Commit graph

1384 commits

Author SHA1 Message Date
Edward Chen
c46c7ccba5
Update Gradle version (#14862)
- Update Gradle version used in most places from 6.8.3 to 8.0.1. Update Android Gradle Plugin version where applicable.
  Not updated in this change: React Native Android projects (under `js/react_native/`). That can be done later along with updating the React Native projects.

- Add Gradle wrapper in `java/` to make it easier to consistently use a specific Gradle version.
2023-03-08 12:22:06 -08:00
Adam Pocock
47f00b5d49
[Java] Initial on device training support (#14027)
contributor: @Craigacp
2023-03-08 10:01:08 -08:00
Ashwini Khade
f71ac9859e
Update acpt image in the training pipeline (#14855)
### Description
Current pipeline refers to an old image which is causing test failures.
Updating the image to the latest one.



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
Fixes pipeline failure:
https://dev.azure.com/onnxruntime/onnxruntime/_build?definitionId=198
- If it fixes an open issue, please link to the issue here. -->
2023-03-07 14:10:32 -08:00
Changming Sun
3e08a67dd6
Add Linux ARM64 CI pipeline (#14904) 2023-03-06 21:47:10 -08:00
Adrian Lizarraga
d45b47945c
Linux QNN Pipeline: fix build error reporting (#14922)
### Description
Split up the ORT build step in the Linux QNN CI Pipeline.


### Motivation and Context
Build errors were not being immediately reported at the end of the build
step. The build step currently concatenates multiple shell commands, and
the return code for the last (mkdir) was being reported. This PR ensures
that the return code of the `python build.py ...` command is reported
for the build step.
2023-03-06 17:49:35 -08:00
Changming Sun
c1155b70c5
Remove 37 and 50 from CUDA compute archs (#14874)
### Description
To reduce CUDA package's size a little bit. 37 is for Tesla K80. Azure's
NC-series uses it, but in most cases CUDA can dynamic generate device
code .
2023-03-03 12:24:21 -08:00
Yi Zhang
8c454a76e0
Check Mac silicon package name (#14898)
### Description
1. add comments 
2. check Mac silicon package name 

### Motivation and Context
There isn't Mac silicon Agent in ADO.
We couldn't add smoking test to test the wheel can be installed.
But We can check whether the package name is correct to avoid the
mistake in 1.14 release.

Test run

https://dev.azure.com/aiinfra/Lotus/_build/results?buildId=283100&view=logs&j=fe710151-df7c-5aa4-0cea-cf5331faa499&t=3182cefe-2612-53c6-4445-e5b3e0c4ac57
2023-03-03 18:27:54 +08:00
Changming Sun
f3b6664384
Remove Python 3.7 from the python packaging pipeline (#14887)
### Description
1. Remove Python 3.7 from the python packaging pipeline. It is planned
for the next release and approved by the PMs. Also we will add 3.11, but
it will be addressed in another PR.
2. Stop generating python packages based on Ubuntu 18.04 which will
reach EOL next month. We will either replace them with Ubuntu 20.04 or a
CentOS 8 variant.
2023-03-02 19:44:49 -08:00
Chun-Wei Chen
70a31e047a
Consume ONNX 1.13.1 in ONNX Runtime (#14812)
### Description
<!-- Describe your changes. -->
Consume ONNX 1.13.1 in ONNX Runtime. (ONNX 1.13.0 to ONNX 1.13.1)


### 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. -->
ONNX 1.13.1 patch was just released yesterday. This PR is making ORT's
ONNX submodule consistent with the latest released ONNX. Not sure
whether this PR is really needed, but let me make it ready. Previous PR
for testing ONNX 1.13.1rc2 :
https://github.com/microsoft/onnxruntime/pull/14634.

Fixed
[AB#13174](https://aiinfra.visualstudio.com/6a833879-cd9b-44a4-a9de-adc2d818f13c/_workitems/edit/13174)
.
2023-03-02 14:57:35 -08:00
Hector Li
c6074f3a4b
OnnxRuntime QNN EP (#14791)
### Description
Integrate Qualcomm QNN SDK to enable inference on QC hexagon NPU devices

### Motivation and Context
Enable Ort inference on QC hexagon NPU devices.

---------

Co-authored-by: Satya Jandhyala <sajandhy@microsoft.com>
Co-authored-by: Adrian Lizarraga <adlizarraga@microsoft.com>
Co-authored-by: Adrian Lizarraga <adrianlm2@gmail.com>
2023-03-01 13:48:20 -08:00
Scott McKay
b7fde84341
Changes to support standalone custom ops in a minimal build. (#14497)
### Description
<!-- Describe your changes. -->
Changes to support standalone custom ops in a minimal build. Also
incorporates changes from #14492 (needed to test builds prior to that
being checked in).

We first need to save the schema info from the operators used by the
standalone op invoker in the ORT format model. Add mechanism for that.

Merge the kernel lookup logic so the same is used in full and minimal
build. NOTE: the version matching is now consistent with all other
kernel lookups, and the call to CreateOp MUST use the exact version for
the operator. Previously matching wasn't as strict, but this can lead to
the incorrect kernel being chosen.

Add tests.

NOTE: There is currently no way to detect the ops/types/opsets used
inside these custom ops as they don't exist until we create kernels,
which is after model loading completes (which is the point the ORT
format model is saved). Due to that they have to be manually added to
the configuration used to do the reduced ops build. That shouldn't be
too hard for the custom op author to add given the custom op
implementation is specifying the op, opset and type constraints (i.e.
they have the info and it's just a case of capturing/formatting it
correctly).


### 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. -->
Enable usage of the standalone op invoker by custom ops in a minimal
build.

