Fix rust compile issues and add GH action to run build validations and tests (#18346)

### Description
This PR gets the onnxruntime Rust bindings to a foundation where they
can be extended and validated as the onnxruntime progresses.
Specifically, the PR does the following.
- fixes some of the existing compilation issues due to missing some
enums output tensor data types.
- introduces a `just vendor` task that will vendor the source code from
the onnxruntime to enable a common base directory within the crate
directory rather than using a relative parent path. This enables `crate
package` to be able to archive the onnxruntime native code, which will
enable consumers of the onnxruntime-sys crate to be able to compile on
their target.
- introduces a GH action to lint the Rust code (rustfmt, clippy), build
the library, validate through tests, and validate crate can package
correctly.


TODOs:
- [x] This PR is based on #18200 and will need to be rebased once that
PR is merged.



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->

This is the first step to getting new onnxruntime Rust crates published
through this project, which will unblock community Rust projects which
would like to take a dependency on onnxruntime Rust.

Follow up work to enable publication of onnxruntime Rust crates:
- change name of the crates to be published (onnxruntime-rs and
onnxruntime-sys are already taken and we'll need new names)
- update authors / license to reflect contributions from previous
maintainer(s) and new maintainers
- introduce a crate publish GH action or ADO pipeline

---------

Signed-off-by: David Justice <david@devigned.com>
This commit is contained in:
David Justice 2023-11-09 13:26:02 +01:00 коммит произвёл GitHub
Родитель 8d50313816
Коммит 2c22b49876
Не найден ключ, соответствующий данной подписи
Идентификатор ключа GPG: 4AEE18F83AFDEB23
8 изменённых файлов: 244 добавлений и 58 удалений

44
.github/actions/rust-toolchain-setup/action.yml поставляемый Normal file
Просмотреть файл

@ -0,0 +1,44 @@
# yaml-language-server: $schema=https://json.schemastore.org/github-action.json
name: 'Rust toolchain setup'
description: 'Common setup steps for GitHub workflows for Rust projects'
runs:
using: composite
steps:
- uses: dtolnay/rust-toolchain@1.71.0
with:
components: clippy, rustfmt
- uses: extractions/setup-just@v1
with:
just-version: '1.15.0' # optional semver specification, otherwise latest
###
### Linux setup
###
- name: rustup
# We need to use the nightly rust tool change to enable registry-auth / to connect to ADO feeds.
if: ${{ (runner.os == 'Linux') }}
run: |
rustup set profile minimal
rustup install
shell: bash
# - name: Cargo login
# if: ${{ (runner.os == 'Linux') }}
# run: just cargo-login-ci
# shell: bash
###
### Windows setup
###
- name: rustup
# We need to use the nightly rust tool change to enable registry-auth / to connect to ADO feeds.
if: ${{ (runner.os == 'Windows') }}
run: |
rustup set profile minimal
rustup install
shell: pwsh
# - name: Cargo login
# if: ${{ (runner.os == 'Windows') }}
# run: just cargo-login-ci-windows
# shell: pwsh

