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ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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raoanag b2768bbf23
Enabling support for QAttention (#18326) 
[Cherry Pick Reviewed]

https://github.com/microsoft/onnxruntime/pull/16837
https://github.com/microsoft/onnxruntime/pull/16851
https://github.com/microsoft/onnxruntime/pull/17947

### Description
Enabling support for `Past`, `Present` and `unidirectional` for
[QAttention](https://github.com/microsoft/onnxruntime/blob/main/docs/ContribOperators.md#com.microsoft.QAttention)
Contrib Op



```
Note: Google Test filter = *QAttention*
[==========] Running 14 tests from 2 test suites.
[----------] Global test environment set-up.
[----------] 1 test from CPU_U8S8_Precision_Tests
[ RUN      ] CPU_U8S8_Precision_Tests.QAttention
[       OK ] CPU_U8S8_Precision_Tests.QAttention (104 ms)
[----------] 1 test from CPU_U8S8_Precision_Tests (105 ms total)

[----------] 13 tests from QAttentionTest
[ RUN      ] QAttentionTest.QAttentionBatch1
[       OK ] QAttentionTest.QAttentionBatch1 (255 ms)
[ RUN      ] QAttentionTest.QAttentionBatch1_Float16
[       OK ] QAttentionTest.QAttentionBatch1_Float16 (0 ms)
[ RUN      ] QAttentionTest.QAttentionBatch2
[       OK ] QAttentionTest.QAttentionBatch2 (201 ms)
[ RUN      ] QAttentionTest.QAttentionMaskPartialSequence
[       OK ] QAttentionTest.QAttentionMaskPartialSequence (197 ms)
[ RUN      ] QAttentionTest.QAttentionMaskExceedSequence
[       OK ] QAttentionTest.QAttentionMaskExceedSequence (192 ms)
[ RUN      ] QAttentionTest.QAttentionNoMaskIndex
[       OK ] QAttentionTest.QAttentionNoMaskIndex (186 ms)
[ RUN      ] QAttentionTest.QAttentionUnidirectional_U8U8
[       OK ] QAttentionTest.QAttentionUnidirectional_U8U8 (9 ms)
[ RUN      ] QAttentionTest.QAttentionUnidirectional_U8S8
[       OK ] QAttentionTest.QAttentionUnidirectional_U8S8 (9 ms)
[ RUN      ] QAttentionTest.QAttentionUnidirectional_CUDA
[       OK ] QAttentionTest.QAttentionUnidirectional_CUDA (0 ms)
[ RUN      ] QAttentionTest.QAttentionPastState_u8u8
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.75743968039751053, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.67312467098236084,
cur_actual[i] evaluates to -0.084315009415149689, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.75743968039751053, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.67312467098236084,
cur_actual[i] evaluates to -0.084315009415149689, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.03001787792891264, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to -0.021467097103595734,
cur_actual[i] evaluates to 0.008550780825316906, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.03001787792891264, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to -0.021467097103595734,
cur_actual[i] evaluates to 0.008550780825316906, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
[  FAILED  ] QAttentionTest.QAttentionPastState_u8u8 (2067 ms)
[ RUN      ] QAttentionTest.QAttentionPastState_u8s8
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.74043640494346619, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.65650326013565063,
cur_actual[i] evaluates to -0.083933144807815552, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.081788420677185059, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 1.0076344013214111,
cur_actual[i] evaluates to 1.0894228219985962, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:965
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.74043640494346619, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.65650326013565063,
cur_actual[i] evaluates to -0.083933144807815552, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.081788420677185059, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 1.0076344013214111,
cur_actual[i] evaluates to 1.0894228219985962, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:965
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.024714200757443905, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to -0.016048312187194824,
cur_actual[i] evaluates to 0.0086658885702490807, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.0092324763536453247, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.24175386130809784,
cur_actual[i] evaluates to 0.25098633766174316, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:979
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.024714200757443905, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to -0.016048312187194824,
cur_actual[i] evaluates to 0.0086658885702490807, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:0
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(268): error: The difference between cur_expected[i] and cur_actual[i] is 0.0092324763536453247, which exceeds *(params.absolute_error), where
cur_expected[i] evaluates to 0.24175386130809784,
cur_actual[i] evaluates to 0.25098633766174316, and
*(params.absolute_error) evaluates to 0.00019999999494757503.
i:979
Google Test trace:
C:\workspace\ORT\onnxruntime\onnxruntime\test\providers\checkers.cc(484): provider type: DmlExecutionProvider
C:\workspace\ORT\onnxruntime\onnxruntime\test/common/random_generator.h(49): ORT test random seed: 2178993560
[  FAILED  ] QAttentionTest.QAttentionPastState_u8s8 (2079 ms)
[ RUN      ] QAttentionTest.QAttentionPrunedModel
[       OK ] QAttentionTest.QAttentionPrunedModel (206 ms)
[ RUN      ] QAttentionTest.SharedPrepackedWeights
[       OK ] QAttentionTest.SharedPrepackedWeights (79 ms)
[----------] 13 tests from QAttentionTest (5492 ms total)

[----------] Global test environment tear-down
[==========] 14 tests from 2 test suites ran. (5600 ms total)
[  PASSED  ] 12 tests.
[  FAILED  ] 2 tests, listed below:
[  FAILED  ] QAttentionTest.QAttentionPastState_u8u8
[  FAILED  ] QAttentionTest.QAttentionPastState_u8s8

 2 FAILED TESTS
memleakdbg:
----- No memory leaks detected -----
```


### 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: Xiang Zhang <xianz@microsoft.com>
2023-11-09 09:16:28 -08:00
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README.md

ONNX Runtime is a cross-platform inference and training machine-learning accelerator.

ONNX Runtime inference can enable faster customer experiences and lower costs, supporting models from deep learning frameworks such as PyTorch and TensorFlow/Keras as well as classical machine learning libraries such as scikit-learn, LightGBM, XGBoost, etc. ONNX Runtime is compatible with different hardware, drivers, and operating systems, and provides optimal performance by leveraging hardware accelerators where applicable alongside graph optimizations and transforms. Learn more →

ONNX Runtime training can accelerate the model training time on multi-node NVIDIA GPUs for transformer models with a one-line addition for existing PyTorch training scripts. Learn more →

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We welcome contributions! Please see the contribution guidelines.

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