---------

Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
2023-03-01 11:22:54 +10:00
Yulong Wang
69c5edb11b
[wasm] upgrade emsdk from 3.1.19 to 3.1.32 (#14818)
### Description
upgrade emsdk from 3.1.19 to 3.1.32

also add explicit config for stack size (1MB).
2023-02-28 11:06:09 -08:00
Yi Zhang
6320decf04
increase Test GPU Job's timeout to 8 hours (#14850)
### Description
<!-- Describe your changes. -->

### Motivation and Context
In practice, 6 hours is not enough to finish the job.
2023-02-28 18:52:03 +08:00
Yi Zhang
0be20dc0f6
Run GPU test job after all CPU test jobs succeed. (#14833)
### Description
Make GPU job depends on all CPU jobs

### Motivation and Context
GPU resources are very limited in packaging pipeline.
And GPU test job is very time consuming.
Only one CPU job fails, the workflow fails, so the GPU job is
meaningless.
To utilize GPU resources more efficiently, run GPU job only after all
CPU jobs succeed.

###test pipeline

https://dev.azure.com/aiinfra/Lotus/_build/results?buildId=280905&view=results
2023-02-28 07:44:51 +08:00
Yulong Wang
6b83ad9659
[js/web] allow unittest (onnxruntime_test_all) to run in browser (#14820)
### Description
allow onnxruntime_test_all to run in browser for WebAssembly build (use
flag `--wasm_run_tests_in_browser`).

To output the logs from stdout correctly, this test needs to be build
with `--enable_wasm_threads`.
2023-02-24 16:45:33 -08:00
Rachel Guo
0700788b6e
Disable e2e android react native CI test temporarily (#14803)
### Description
<!-- Describe your changes. -->

Disable e2e android react native test temporarily to unblock the CI
failure with no easy fix.

### 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. -->

Temp solution to unblock CI failure.
2023-02-24 09:32:18 -08:00
Jian Chen
29428cd9dc
Cjian/pr into main for 1.14.1 fix (#14805)
### Description
<!-- Describe your changes. -->

PR a change made to 1.14.1 into Main branch as well. 

### 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. -->
2023-02-23 18:10:57 -08:00
Jian Chen
62ee0c8110
Migrating ORT Extensions from Git submodule to cmake FetchContent (#14298)
### Description
<!-- Describe your changes. -->

Merging extensions from Git submodule to cmake FetchContent


### 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. -->

---------

Co-authored-by: Changming Sun <chasun@microsoft.com>
Co-authored-by: Jian Chen <jchen351@MacBook-Pro.local>
2023-02-22 19:42:36 -08:00
Edward Chen
b3b9be19b1
Update clang-tidy path for updated Mac image. (#14760)
Update clang-tidy path for updated Mac image. Fix Objective-C static analysis build.
2023-02-22 09:00:42 -08:00
Edward Chen
ad78579b66
Update java/build.gradle to not use deprecated features that were removed in gradle 8.0. (#14733)
### Description
<!-- Describe your changes. -->

Update java/build.gradle to not use deprecated features that were
removed in gradle 8.0.
Also move gradle wrapper setup from a script into a step template.

### 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. -->

Fix builds which use hosted Mac agents and gradle.

Recently the system version of gradle got upgraded to 8.0. Even though
we use an older gradle wrapper version, java/build.gradle is still
processed with gradle 8.0 in the initial call to `gradle wrapper`.
2023-02-20 11:19:49 +08:00
Wei-Sheng Chin
7b31bcda2e
Disable LazyTensor-ORT Test (#14703)
As title since LazyTensor is replaced by Dynamo in PyTorch 2.0.
2023-02-17 17:46:51 +08:00
Patrice Vignola
ce9a71620f
Fix DML release build (#14661)
### Description
Fixes the DML release build for 1.14.1. This was initially fixed by
https://github.com/microsoft/onnxruntime/pull/13417 for 1.13.1, but the
changes didn't make their way back to the main branch.
2023-02-13 17:31:11 -08:00
Tang, Cheng
8f34c8c8ed
Introduce collective ops to ort inference build (#14399)
### Description
Introduce collective ops into onnxruntime inference build, including
1) AllReduce and AllGather schema in contrib op, controlled by USE_MPI
flag
2) AllReduce and AllGather kernel in cuda EP, controlled by ORT_USE_NCCL
flag


### Motivation and Context
Enable the collective ops in onnxruntime inference build so we have the
ability to run distributed inference with multiple GPUs.
The original ncclAllReduce ops in training build require quite complex
configurations, which is not suitable for inference case, and it already
broken. so we introduce a new implementation.

---------

Co-authored-by: Cheng Tang <chenta@microsoft.com@orttrainingdev9.d32nl1ml4oruzj4qz3bqlggovf.px.internal.cloudapp.net>
2023-02-07 13:47:48 -08:00
RandySheriffH
b6bec54341
Revert mimalloc from v2.0.9 to v2.0.3 (#14603)
Revert mimalloc from v2.0.9 to v2.0.3 to silence build error in
[post-merge
](https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=273075&view=logs&j=f019f681-ae8f-5ee4-d119-02530df66a84&t=6c90c65c-2ab2-56af-633f-b5631256a8e1&l=351)
pipeline.
New dependency version was generated
[here](https://aiinfra.visualstudio.com/Lotus/_artifacts/feed/Lotus/UPack/onnxruntime_build_dependencies/overview/1.0.29).

Co-authored-by: Randy Shuai <rashuai@microsoft.com>
Co-authored-by: rui-ren <ruiren1225@gmail.com>
2023-02-07 09:58:25 -08:00
Baiju Meswani
68a402e739
Add support for python 3.10 for onnxruntime-training cuda and cpu (#14100) 2023-02-02 11:32:41 -08:00
RandySheriffH
01cafe89f0
Specify deps in deps.txt and manifest (#14530)
Specify new deps and update cgmanifest.json.