132
.github/workflows/rust-ci.yml поставляемый Normal file
Просмотреть файл

@ -0,0 +1,132 @@
name: Rust
on: [pull_request]
env:
CARGO_TERM_COLOR: always
RUST_LOG: onnxruntime=debug,onnxruntime-sys=debug
RUST_BACKTRACE: 1
MANIFEST_PATH: ${{ github.workspace }}/rust/Cargo.toml
jobs:
fmt:
name: Rustfmt
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: ./.github/actions/rust-toolchain-setup
- name: vendor onnxruntime source
run: just vendor
- name: fmt
run: cargo fmt --all -- --check
download:
name: Download prebuilt ONNX Runtime archive from build.rs
runs-on: ubuntu-latest
env:
ORT_RUST_STRATEGY=download
steps:
- uses: actions/checkout@v4
- uses: ./.github/actions/rust-toolchain-setup
- run: rustup target install x86_64-unknown-linux-gnu
- run: rustup target install x86_64-apple-darwin
- run: rustup target install i686-pc-windows-msvc
- run: rustup target install x86_64-pc-windows-msvc
# ******************************************************************
- name: Download prebuilt archive (CPU, x86_64-unknown-linux-gnu)
run: cargo build --target x86_64-unknown-linux-gnu --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (CPU, x86_64-unknown-linux-gnu)
run: ls -lh target/x86_64-unknown-linux-gnu/debug/build/onnxruntime-sys-*/out/onnxruntime-linux-x64-1.*.tgz
# ******************************************************************
- name: Download prebuilt archive (CPU, x86_64-apple-darwin)
run: cargo build --target x86_64-apple-darwin --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (CPU, x86_64-apple-darwin)
run: ls -lh target/x86_64-apple-darwin/debug/build/onnxruntime-sys-*/out/onnxruntime-osx-x64-1.*.tgz
# ******************************************************************
- name: Download prebuilt archive (CPU, i686-pc-windows-msvc)
run: cargo build --target i686-pc-windows-msvc --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (CPU, i686-pc-windows-msvc)
run: ls -lh target/i686-pc-windows-msvc/debug/build/onnxruntime-sys-*/out/onnxruntime-win-x86-1.*.zip
# ******************************************************************
- name: Download prebuilt archive (CPU, x86_64-pc-windows-msvc)
run: cargo build --target x86_64-pc-windows-msvc --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (CPU, x86_64-pc-windows-msvc)
run: ls -lh target/x86_64-pc-windows-msvc/debug/build/onnxruntime-sys-*/out/onnxruntime-win-x64-1.*.zip
# ******************************************************************
- name: Download prebuilt archive (GPU, x86_64-unknown-linux-gnu)
env:
ORT_USE_CUDA: "yes"
run: cargo build --target x86_64-unknown-linux-gnu --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (GPU, x86_64-unknown-linux-gnu)
run: ls -lh target/x86_64-unknown-linux-gnu/debug/build/onnxruntime-sys-*/out/onnxruntime-linux-x64-gpu-1.*.tgz
# ******************************************************************
- name: Download prebuilt archive (GPU, x86_64-pc-windows-msvc)
env:
ORT_USE_CUDA: "yes"
run: cargo build --target x86_64-pc-windows-msvc --manifest-path ${{ env.MANIFEST_PATH }}
- name: Verify prebuilt archive downloaded (GPU, x86_64-pc-windows-msvc)
run: ls -lh target/x86_64-pc-windows-msvc/debug/build/onnxruntime-sys-*/out/onnxruntime-win-gpu-x64-1.*.zip
test:
name: Test Suite
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
target:
[
x86_64-unknown-linux-gnu,
x86_64-apple-darwin,
x86_64-pc-windows-msvc,
i686-pc-windows-msvc,
]
include:
- target: x86_64-unknown-linux-gnu
os: ubuntu-latest
- target: x86_64-apple-darwin
os: macos-latest
- target: x86_64-pc-windows-msvc
os: windows-latest
- target: i686-pc-windows-msvc
os: windows-latest
env:
CARGO_BUILD_TARGET: ${{ matrix.target }}
steps:
- uses: actions/checkout@v4
- uses: ./.github/actions/rust-toolchain-setup
- name: vendor onnxruntime source
run: just vendor
- run: rustup target install ${{ matrix.target }}
- name: Install additional packages (macOS)
if: contains(matrix.target, 'x86_64-apple-darwin')
run: brew install libomp
- name: Build (cargo build)
run: cargo build --all --manifest-path ${{ env.MANIFEST_PATH }}
- name: Build tests (cargo test)
run: cargo test --no-run --manifest-path ${{ env.MANIFEST_PATH }}
- name: Build onnxruntime with 'model-fetching' feature
run: cargo build --manifest-path ${{ env.MANIFEST_PATH }} --features model-fetching
- name: Test onnxruntime-sys
run: cargo build --package onnxruntime-sys -- --test-threads=1 --nocapture
- name: Test onnxruntime
run: cargo test --manifest-path ${{ env.MANIFEST_PATH }} --features model-fetching -- --test-threads=1 --nocapture
clippy:
name: Clippy
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: ./.github/actions/rust-toolchain-setup
- name: vendor onnxruntime source
run: just vendor
- run: clippy --all-features --manifest-path ${{ env.MANIFEST_PATH }} -- -D warnings
package-sys:
name: Package onnxruntime-sys
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: ./.github/actions/rust-toolchain-setup
- name: vendor onnxruntime source
run: just vendor
- run: cargo package --allow-dirty --package onnxruntime-sys

