Tensorify compute on Python scalars #130228
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/130228
Note: Links to docs will display an error until the docs builds have been completed. ❌ 5 New Failures, 106 PendingAs of commit 4c94d22 with merge base 13bae39 ( NEW FAILURES - The following jobs have failed:
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Signed-off-by: Edward Z. Yang <[email protected]> ghstack-source-id: 8a548f1 Pull Request resolved: #130228
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I think I have to fix PythonReferenceAnalysis traceability first before I can do this though |
ezyang
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Signed-off-by: Edward Z. Yang <[email protected]> ghstack-source-id: 7d013be Pull Request resolved: #130228
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Signed-off-by: Edward Z. Yang <[email protected]> ghstack-source-id: 846ec79 Pull Request resolved: #130228
This was referenced Sep 11, 2024
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Split out and modified from #130228. There were a bunch of subtle bugs eg. sometimes we need to use torch.ops.aten.{operator}.Tensor vs other times using torch.ops.aten.{operator}.default. Or in the case of pow we need to use Tensor_Tensor. I figured it'd be easier to split out adding TensorReferenceAnalysis and add some tests and do the actual integration in a separate diff. [ghstack-poisoned]
bobrenjc93
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Sep 13, 2024
Split out and modified from #130228. There were a bunch of subtle bugs eg. sometimes we need to use torch.ops.aten.{operator}.Tensor vs other times using torch.ops.aten.{operator}.default. Or in the case of pow we need to use Tensor_Tensor. I figured it'd be easier to split out adding TensorReferenceAnalysis and add some tests and do the actual integration in a separate diff. [ghstack-poisoned]
bobrenjc93
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this pull request
Sep 13, 2024
Split out and modified from #130228. There were a bunch of subtle bugs eg. sometimes we need to use torch.ops.aten.{operator}.Tensor vs other times using torch.ops.aten.{operator}.default. Or in the case of pow we need to use Tensor_Tensor. I figured it'd be easier to split out adding TensorReferenceAnalysis and add some tests and do the actual integration in a separate diff. [ghstack-poisoned]
bobrenjc93
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Sep 13, 2024
Split out and modified from #130228. There were a bunch of subtle bugs eg. sometimes we need to use torch.ops.aten.{operator}.Tensor vs other times using torch.ops.aten.{operator}.default. Or in the case of pow we need to use Tensor_Tensor. I figured it'd be easier to split out adding TensorReferenceAnalysis and add some tests and do the actual integration in a separate diff. [ghstack-poisoned]
bobrenjc93
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this pull request
Sep 13, 2024
Split out and modified from #130228. There were a bunch of subtle bugs eg. sometimes we need to use torch.ops.aten.{operator}.Tensor vs other times using torch.ops.aten.{operator}.default. Or in the case of pow we need to use Tensor_Tensor. I figured it'd be easier to split out adding TensorReferenceAnalysis and add some tests and do the actual integration in a separate diff. [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 29, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Sep 30, 2024
Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
bobrenjc93
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang rec [ghstack-poisoned]
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Signed-off-by: Bob Ren <bobrenfb.com> Comandeered from #130228 as I'm helping @ezyang w/ shipping dynamic float arguments in PT2. This starts with supporting torch.ops.aten.mul. I'll stack on top support for other operators in subsequent PRs to keep this scoped to the mechanics of the fx pass. Pull Request resolved: #136674 Approved by: https://github.com/ezyang
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Stack from ghstack (oldest at bottom):
Signed-off-by: Edward Z. Yang [email protected]
cc @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10 @voznesenskym @penguinwu @EikanWang @Guobing-Chen @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang @rec @peterbell10