---------

Co-authored-by: Randy Shuai <rashuai@microsoft.com>
2023-02-02 09:44:57 -08:00
Baiju Meswani
7954976e0a
Fix python packaging pipeline (#14533)
fix onnx and protobuf inconsistencies in python packaging pipeline.
2023-02-02 13:11:18 +08:00
Yulong Wang
0578eeff91
upgrade EsrpCodeSigning from v1 to v2 (#14531)
### Description
This change upgrade EsrpCodeSigning from v1 to v2 in our build pipeline.
2023-02-02 13:08:26 +08:00
Yi Zhang
80f807c03d
upgrade protobuf to 3.20.2 and onnx to 1.13 (#14279)
### Description
upgrade protobuf to 3.20.2, same as onnx 1.13.0

### Motivation and Context
Per component governance requirement and Fixes #14060

unused-parameter error occurs in 2 conditions.
1. compile protolbuf

`onnxruntime_src/cmake/external/protobuf/src/google/protobuf/repeated_ptr_field.h:752:66:
error: unused parameter ‘prototype’ [-Werror=unused-parameter]`
2. include onnx_pb.h
```
2023-01-28T10:20:15.0410853Z FAILED: CMakeFiles/onnxruntime_pybind11_state.dir/onnxruntime_src/onnxruntime/python/onnxruntime_pybind_iobinding.cc.o 
......
2023-01-28T10:20:15.0466024Z                  from /build/Debug/_deps/onnx-src/onnx/onnx_pb.h:51,
2023-01-28T10:20:15.0466958Z                  from /onnxruntime_src/include/onnxruntime/core/framework/to_tensor_proto_element_type.h:10,
....
2023-01-28T10:20:15.0609678Z /build/Debug/_deps/onnx-build/onnx/onnx-operators-ml.pb.h:1178:25:   required from here
2023-01-28T10:20:15.0610895Z /onnxruntime_src/cmake/external/protobuf/src/google/protobuf/repeated_ptr_field.h:752:66: error: unused parameter ‘prototype’ [-Werror=unused-parameter]
2023-01-28T10:20:15.0611707Z cc1plus: all warnings being treated as errors

```

https://dev.azure.com/onnxruntime/2a773b67-e88b-4c7f-9fc0-87d31fea8ef2/_apis/build/builds/874605/logs/22
2023-01-31 12:55:09 -08:00
cloudhan
3b6d551c35
Enable ccache for HIP objects (#14465)
This enables HIP compiler to be launched with `ccache` when build with `--use_cache`
2023-01-28 22:34:24 +08:00
Vincent Wang
7aecb2150f
Fix onnxruntime-CI-nightly-ort-pipeline Failure (#14464)
PyTorch skipped version 1.14 and jumped to 2.0, while the image for the
onnxruntime-CI-nightly-ort-pipeline is still using
nightly-ubuntu2004-cu116-py38-torch1140dev. Switch to the new torch
version image to fix the failure of the pipeline.
2023-01-28 16:05:56 +08:00
Tianlei Wu
94b1791974
Upgrade CUTLASS to v2.11 and add sequence length threshold for cutlass FMHA (#14401)
### Description
Add sequence length threshold for triggering cutlass FMHA in FP32. See
performance test results in
https://github.com/microsoft/onnxruntime/pull/14343 to see how this
threshold is selected.

Upgrade cutlass to v2.11 and update deps.txt and cgmanifest for nuget
pipeline build (test build:
https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=268574&view=results)
2023-01-25 09:43:48 -08:00
Edward Chen
7cc9aed314
Android package custom build script update (#14403)
Update Android package custom build script.
- Use later version of various dependencies (CMake, JDK, Android command line tools, Android NDK, Ubuntu). The CMake version was too old for the current ORT code.
- Do in-container build in a directory that is not shared with the host. Resolves some file permission issues and speeds up file access.

Add a nightly build to make sure the script works with the latest ORT.
2023-01-25 09:19:05 -08:00
Yi Zhang
cf3661ff6d
Revert "Allow PostAnalysis@2 task to continue on error for Windows_Pa… (#14375)
…ckaging_CPU_x86_default (#14332)"

This reverts commit a491f33f54.

### Description


### Motivation and Context
It looks an ADO issue.
Now, it's recovered.
It could be reenabled.
2023-01-21 09:32:39 +08:00
Edward Chen
3b382ea7e1
Free OrtStatus in ASSERT_ORT_STATUS_OK, make run_android_emulator.py work with newer JDK version (#14369)
- Free OrtStatus in ASSERT_ORT_STATUS_OK in model_tests.cc
- Make run_android_emulator.py work with newer JDK version
2023-01-20 09:27:47 -08:00
Yi Zhang
3d6cea14f4
Remove intermedia obj files once build finished (#14361)
### Description
Remove intermedia obj files and reenable cache

### Motivation and Context
Recently, training_debug_x64 pipeline often failed due to not enough
space.
It could free nearly 8G space by deleting obj files.
So, the compilation cache can be reenabled
2023-01-20 13:37:15 +08:00
Edward Chen
ae0e090c7b
Fix post merge jobs pipeline build issues (#14346)
- Fix debug node inputs outputs nullptr dereference with ONNX optional types.
- Fix model test memory leak.
- Convert jobs to stages in post-merge-jobs.yml to allow a subset of builds to be enabled when running manually.
- Fix buffer overrun in CumSum op exposed by Mimalloc build.
2023-01-19 11:16:42 -08:00
Yi Zhang
b51415b0ea
disable cache for training_x64_debug (#14358)
### Description
disable cache to save disk space for training_x64_debug


### Motivation and Context
To mitigate not enough disk space in training_x64_debug first.
2023-01-19 15:08:34 +08:00
Adrian Lizarraga
a491f33f54
Allow PostAnalysis@2 task to continue on error for Windows_Packaging_CPU_x86_default (#14332)
### Description
Allows the PostAnalysis@2 task for windows CI jobs to continue even if
an error is encountered.


### Motivation and Context
This is a temporary workaround that enables the
`Windows_Packaging_CPU_x86_default` job within the Zip-Nuget-Java-NodeJS
packaging pipeline to finish. A recent update to dotnet 6 has broken the
PostAnalysis task for this job.

