EP options
* RunnerImpl, GERunnerImpl and VMRunnerImpl were implemented
* add prepareComputeInfo method
* remove update_output_shapes flag
* embed all TVM EP dependences to tvm namespace. transfer model compilation from TVMRunner. connect TVMRunnerImpl to TVMRunner
* refactor compileModel method
* small cleaning
* separate TVM EP options data store and processing
* replace TvmTensorShape by InlinedVector with max_size 5
* correct indentation
* update TVM hash
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
* add executor option (vm or graph) and support virtual machine methods
* nullptr check for compile and run methods (see also PR#10211 from microsoft:onnxruntime)
* get output shapes for VM
* remove run_with_benchmark. remove run methods from python api, get it from native side
* get outputs method for VM was implemented
* support multiple input for VM
* update python logging and exception
* small fix
* update tvm with patch for VM API
* update nhwc transformations for TVM EP
* add data alignment check and support set_input_zero_copy for GE in TVM EP
* fix logger name
* return back to apache/tvm with VM fixes instead of local dev branch
* hide customized tvm logger while issue is not resolved. fix tvm warning related to target_host
* flake8 fix
Co-authored-by: Valery Chernov <valery.chernov@deelvin.com>
* add support for bool type
* add TVM EP support for tests
* include TVM EP in python test pool
* fix pylint
* moved technical imports to a separate file
* clean up post build actions & move _ld_preload.py extension to CMake level
* add files for include TVM EP into CI
* implement custom logger for TVM
* replace TVM logging with ONNX RT logging
* update link for TVM EP tutorial
* clean up TVM EP cmake
* add pybind auto enabling for TVM EP
* fix blank spaces
* code review fixes
* replace print with comment
* add list of EP without TVM EP
* enable onnx tests
* disable contrib ops and ml ops
* reuse Dockerfile.ubuntu
* Move install_tvm_test_dependencies.sh out of Docker context dir, update build definition.
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