13
rust/justfile Normal file
Просмотреть файл

@ -0,0 +1,13 @@
vendor:
mkdir -p ./onnxruntime-sys/vendor/onnxruntime-src
cp -rf ../onnxruntime ./onnxruntime-sys/vendor/onnxruntime-src
cp -rf ../cmake ./onnxruntime-sys/vendor/onnxruntime-src
rm -rf ./onnxruntime-sys/vendor/onnxruntime-src/cmake/external/onnx
cp -rf ../include ./onnxruntime-sys/vendor/onnxruntime-src
mkdir -p ./onnxruntime-sys/vendor/onnxruntime-src/tools
cp -rf ../tools/ci_build ./onnxruntime-sys/vendor/onnxruntime-src/tools
cp -rf ../samples ./onnxruntime-sys/vendor/onnxruntime-src
cp -f ../requirements.txt.in ./onnxruntime-sys/vendor/onnxruntime-src
cp -f ../VERSION_NUMBER ./onnxruntime-sys/vendor/onnxruntime-src

1
rust/onnxruntime-sys/.gitignore поставляемый Normal file
Просмотреть файл

@ -0,0 +1 @@
vendor

Просмотреть файл

@ -3,18 +3,16 @@ authors = ["Nicolas Bigaouette <nbigaouette@elementai.com>"]
edition = "2018" edition = "2018"
name = "onnxruntime-sys" name = "onnxruntime-sys"
version = "0.0.14" version = "0.0.14"
links = "onnxruntime" links = "onnxruntime"
description = "Unsafe wrapper around Microsoft's ONNX Runtime" description = "Unsafe wrapper around Microsoft's ONNX Runtime"
documentation = "https://docs.rs/onnxruntime-sys" documentation = "https://docs.rs/onnxruntime-sys"
homepage = "https://github.com/microsoft/onnxruntime" homepage = "https://github.com/microsoft/onnxruntime"
license = "MIT OR Apache-2.0" license = "MIT OR Apache-2.0"
readme = "../README.md" readme = "../README.md"
repository = "https://github.com/microsoft/onnxruntime" repository = "https://github.com/microsoft/onnxruntime"
categories = ["science"] categories = ["science"]
keywords = ["neuralnetworks", "onnx", "bindings"] keywords = ["neuralnetworks", "onnx", "bindings"]
include = ["src", "example", "vendor", "build.rs"]
[dependencies] [dependencies]
libloading = "0.7" libloading = "0.7"
@ -22,6 +20,7 @@ libloading = "0.7"
[build-dependencies] [build-dependencies]
bindgen = "0.63" bindgen = "0.63"
cmake = "0.1" cmake = "0.1"
anyhow = "1.0"
# Used on unix # Used on unix
flate2 = "1.0" flate2 = "1.0"