This task was originally added by
https://github.com/microsoft/onnxruntime/pull/13694
2023-01-18 19:54:48 -08:00
Rui Ren
904e63633a
increase the time limit as more unit tests added (#14327)
### Description
Pipeline failed because we added more unit tests, reference:
https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=863643&view=logs&j=7536d2cd-87d4-54fe-4891-bfbbf2741d83&t=305229be-e8ba-5189-ca61-fcb77d866478

Now we have: [2430 tests](
https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=863619&view=logs&j=7536d2cd-87d4-54fe-4891-bfbbf2741d83&t=4efd38bc-b0da-5f98-81a8-ea2885f78448&l=43853)
Previously we had: [2422
tests](https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=859543&view=logs&j=7536d2cd-87d4-54fe-4891-bfbbf2741d83&t=4efd38bc-b0da-5f98-81a8-ea2885f78448&l=43640)

- Timeout error as we have 2 hour threshold
```
jobs:
- job: Linux_Build
  timeoutInMinutes: 120
  variables:
    skipComponentGovernanceDetection: true
```

### Motivation and Context

- Increase the timeoutInMinutes to `150`
2023-01-18 15:51:21 -08:00
Guenther Schmuelling
60290393f3
enable ort-extensions in wasm release builds (#14239)
enable ort-extensions in wasm release builds. sentence piece, gpt2, bert
and word piece tokenizers for now.

wasm size will grow from 8.4MB to 8.9MB.
2023-01-17 12:39:13 -08:00
Yi Zhang
fb801d58b1
Add Cache in Linux CPU Aten Pipeline (#14313)
### Description
Add compilation cache in Linux CPU Aten Pipeline.
The pipeline could be completed in 6 minutes at best.

### Motivation and Context
1. Accelerate the pipeline.
2. It's the shortest pipeline with docker image. I'll use it to try
moving the storage of linux docker image from ACR to ADO pipeline cache.
2023-01-17 10:49:29 +08:00
Yi Zhang
6d60dc24fe
install shared deps script (#14234)
### Description
Add a new install_shared_deps.sh

### Motivation and Context
Azcopy, Ninja, Node.js and CCache are all needed, but they are copied
everywhere.
2023-01-16 18:27:29 +08:00
Yi Zhang
2a82f95040
Increase package python test pipeline timeout limit (#14288)
### Description
Increase python test pipeline timeout limit. 
So far, It's a known issue for tensortRT8.5.
2023-01-14 13:46:09 +08:00
PeixuanZuo
d3a09cf77f
[ROCm] use pytest-xdist for fast pytest (#14261)
### Description

Use pytest-xdist to distribute tests across multiple CPUs to speed up
test execution.
Use pytest-rerunfailures to rerun failed test in case of pytest-xdist
crash.
`pytest -n 16` can reduce pytest time from 80 minutes to 20 minutes.


### Motivation and Context
Now kernel explorer pytest of ROCm CI takes nearly 1 hour 20 minutes. It
will take longer time when we add more tunableOp in the future.
2023-01-13 16:57:50 +08:00
Scott McKay
b9ecd428c1
Add ability to register custom ops by specifying a function name (#14177)
### Description
<!-- Describe your changes. -->
Use dlsym/GetProcAddress to lookup a custom ops registration function by
name and call it.

This will be better on mobile platforms where the custom ops library is
linked against, and there isn't necessarily a filesystem that a library
path can be loaded from.

Alternative is to wire up passing in the address of the function, but
that has multiple complications which differ by platform.

### 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. -->
Enable using ort and ort-ext packages on mobile platforms.

Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
2023-01-12 15:11:34 +10:00
sfatimar
7654cd50e8
Openvino ep 2022.3 v4.3 (#14210)
### Description
Changes to incorporate OpenVINO EP 2022.3


### Motivation and Context
This change is required to incorportate OpenVINO EP 2022.3
- If it fixes an open issue, please link to the issue here. -->

Co-authored-by: mohsinmx <mohsinx.mohammad@intel.com>
Co-authored-by: Preetha Veeramalai <preetha.veeramalai@intel.com>
Co-authored-by: Aravind <aravindx.gunda@intel.com>
Co-authored-by: mayavijx <mayax.vijayan@intel.com>
Co-authored-by: flexci <mohsinmx>
2023-01-11 16:31:26 -08:00
RandySheriffH
83ad562826
Rename CloudEP to AzureEP (#14175)
Rename CloudEP to AzureEP.

Co-authored-by: Randy Shuai <rashuai@microsoft.com>
2023-01-11 12:25:04 -08:00
Ashwini Khade
d92c663f28
Create dedicated build for training api (#14136)
### Description
Enable creating dedicated build for on device training. With this PR we
can build a lean binary for on device training using flag
--enable_training_apis. This binary includes only the essentials like
training ops, optimizers etc and NOT features like Aten fallback,
strided tensors, gradient builders etc . This binary also removes all
the deprecated components like training::TrainingSession and OrtTrainer
etc

### Motivation and Context
This enables our partners to create a lean binary for on device
training.
2023-01-10 20:58:04 -08:00
PeixuanZuo
33367fa2dc
[MIGraphX] update the MIGraphX version used in ORT to rocm-5.4.0 (#14184)
### Description
Update the MIGraphX version used in ORT to rocm-5.4.0

### Motivation and Context
The previous branch migraphx_for_ort has stopped updating, it is too far
away from the MIgraphX latest release branch. More discussion here:
https://github.com/microsoft/onnxruntime/issues/14126#issuecomment-1373201049

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2023-01-10 13:40:25 +08:00
Yi Zhang
6463f4383b
make WITHCACHE as an option in MacOS workflow (#14188)
### Description
1. Set the WithCache default value as false in Mac OS CI workflow too.
2. Add date of today in cache key to avoid cache size keep increasing
too.

WithCache, the pipeline duration reduced from 70 more minutes to 10 more
minutes
2023-01-10 10:54:19 +08:00
liqun Fu
1be36913cc
to work with onnx 1.13 rc, implement ver 18 reduce and optioanl ops, … (#13765) 2023-01-09 10:26:16 -08:00
Baiju Meswani
c6ff5bac9d
Update torch in eager mode CI pipeline (#14094) 2023-01-06 11:46:44 -08:00
zhijiang
0ed7277bbe
fix training compilation option (#14151)
fix the pipeline failure for compilation option error
2023-01-06 14:25:03 +08:00
Yi Zhang
2ce7b1c1dc
Enable cache for msbuild (#14085)
### Description
Enable ccache in windows CPU compilation.
The windows compilation in CI could be reduced to 1 more minute at most.

