[CPU] Block-wise QMoE kernel for CPU #26009
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| expert_out = expert_layer(token_vec) | ||
| contrib = expert_out[0, k].item() * topk_soft[0, idx_e].item() | ||
| print(f"Expert {e} contrib at hidden {k}: {contrib}") | ||
| except Exception as _: |
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tianleiwu
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Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
reviewed
Sep 12, 2025
tianleiwu
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Sep 12, 2025
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All the comments and improvements addressed in this PR: #26048 |
snnn
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Sep 15, 2025
This PR adds block-wise quant kernel for QMoE CPU
adrianlizarraga
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Sep 24, 2025
This PR adds block-wise quant kernel for QMoE CPU
adrianlizarraga
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Sep 26, 2025
This PR adds block-wise quant kernel for QMoE CPU
snnn
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Sep 27, 2025
### Description Adds the following commits to the `rel-1.23.1` branch for ORT 1.23.1: - add session_id_ to LogEvaluationStart/Stop, LogSessionCreationStart - main merge date: July 31, 1:05am - pr: #25590 - commit: e753643 - [build] fix WebAssembly build on macOS/arm64 - main merge date: Aug 5, 8:07am - pr: #25653 - commit: 53f152b - [CPU] MoE Kernel (#25958) - main merge date: Sept 10, 4:54pm - pr: #25958 - commit: 930e640 - [CPU] Block-wise QMoE kernel for CPU - main merge date: Sept 15, 8:32am - pr: #26009 - commit: 5d17734 - [C#] Implement missing APIs - main merge date: Sept 24, 10:50am - pr: #26101 - commit: 35dcab5 - Regenerate test model with ONNX IR < 12 - main merge date: Sept 24, 2:50pm - pr: #26149 - commit: 88f2652 - [CPU] Fix compilation errors because of unused variables - main merge date: Sept 25, 1:21pm - pr: #26147 - commit: 42fcd71 - [EP ABI] Check if nodes specified in GetCapability() have already been assigned - main merge date: Sept 26, 1:24am - pr: #26156 - commit: 67d3ba0 - [QNN EP] Add dynamic option to set HTP performance mode - main merge date: Sept 26, 11:55am - pr: #26135 - commit: 6cc40fd --------- Co-authored-by: xieofxie <[email protected]> Co-authored-by: hualxie <[email protected]> Co-authored-by: Yulong Wang <[email protected]> Co-authored-by: Akshay Sonawane <[email protected]> Co-authored-by: Dmitri Smirnov <[email protected]> Co-authored-by: Edward Chen <[email protected]> Co-authored-by: quic-tirupath <[email protected]> Co-authored-by: quic-ashwshan <[email protected]>
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This PR has been cherry-picked into the |
TedThemistokleous
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Oct 17, 2025
* ORT 1.23.1 cherrypick 1 [REDO] (microsoft#26140) ### Description Cherry-pick the following PRs into the ORT 1.23.1 branch: - Fix Attention GQA implementation on CPU - **MANUAL MERGE**: see microsoft#26057 - main merge date: Sept 15, 11:33am - pr: microsoft#25966 - commit: d530b29 - Address edge GetMemInfo edge cases - main merge date: Sept 16, 10:32am - pr: microsoft#26021 - commit: d251f3a - Implement new Python APIs - main merge date: Sept 17, 11:44am - pr: microsoft#25999 - commit: abc63e8 - MemcpyFromHost and MemcpyToHost support for plugin EPs - **MERGE CONFLICT** on file onnxruntime/test/optimizer/transpose_optimizer_test.cc. Conflicts with microsoft#25689 - main merge date: Sept 23, 10:42am - pr: microsoft#26088 - commit: 4545732 - [TRT RTX EP] Fix bug for generating the correct subgraph in GetCapability microsoft#26132 - main merge date: Sept 23, 8:54pm - pr: microsoft#26132 - commit: 72e56e7 ### 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: Dmitri Smirnov <[email protected]> Co-authored-by: Edward Chen <[email protected]> Co-authored-by: Chi Lo <[email protected]> * ORT 1.23.1 cherrypick 2 (microsoft#26182) ### Description Adds the following commits to the `rel-1.23.1` branch for ORT 1.23.1: - add session_id_ to LogEvaluationStart/Stop, LogSessionCreationStart - main merge date: July 31, 1:05am - pr: microsoft#25590 - commit: e753643 - [build] fix WebAssembly build on macOS/arm64 - main merge date: Aug 5, 8:07am - pr: microsoft#25653 - commit: 53f152b - [CPU] MoE Kernel (microsoft#25958) - main merge date: Sept 10, 4:54pm - pr: microsoft#25958 - commit: 930e640 - [CPU] Block-wise QMoE kernel for CPU - main merge date: Sept 15, 8:32am - pr: microsoft#26009 - commit: 5d17734 - [C#] Implement missing APIs - main merge date: Sept 24, 10:50am - pr: microsoft#26101 - commit: 35dcab5 - Regenerate test model with ONNX IR < 12 - main merge date: Sept 24, 2:50pm - pr: microsoft#26149 - commit: 88f2652 - [CPU] Fix compilation errors because of unused variables - main merge date: Sept 25, 1:21pm - pr: microsoft#26147 - commit: 42fcd71 - [EP ABI] Check if nodes specified in GetCapability() have already been assigned - main merge date: Sept 26, 1:24am - pr: microsoft#26156 - commit: 67d3ba0 - [QNN EP] Add dynamic option to set HTP performance mode - main merge date: Sept 26, 11:55am - pr: microsoft#26135 - commit: 6cc40fd --------- Co-authored-by: xieofxie <[email protected]> Co-authored-by: hualxie <[email protected]> Co-authored-by: Yulong Wang <[email protected]> Co-authored-by: Akshay Sonawane <[email protected]> Co-authored-by: Dmitri Smirnov <[email protected]> Co-authored-by: Edward Chen <[email protected]> Co-authored-by: quic-tirupath <[email protected]> Co-authored-by: quic-ashwshan <[email protected]> --------- Co-authored-by: Adrian Lizarraga <[email protected]> Co-authored-by: Dmitri Smirnov <[email protected]> Co-authored-by: Edward Chen <[email protected]> Co-authored-by: Chi Lo <[email protected]> Co-authored-by: xieofxie <[email protected]> Co-authored-by: hualxie <[email protected]> Co-authored-by: Yulong Wang <[email protected]> Co-authored-by: Akshay Sonawane <[email protected]> Co-authored-by: quic-tirupath <[email protected]> Co-authored-by: quic-ashwshan <[email protected]>
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This PR adds block-wise quant kernel for QMoE CPU