Просмотреть файл

@ -8,12 +8,16 @@ use std::{
str::FromStr, str::FromStr,
}; };
// use cmake::build;
use anyhow::{anyhow, Context, Result};
/// ONNX Runtime version /// ONNX Runtime version
/// ///
/// WARNING: If version is changed, bindings for all platforms will have to be re-generated. /// WARNING: If version is changed, bindings for all platforms will have to be re-generated.
/// To do so, run this: /// To do so, run this:
/// cargo build --package onnxruntime-sys --features generate-bindings /// cargo build --package onnxruntime-sys --features generate-bindings
const ORT_VERSION: &str = include_str!("../../VERSION_NUMBER"); const ORT_VERSION: &str = include_str!("./vendor/onnxruntime-src/VERSION_NUMBER");
/// Base Url from which to download pre-built releases/ /// Base Url from which to download pre-built releases/
const ORT_RELEASE_BASE_URL: &str = "https://github.com/microsoft/onnxruntime/releases/download"; const ORT_RELEASE_BASE_URL: &str = "https://github.com/microsoft/onnxruntime/releases/download";
@ -34,8 +38,8 @@ const ORT_RUST_ENV_GPU: &str = "ORT_RUST_USE_CUDA";
/// Subdirectory (of the 'target' directory) into which to extract the prebuilt library. /// Subdirectory (of the 'target' directory) into which to extract the prebuilt library.
const ORT_PREBUILT_EXTRACT_DIR: &str = "onnxruntime"; const ORT_PREBUILT_EXTRACT_DIR: &str = "onnxruntime";
fn main() { fn main() -> Result<()> {
let libort_install_dir = prepare_libort_dir(); let libort_install_dir = prepare_libort_dir().context("preparing libort directory")?;
let include_dir = libort_install_dir.join("include"); let include_dir = libort_install_dir.join("include");
let lib_dir = libort_install_dir.join("lib"); let lib_dir = libort_install_dir.join("lib");
@ -55,6 +59,7 @@ fn main() {
); );
generate_bindings(&include_dir); generate_bindings(&include_dir);
Ok(())
} }
fn generate_bindings(include_dir: &Path) { fn generate_bindings(include_dir: &Path) {
@ -70,11 +75,7 @@ fn generate_bindings(include_dir: &Path) {
), ),
]; ];
let path = include_dir let path = include_dir.join("onnxruntime").join("onnxruntime_c_api.h");
.join("onnxruntime")
.join("core")
.join("session")
.join("onnxruntime_c_api.h");
// The bindgen::Builder is the main entry point // The bindgen::Builder is the main entry point
// to bindgen, and lets you build up options for // to bindgen, and lets you build up options for
@ -106,7 +107,7 @@ fn generate_bindings(include_dir: &Path) {
let generated_file = PathBuf::from(env::var("OUT_DIR").unwrap()).join("bindings.rs"); let generated_file = PathBuf::from(env::var("OUT_DIR").unwrap()).join("bindings.rs");
bindings bindings
.write_to_file(&generated_file) .write_to_file(generated_file)
.expect("Couldn't write bindings!"); .expect("Couldn't write bindings!");
} }
@ -144,7 +145,7 @@ fn extract_archive(filename: &Path, output: &Path) {
} }
fn extract_tgz(filename: &Path, output: &Path) { fn extract_tgz(filename: &Path, output: &Path) {
let file = fs::File::open(&filename).unwrap(); let file = fs::File::open(filename).unwrap();
let buf = io::BufReader::new(file); let buf = io::BufReader::new(file);
let tar = flate2::read::GzDecoder::new(buf); let tar = flate2::read::GzDecoder::new(buf);
let mut archive = tar::Archive::new(tar); let mut archive = tar::Archive::new(tar);
@ -152,7 +153,7 @@ fn extract_tgz(filename: &Path, output: &Path) {
} }
fn extract_zip(filename: &Path, outpath: &Path) { fn extract_zip(filename: &Path, outpath: &Path) {
let file = fs::File::open(&filename).unwrap(); let file = fs::File::open(filename).unwrap();
let buf = io::BufReader::new(file); let buf = io::BufReader::new(file);
let mut archive = zip::ZipArchive::new(buf).unwrap(); let mut archive = zip::ZipArchive::new(buf).unwrap();
for i in 0..archive.len() { for i in 0..archive.len() {
@ -168,7 +169,7 @@ fn extract_zip(filename: &Path, outpath: &Path) {
); );
if let Some(p) = outpath.parent() { if let Some(p) = outpath.parent() {
if !p.exists() { if !p.exists() {
fs::create_dir_all(&p).unwrap(); fs::create_dir_all(p).unwrap();