![image](https://user-images.githubusercontent.com/16190118/210294061-86742cf4-65c7-4cc2-9725-e102c3c64abd.png)
2023-01-06 11:19:57 +08:00
Ashwini Khade
e5e3570ac5
fix cg issue (#14112)
### Description
Update torch version to 1.13.1 to fix CG issue:
https://dev.azure.com/aiinfra/ONNX%20Runtime/_workitems/edit/10666/
2023-01-04 09:07:13 -08:00
Yi Zhang
f864b54393
Use today's cache only (#14120)
### Description
Add date value of today into the cache key.

### Motivation and Context
Microsoft-host agent has only 10GB for build.
To limit cache size, pipeline only use cache generated today.
2023-01-04 17:48:52 +08:00
Baiju Meswani
0ff61f7b97
Update torch to 1.13.1 in CI and packaging pipelines for ort training (#14055) 2023-01-03 20:03:33 -08:00
Ashwini Khade
68b5b2d7d3
Refactor training build options (#13964)
### Description
1. Renames all references of on device training to training apis. This
is to keep the naming general. Nothing really prevents us from using the
same apis on servers\non-edge devices.
2. Update ENABLE_TRAINING option: With this PR when this option is
enabled, training apis and torch interop is also enabled.
3. Refactoring for onnxruntime_ENABLE_TRAINING_TORCH_INTEROP option: 
   -  Removed user facing option
- Setting onnxruntime_ENABLE_TRAINING_TORCH_INTEROP to ON when
onnxruntime_ENABLE_TRAINING is ON as we always build with torch interop.

Once this PR is merged when --enable_training is selected we will do a
"FULL Build" for training (with all the training entry points and
features).
Training entry points include:
1. ORTModule
2. Training APIs

Features include:
1. ATen Fallback
2. All Training OPs includes communication and collectives
3. Strided Tensor Support
4. Python Op (torch interop)
5. ONNXBlock (Front end tools for training artifacts prep when using
trianing apis)

### Motivation and Context
Intention is to simply the options for building training enabled builds.
This is part of the larger work item to create dedicated build for
learning on the edge scenarios with just training apis enabled.
2023-01-03 13:28:16 -08:00
RandySheriffH
587e891cae
CloudEP (#13855)
Implement CloudEP for hybrid inferencing.
The PR introduces zero new API, customers could configure session and
run options to do inferencing with Azure [triton
endpoint.](https://learn.microsoft.com/en-us/azure/machine-learning/how-to-deploy-with-triton?tabs=azure-cli%2Cendpoint)
Sample configuration in python be like:

```
sess_opt.add_session_config_entry('cloud.endpoint_type', 'triton');
sess_opt.add_session_config_entry('cloud.uri', 'https://cloud.com');
sess_opt.add_session_config_entry('cloud.model_name', 'detection2');
sess_opt.add_session_config_entry('cloud.model_version', '7'); // optional, default 1
sess_opt.add_session_config_entry('cloud.verbose', '1'); // optional, default '0', meaning no verbose
...
run_opt.add_run_config_entry('use_cloud', '1') # 0 for local inferencing, 1 for cloud endpoint.
run_opt.add_run_config_entry('cloud.auth_key', '...')
...
sess.run(None, {'input':input_}, run_opt)
```

Co-authored-by: Randy Shuai <rashuai@microsoft.com>
2023-01-03 10:03:15 -08:00
Baiju Meswani
b85878953f
Fix nightly ort training ci pipeline (#14007) 2022-12-30 12:28:57 -08:00
PeixuanZuo
b5fd2a6a80
[ROCm] Add ROCm5.4 to python package pipeline (#14012)
Add ROCm5.4 to python package pipeline.
The download link of ROCm5.4 nightly build whl is
https://download.onnxruntime.ai/onnxruntime_nightly_rocm54.html
The download linkd of ROCm5.4 nightly build whl with profiling is
https://download.onnxruntime.ai/onnxruntime_nightly_rocm54.profiling.html

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2022-12-22 10:01:40 +08:00
PeixuanZuo
ab2dd8dfaf
[ROCm] Update ROCm and MigraphX CI to ROCm5.4 (#14011)
Update ROCm and MigraphX CI to ROCm5.4
Run ortmodule_test with ROCm5.4 and all
passed(https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=824742&view=logs&j=8292f886-7946-5da9-7977-04484c342eda&t=5de68eaa-cbdc-5be5-13d0-bb946f4ddb2d).

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2022-12-22 10:01:05 +08:00
Changming Sun
fc2a6db573
Update absl to the latest release (#13990)
### Description
Update absl to a new version

### Motivation and Context
The new version contains fixes that are needed for Nvidia GPU build.
Once we update it to that version, we don't need to maintain our private
patches for Nvidia GPU build.
2022-12-19 14:25:13 -08:00
Yulong Wang
cc0a6213e4
[js] update versions of a few build dependencies (#13977)
### Description
update versions of a few build dependencies for onnxruntime NPM
packages.

update nodejs version to v16.x in linux CI. v12 is too out-of-dated. see
[nodejs release
schedule](https://github.com/nodejs/release#release-schedule)

### Motivation and Context
- upgrade to latest webpack allows using of latest Node.js LTS version.
previous version of webpack does not work on Node.js v18 and it is fixed
in latest version
- upgrade to latest typescript, ts-loader and other dev deps to
accelerate the build and bundling.
- upgrade also helps to resolve security warnings that may be vulnerable
in out-of-dated version
2022-12-16 17:26:54 -08:00
Chi Lo
ba89cae3bd
Update package pipelines to support TRT 8.5 (#13998)
Update following package pipelines to support TRT 8.5 after
https://github.com/microsoft/onnxruntime/pull/13867:

- [Linux Multi GPU TensorRT CI
Pipeline](https://aiinfra.visualstudio.com/Lotus/_build?definitionId=1016&_a=summary)
- [Python packaging
pipeline](https://aiinfra.visualstudio.com/Lotus/_build?definitionId=841&_a=summary)
-
[build-perf-test-binaries](https://aiinfra.visualstudio.com/Lotus/_build?definitionId=1130&_a=summary)
-
[Linux-GPU-EP-Perf](https://aiinfra.visualstudio.com/Lotus/_build?definitionId=841&_a=summary)
2022-12-16 15:01:50 -08:00
Yi Zhang
aa9fbed3d4
Add compilation cache for Linux GPU (#13995)
### Description
<!-- Describe your changes. -->



### 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. -->
2022-12-16 16:38:12 +08:00
Yi Zhang
7d20d889d1
Use cache for compilation in container (#13960)
### Description
For compilation in container,  ADO Cache task doesn't work directly.
The workaround is to mount the cache directory to the container, and let
CCache in container to read/write cache data.
In short, we just leverage ADO API to download/upload cache data.

