[inductor][addmm] incorporate into new get_mm_configs properly #161534
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\# why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic \# what - expand KernelInputs to also store views of specific nodes, by names - use that view (inp, the unexpanded version) in the heuristics to adjust it depending on whether we're in max-autotune or not \# testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` [ghstack-poisoned]
This was referenced Aug 26, 2025
This was referenced Aug 26, 2025
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…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - remove the view from inp_expanded when running not in max-autotune # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
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…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
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…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
jansel
approved these changes
Sep 9, 2025
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
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…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
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…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
coconutruben
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Sep 13, 2025
\# why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic \# what - remove the view from inp when not in max-autotune for addmm aten \# testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` ghstack-source-id: 4399549 Pull Request resolved: #161534
…erly" # why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic # what - pass unexpanded bias (inp) - let template (heuristics) that it to be expanded (ATen in not max-autotune, Triton always) expand it # testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov Differential Revision: [D81520581](https://our.internmc.facebook.com/intern/diff/D81520581) [ghstack-poisoned]
coconutruben
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Sep 13, 2025
\# why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic \# what - remove the view from inp when not in max-autotune for addmm aten \# testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` ghstack-source-id: 208c906 Pull Request resolved: #161534
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Khanaksahu
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Nov 17, 2025
\# why - addmm aten running with an expanded version of bias vs the regular bias sometimes causes numerics differences - to avoid this for now, we make addmm aten use inp vs inp_expanded depending on if we're in max-autotune or not, matching the previous logic \# what - expand KernelInputs to also store views of specific nodes, by names - use that view (inp, the unexpanded version) in the heuristics to adjust it depending on whether we're in max-autotune or not \# testing ``` python3 -bb -m pytest test/inductor/test_aot_inductor.py::AOTInductorTestABICompatibleCpu::test_aoti_debug_printer_codegen_cpu ``` ghstack-source-id: 1182f39 Pull Request resolved: pytorch/pytorch#161534
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Stack from ghstack (oldest at bottom):
why
bias sometimes causes numerics differences
depending on if we're in max-autotune or not, matching the previous
logic
what
testing
cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @kadeng @muchulee8 @amjames @chauhang @aakhundov @jataylo @chenyang78
Differential Revision: D81520581