} }
} }
let mut outfile = fs::File::create(&outpath).unwrap(); let mut outfile = fs::File::create(&outpath).unwrap();
@ -190,15 +191,15 @@ enum Architecture {
} }
impl FromStr for Architecture { impl FromStr for Architecture {
type Err = String; type Err = anyhow::Error;
fn from_str(s: &str) -> Result<Self, Self::Err> { fn from_str(s: &str) -> Result<Self> {
match s.to_lowercase().as_str() { match s.to_lowercase().as_str() {
"x86" => Ok(Architecture::X86), "x86" => Ok(Architecture::X86),
"x86_64" => Ok(Architecture::X86_64), "x86_64" => Ok(Architecture::X86_64),
"arm" => Ok(Architecture::Arm), "arm" => Ok(Architecture::Arm),
"aarch64" => Ok(Architecture::Arm64), "aarch64" => Ok(Architecture::Arm64),
_ => Err(format!("Unsupported architecture: {}", s)), _ => Err(anyhow!("Unsupported architecture: {s}")),
} }
} }
} }
@ -233,14 +234,14 @@ impl Os {
} }
impl FromStr for Os { impl FromStr for Os {
type Err = String; type Err = anyhow::Error;
fn from_str(s: &str) -> Result<Self, Self::Err> { fn from_str(s: &str) -> Result<Self> {
match s.to_lowercase().as_str() { match s.to_lowercase().as_str() {
"windows" => Ok(Os::Windows), "windows" => Ok(Os::Windows),
"macos" => Ok(Os::MacOs), "macos" => Ok(Os::MacOs),
"linux" => Ok(Os::Linux), "linux" => Ok(Os::Linux),
_ => Err(format!("Unsupported os: {}", s)), _ => Err(anyhow!("Unsupported os: {s}")),
} }
} }
} }
@ -262,9 +263,9 @@ enum Accelerator {
} }
impl FromStr for Accelerator { impl FromStr for Accelerator {
type Err = String; type Err = anyhow::Error;
fn from_str(s: &str) -> Result<Self, Self::Err> { fn from_str(s: &str) -> Result<Self> {
match s.to_lowercase().as_str() { match s.to_lowercase().as_str() {
"1" | "yes" | "true" | "on" => Ok(Accelerator::Cuda), "1" | "yes" | "true" | "on" => Ok(Accelerator::Cuda),
_ => Ok(Accelerator::Cpu), _ => Ok(Accelerator::Cpu),
@ -393,36 +394,37 @@ fn prepare_libort_dir_prebuilt() -> PathBuf {
extract_dir.join(prebuilt_archive.file_stem().unwrap()) extract_dir.join(prebuilt_archive.file_stem().unwrap())
} }
fn prepare_libort_dir() -> PathBuf { fn prepare_libort_dir() -> Result<PathBuf> {
let strategy = env::var(ORT_RUST_ENV_STRATEGY); let strategy = env::var(ORT_RUST_ENV_STRATEGY);
println!( println!(
"strategy: {:?}", "strategy: {:?}",
strategy.as_ref().map_or_else(|_| "unknown", String::as_str) strategy.as_ref().map_or_else(|_| "unknown", String::as_str)
); );
match strategy.as_ref().map(String::as_str) { match strategy.as_ref().map(String::as_str) {
Ok("download") => prepare_libort_dir_prebuilt(), Ok("download") => Ok(prepare_libort_dir_prebuilt()),
Ok("system") => PathBuf::from(match env::var(ORT_RUST_ENV_SYSTEM_LIB_LOCATION) { Ok("system") => {
Ok(p) => p, let location = env::var(ORT_RUST_ENV_SYSTEM_LIB_LOCATION).context(format!(
Err(e) => { "Could not get value of environment variable {:?}",
panic!( ORT_RUST_ENV_SYSTEM_LIB_LOCATION
"Could not get value of environment variable {:?}: {:?}", ))?;
ORT_RUST_ENV_SYSTEM_LIB_LOCATION, e Ok(PathBuf::from(location))
); }
}
}),
Ok("compile") | Err(_) => prepare_libort_dir_compiled(), Ok("compile") | Err(_) => prepare_libort_dir_compiled(),
_ => panic!("Unknown value for {:?}", ORT_RUST_ENV_STRATEGY), _ => Err(anyhow!("Unknown value for {:?}", ORT_RUST_ENV_STRATEGY)),
} }
} }
fn prepare_libort_dir_compiled() -> PathBuf { fn prepare_libort_dir_compiled() -> Result<PathBuf> {
let mut config = cmake::Config::new("../../cmake"); let manifest_dir_string = env::var("CARGO_MANIFEST_DIR").unwrap();
let mut config = cmake::Config::new(format!(
"{manifest_dir_string}/vendor/onnxruntime-src/cmake"
));
config.define("onnxruntime_BUILD_SHARED_LIB", "ON"); config.define("onnxruntime_BUILD_SHARED_LIB", "ON");
if env::var(ORT_RUST_ENV_GPU).unwrap_or_default().parse() == Ok(Accelerator::Cuda) { if let Ok(Accelerator::Cuda) = env::var(ORT_RUST_ENV_GPU).unwrap_or_default().parse() {
config.define("onnxruntime_USE_CUDA", "ON"); config.define("onnxruntime_USE_CUDA", "ON");
} };
config.build() Ok(config.build())
} }