The Post-jobs works in stack-mode, So the PostBuildCleanUp Tasks should
be defined first.
Thus, The PostBuildCleanUp would be executed lastly.
Else, Cache Task would fail to upload cache because the Agent Directory
is cleaned.
2022-12-16 07:19:07 +08:00
Changming Sun
a9b1fb032b
FIX: macOS CI pipeline doesn't run tests (#13970)
### Description
Fix a problem: macOS CI pipeline doesn't run tests. It is due a code
refactoring I recently made.

### Motivation and Context
Add the tests back.
2022-12-14 18:39:31 -08:00
Chi Lo
5b492cbae3
[TensorRT EP] support TensorRT 8.5 (#13867)
Integrate TensorRT 8.5

- Update TensorRT EP to support TensorRT 8.5
- Update relevant CI pipelines
- Disable known non-supported ops for TensorRT
- Make timeout configurable.
We observe more than [20
hours](https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=256729&view=logs&j=71ce39d8-054f-502a-dcd0-e89fa9931f40)
of running unit tests with TensorRT 8.5 in package pipelines. Because we
can't use placeholder to significantly reduce testing time (c-api
application test will deadlock) in package pipelines, we only run
subsets of model tests and unit tests that are related to TRT (add new
build flag--test_all_timeout and set it to 72000 seconds by package
pipelines). Just to remember, we still run all the tests in TensorRT CI
pipelines to have full test coverage.

- include https://github.com/microsoft/onnxruntime/pull/13918 to fix
onnx-tensorrt compile error.

Co-authored-by: George Wu <jywu@microsoft.com>
2022-12-14 13:06:03 -08:00
Yi Zhang
7894d44d2d
Improve MacOS Cache Code (#13958)
### Description
Update cache key to make cache could be updated.
2022-12-14 20:47:09 +08:00
Edward Chen
b4dd5dda12
Revert "Update protobuf version to 3.18.3 in tools/ci_build/github/linux/docker/scripts/requirements.txt." (#13963)
Reverts microsoft/onnxruntime#13922
2022-12-13 18:15:06 -08:00
Edward Chen
b23395f977
Update protobuf version to 3.18.3 in tools/ci_build/github/linux/docker/scripts/requirements.txt. (#13922)
### Description
<!-- Describe your changes. -->

Update protobuf version to 3.18.3 in
tools/ci_build/github/linux/docker/scripts/requirements.txt.

### Motivation and Context

Address component governance alert CVE-2022-1941
2022-12-12 12:38:27 -08:00
Yi Zhang
2cb12caf93
Output cache stats (#13937)
### Description
Output cache stats
2022-12-12 15:22:13 +08:00
Changming Sun
89812a623e
Add two daily build jobs to validate some extra build configs (#13921)
### Description
Add two daily build jobs to validate some extra build configs


### Motivation and Context

To catch issues like: #13893
2022-12-10 09:15:14 -08:00
Adrian Lizarraga
db9c677b63
[EP Perf Dashboard] Add TensorRT 8.5.1.1 dockerfile (#13843)
### Description
- Adds a dockerfile for Ubuntu with TensorRT 8.5.1.1.
- Adds option to run EP Perf pipeline with TensorRT 8.5

### Motivation and Context
Necessary to benchmark models with TensorRT 8.5
2022-12-09 14:33:52 -08:00
shalvamist
d22be84add
Pin packaging to version 21.3 to address training pipeline failures 2022-12-09 09:05:55 -08:00
Changming Sun
81c2defd3b
Remove unused git submodules (#13830) 2022-12-07 21:59:16 -08:00
PeixuanZuo
7694b695a9
[ROCm] Simplify ROCm manylinux dockerfile (#13873)
### Description
<!-- Describe your changes. -->

1. Remove ROCm5.3 pipeline because it has rocblas bug, we don't need it.
2. We removed the dependency on centos docker image provided by
AMD(https://hub.docker.com/r/rocm/dev-centos-7) and build ROCm centos
base image by ourselves. The reference
dockerfile(https://github.com/RadeonOpenCompute/ROCm-docker/blob/master/dev/Dockerfile-centos-7)
is very redundant for our need. We simplified the ROCm manylinux
dockerfile.
3. Different versions of rocm use the same dockerfile
`Dockerfile.manylinux2014_rocm`.

### 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. -->

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2022-12-08 09:18:27 +08:00
Edward Chen
a64ddb36d0
Always build with XNNPACK EP in iOS CI build. (#13850)
Always build with XNNPACK EP in iOS CI build.
Combine builds for CPU, CoreML, and XNNPACK EPs due to limited build agent resources.
2022-12-07 16:08:34 -08:00
Changming Sun
d12521d7b2
Upgrade pybind11 (#13853)
Upgrade pybind11 to include the fix for #9735
2022-12-06 15:39:23 -08:00
Yi Zhang
78d18fbf34
Use CacheTask to Accelerate MacOS build (#13859)
### Description
Use CCache and ADO CacheTask to Accelerate MacOS build.
ref:
https://learn.microsoft.com/en-us/azure/devops/pipelines/release/caching?view=azure-devops

### Motivation and Context
The MacOS CI duration could be reduced from more than **70minutes** to
**10 minutes**

https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=824912&view=results
2022-12-07 07:14:40 +08:00
Ashwini Khade
65201e47bf
Enable nuget packages for on device training (#13637)
### Description
This PR enables building nuget packages locally for on device training
using --build_nuget arg.
This PR also enables the C# bindings by default in the managed package.
If a user triggers any training apis when the native binary is not built
for training, an exception with message "Training is disabled in the
current build. Please build ONNXRuntime from source with the build flags
enable_training and enable_training_on_device. " is thrown.