Просмотреть файл

@ -307,7 +307,7 @@ fn main() {
let output_node_names_cstring: Vec<std::ffi::CString> = output_node_names let output_node_names_cstring: Vec<std::ffi::CString> = output_node_names
.iter() .iter()
.map(|n| std::ffi::CString::new(n.clone()).unwrap()) .map(|n| std::ffi::CString::new(*n).unwrap())
.collect(); .collect();
let output_node_names_ptr: Vec<*const i8> = output_node_names_cstring let output_node_names_ptr: Vec<*const i8> = output_node_names_cstring
.iter() .iter()

Просмотреть файл

@ -290,9 +290,6 @@ impl<'a> TryFrom<OrtOutputTensor> for OrtOutput<'a> {
.unwrap()(shape_info); .unwrap()(shape_info);
match element_type { match element_type {
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_UNDEFINED => {
unimplemented!()
}
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT => { sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT => {
WithOutputTensor::try_from(value).map(OrtOutput::Float) WithOutputTensor::try_from(value).map(OrtOutput::Float)
} }
@ -317,12 +314,6 @@ impl<'a> TryFrom<OrtOutputTensor> for OrtOutput<'a> {
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_STRING => { sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_STRING => {
WithOutputTensor::try_from(value).map(OrtOutput::String) WithOutputTensor::try_from(value).map(OrtOutput::String)
} }
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_BOOL => {
unimplemented!()
}
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT16 => {
unimplemented!()
}
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_DOUBLE => { sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_DOUBLE => {
WithOutputTensor::try_from(value).map(OrtOutput::Double) WithOutputTensor::try_from(value).map(OrtOutput::Double)
} }
@ -332,14 +323,18 @@ impl<'a> TryFrom<OrtOutputTensor> for OrtOutput<'a> {
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_UINT64 => { sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_UINT64 => {
WithOutputTensor::try_from(value).map(OrtOutput::UInt64) WithOutputTensor::try_from(value).map(OrtOutput::UInt64)
} }
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_COMPLEX64 => { // Unimplemented output tensor data types
unimplemented!() sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_COMPLEX64
} | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_UNDEFINED
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_COMPLEX128 => { | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_BOOL
unimplemented!() | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT16
} | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_COMPLEX128
sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_BFLOAT16 => { | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_BFLOAT16
unimplemented!() | sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT8E4M3FN
| sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT8E4M3FNUZ
| sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT8E5M2FNUZ
| sys::ONNXTensorElementDataType::ONNX_TENSOR_ELEMENT_DATA_TYPE_FLOAT8E5M2 => {
unimplemented!("{:?}", element_type)
} }
} }
} }