Build command for creating nuget packes for on device training:
build.bat --enable_training --enable_training_on_device --build_nuget 

2 Nuget packages are built
1. Microsoft.ML.OnnxRuntime.Managed
2. Microsoft.ML.OnnxRuntime.Training OR
Microsoft.ML.OnnxRuntime.Training.Gpu



### 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. -->
2022-12-05 14:54:09 -08:00
Changming Sun
04900f96c1
Improve dependency management (#13523)
## Description
1. Convert some git submodules to cmake external projects
2. Update nsync from
[1.23.0](https://github.com/google/nsync/releases/tag/1.23.0) to
[1.25.0](https://github.com/google/nsync/releases/tag/1.25.0)
3. Update re2 from 2021-06-01 to 2022-06-01
4. Update wil from an old commit to 1.0.220914.1 tag
5. Update gtest to a newer commit so that it can optionally leverage
absl/re2 for parsing command line flags.

The following git submodules are deleted:

1. FP16
2. safeint
3. XNNPACK
4. cxxopts
5. dlpack
7. flatbuffers
8. googlebenchmark
9. json
10. mimalloc
11. mp11
12. pthreadpool

More will come.

## Motivation and Context
There are 3 ways of integrating 3rd party C/C++ libraries into ONNX
Runtime:
1. Install them to a system location, then use cmake's find_package
module to locate them.
2.  Use git submodules 
6.  Use cmake's external projects(externalproject_add). 

At first when this project was just started, we considered both option 2
and option 3. We preferred option 2 because:

1. It's easier to handle authentication. At first this project was not
open source, and it had some other non-public dependencies. If we use
git submodule, ADO will handle authentication smoothly. Otherwise we
need to manually pass tokens around and be very careful on not exposing
them in build logs.
2. At that time, cmake fetched dependencies after "cmake" finished
generating vcprojects/makefiles. So it was very difficult to make cflags
consistent. Since cmake 3.11, it has a new command: FetchContent, which
fetches dependencies when it generates vcprojects/makefiles just before
add_subdirectories, so the parent project's variables/settings can be
easily passed to the child projects.

And when the project went on,  we had some new concerns:
1. As we started to have more and more EPs and build configs, the number
of submodules grew quickly. For more developers, most ORT submodules are
not relevant to them. They shouldn't need to download all of them.
2. It is impossible to let two different build configs use two different
versions of the same dependency. For example, right now we have protobuf
3.18.3 in the submodules. Then every EP must use the same version.
Whenever we have a need to upgrade protobuf, we need to coordinate
across the whole team and many external developers. I can't manage it
anymore.
3. Some projects want to manage the dependencies in a different way,
either because of their preference or because of compliance
requirements. For example, some Microsoft teams want to use vcpkg, but
we don't want to force every user of onnxruntime using vcpkg.
7. Someone wants to dynamically link to protobuf, but our build script
only does static link.
8. Hard to handle security vulnerabilities. For example, whenever
protobuf has a security patch, we have a lot of things to do. But if we
allowed people to build ORT with a different version of protobuf without
changing ORT"s source code, the customer who build ORT from source will
be able to act on such things in a quicker way. They will not need to
wait ORT having a patch release.
9. Every time we do a release, github will also publish a source file
zip file and a source file tarball for us. But they are not usable,
because they miss submodules.
 
### New features

After this change, users will be able to:
1. Build the dependencies in the way they want, then install them to
somewhere(for example, /usr or a temp folder).
2. Or download the dependencies by using cmake commands from these
dependencies official website
3. Similar to the above, but use your private mirrors to migrate supply
chain risks.
4. Use different versions of the dependencies, as long as our source
code is compatible with them. For example, you may use you can't use
protobuf 3.20.x as they need code changes in ONNX Runtime.
6.  Only download the things the current build needs.
10. Avoid building external dependencies again and again in every build.

### Breaking change
The onnxruntime_PREFER_SYSTEM_LIB build option is removed you could think from now 
it is default ON. If you don't like the new behavior, you can set FETCHCONTENT_TRY_FIND_PACKAGE_MODE to NEVER.
Besides, for who relied on the onnxruntime_PREFER_SYSTEM_LIB build
option, please be aware that this PR will change find_package calls from
Module mode to Config mode. For example, in the past if you have
installed protobuf from apt-get from ubuntu 20.04's official repo,
find_package can find it and use it. But after this PR, it won't. This
is because that protobuf version provided by Ubuntu 20.04 is too old to
support the "config mode". It can be resolved by getting a newer version
of protobuf from somewhere.
2022-12-01 09:51:59 -08:00
Changming Sun
29ed8811e5
Move C/C++ deps' URLs to deps.txt (#13769)
### Description
1. Move C/C++ deps' URLs to deps.txt, and download the dependencies from
Azure Devops Artifacts instead of github.
2. Add "EXCLUDE_FROM_ALL" keyword to the cmake external projects, so
that we only build the parts we need and avoid installing the 3rd-party
dependencies when people run `make install` in ORT's build directory.
However, at this moment cmake itself doesn't have the feature. So I
copied their code to cmake/external/helper_functions.cmake and modified
it.

This PR is split from #13523, to make that one smaller. 

### Motivation and Context
1. Secure the supply chain
2. Make it be possible to automatically detect if ORT has an old
dependency that hasn't been updated from a long time.
2022-11-29 18:06:35 -08:00
Chi Lo
0327606d2d
Revert TRT EP Linux CI to run unit tests in container (#13766)
Revert TRT EP Linux CI to old behavior that code build and unit tests
are both executing in container. So that we don't have to update the VM
image for native Ubuntu to include latest TRT libraries every time newer
version of TRT is introduced.
2022-11-29 13:15:27 -08:00
Guenther Schmuelling
2d523c507e
for wasm catch exceptions at top level api (#13644)
fix for https://github.com/microsoft/onnxruntime/issues/13383,
https://github.com/microsoft/onnxruntime/issues/13408

Currently ort-web doesn't catch exceptions because turning on exception
catching increases the binary size by 3MB (~30%).
But ort can throw (ie onnx errors or ORT_ENFORCE) and there is no
useable error message.

Turning on exception catching just for top level api released file will
fix the error messages at minimal increase of binary size.
2022-11-28 10:24:34 -08:00
Changming Sun
87e6a26c5d
Enforce Prefast check in Windows CPU CI pipeline (#13735)
Right now we fix the warnings in an ad-hoc way. We run static analysis
in nightly builds, then create work items for the finding it found. Our
CI build pipelines run the same scan but do not break the build. So,
this PR will fix the remaining findings in the CPU EP(including the
training part) and enforce the check. Later on we can continue to expand
the scope.

We still have some warnings left in the JNI part. I will try to address
them later in the next month.
2022-11-23 09:25:02 -08:00
Changming Sun
67e46a873a
Add '-DCMAKE_OSX_ARCHITECTURES=x86_64;arm64' when build protobuf from source on MacOS (#13720)
### Description
Add '-DCMAKE_OSX_ARCHITECTURES=x86_64;arm64' when build protobuf from
source on MacOS. Because later on we will the built library with the
other parts of onnxruntime to generate libonnxruntime.dylib, and if the
target CPU ARCH of libonnxruntime.dylib is not x86_64, it will fail.

### Motivation and Context
To fix a packaging pipeline failure, which was introduced from #13694
2022-11-21 21:59:34 -08:00
PeixuanZuo
da2bd3ad4d
[ROCm] Build ROCm CI with Release config and enable kernel explorer test (#13687)
### Description
<!-- Describe your changes. -->
1. Build ROCm CI with Release config to save time.
2. use 32 threads to build, we have 256 threads on new CI machine.
3. enable ROCm kernel explorer test.


### 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. -->

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2022-11-21 10:04:10 +08:00
Edward Chen
4901987d1d
Remove SafeInt dependency from Objective-C API. (#13698) 2022-11-18 17:06:12 -08:00
Changming Sun
3e9e5e9d6d
Patch Protobuf and ONNX's cmake files and enforce BinSkim check (#13694)
Patch Protobuf and ONNX's cmake files and enforce BinSkim check.

This PR has overlap with #13523 . I would prefer to get this one merged
first so that we can finished the BinSkim work, and I try to make this
PR as small as possible.
2022-11-18 10:09:47 -08:00
Adrian Lizarraga
abfdb63e31
Update protobuf-java to version 3.21.7 (#13630)
### Description
Update protobuf-java to version 3.21.7. This change only impact tests.

### Motivation and Context
The current version exhibits CVE-2022-3509
2022-11-17 15:04:42 -08:00
PeixuanZuo
a50877ac99
[ROCm] Add ROCm5.3.2 to python package pipeline (#13664)
### Description
<!-- Describe your changes. -->

Add ROCm5.3.2 to python package pipeline 

we build rocm/dev-centos-7:x.x.x stage by ourselves to avoid dependence
on AMD's release.

### 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. -->

Co-authored-by: peixuanzuo <peixuanzuo@linmif39a000004.zvflicr54joexhdgnhvmxrxygg.phxx.internal.cloudapp.net>
2022-11-17 16:10:49 +08:00
Yi Zhang
116079749e
Fix Mac CI in Packaging pipeline (#13671)
### Description
<!-- Describe your changes. -->
The default python upgrades to 3.11 in Mac, but 3.11 hasn't been
supported yet.
So Use python3.8 instead.

### 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. -->
Fix MacOS CI in Zip-Nuget-Java-Nodejs Packaging Pipeline


### Test Run

https://dev.azure.com/aiinfra/Lotus/_build/results?buildId=249020&view=logs&j=ded01483-6627-58ac-64dc-d4a232827e5d
2022-11-17 08:12:30 +08:00
Changming Sun
ad31ac466b
Delete cpu-esrp-pipeline.yml (#13623)
The content has been moved to "Zip-Nuget-Java-Nodejs Packaging
Pipeline".
2022-11-14 19:00:40 -08:00
Changming Sun
86968d1351
Merge win-gpu-ci.yml and win-cpu-ci.yml (#13597) 2022-11-09 11:32:39 -08:00
Changming Sun
123e1eac01
Remove torch and valgrind from inference pipelines (#13568)
Pytorch was added to inference pipelines in PR #8027. But, actually
these pipelines do not use PyTorch. PyTorch is huge, here we need to
install it for 4 different Python versions. If we remove PyTorch, we
will significantly reduce the image size. And, now downloading a pytorch
package often takes more than 1 hour. If we do it 4 times, it may take 4
hours.

Valgrind was added by me long time back, and it was not used too. Now we
run Linux tests outside of docker containers. So, when we have the need,
we could install it through apt-get on Ubuntu instead of doing it in the
CentOS container.
2022-11-08 14:51:02 -08:00
Edward Chen
9e65f3bfdb
Replace deprecated Python dependency sklearn with scikit-learn. (#13585) 2022-11-08 09:08:29 -08:00
Changming Sun
6201593f24
Remove the dependency on CentOS EPEL (#13567)
### Description

The yum repo is called: ["Extra Packages for Enterprise Linux
(EPEL)"](https://docs.fedoraproject.org/en-US/epel/#what_is_extra_packages_for_enterprise_linux_or_epel)
. It is provided by Fedora community for RHEL/CentOS/... Linux distros.
However, we do not really need it.

### Motivation and Context

To minimize the number of dependencies. And the command "yum install -y
https://dl.fedoraproject.org/pub/epel/epel-release-latest-7.noarch.rpm"
often fails because the website is often not responding,
2022-11-06 21:28:16 -08:00