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Freeze fuse two mms #111232

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Freeze fuse two mms #111232

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eellison
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@eellison eellison commented Oct 13, 2023

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Improves llama_v2 perf locally from 1.48x -> 1.55x.

A good future rewrite would be to unify the freezing batching with the other batching rules that @yanboliang & co were working on. I want to wait for the forthcoming pre-dispatch changes to settle down first.

cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @Xia-Weiwen @wenzhe-nrv @jiayisunx @peterbell10 @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @aakhundov @ColinPeppler

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/111232

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✅ You can merge normally! (3 Unrelated Failures)

As of commit 0d8a9d4 with merge base 543a763 (image):

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Improves llama_v2 perf locally from 1.48x -> 1.55x. 

A good future rewrite would be to unify the freezing batching with the other batching rules that yanboliang & co were working on. I want to wait for the forthcoming pre-dispatch changes to settle down first.

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng Xia-Weiwen wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 aakhundov ColinPeppler

[ghstack-poisoned]
Improves llama_v2 perf locally from 1.48x -> 1.55x. 

A good future rewrite would be to unify the freezing batching with the other batching rules that yanboliang & co were working on. I want to wait for the forthcoming pre-dispatch changes to settle down first.

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng Xia-Weiwen wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 aakhundov ColinPeppler

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Chillee commented Oct 13, 2023

batching rules you say??

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To be more clear, this batches horizontal mms that share a single input where the other inputs are parameters, and constant folds the concat of the params in freezing.

Comment on lines +181 to +182
self.t1 = torch.nn.Parameter(torch.rand(10, 10))
self.t2 = torch.nn.Parameter(torch.rand(10, 10))
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Can you add a test where the sizes of t1/t2 aren't the same?

Improves llama_v2 perf locally from 1.48x -> 1.55x. 

A good future rewrite would be to unify the freezing batching with the other batching rules that yanboliang & co were working on. I want to wait for the forthcoming pre-dispatch changes to settle down first.

cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng Xia-Weiwen wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 aakhundov ColinPeppler

[ghstack-poisoned]
@eellison eellison added ciflow/trunk Trigger trunk jobs on your pull request topic: not user facing topic category labels Oct 19, 2023
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@pytorchbot merge

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DacinTitus pushed a commit to DacinTitus/PyTorch that referenced this pull request Nov 4, 2023
ghstack-source-id: e2f6c418861608b399ca08733dec4e1c38e79ba1
Pull Request resolved: pytorch/pytorch#111232
xuhancn pushed a commit to xuhancn/pytorch that referenced this pull request Nov 7, 2023
Improves llama_v2 perf locally from 1.48x -> 1.55x.

A good future rewrite would be to unify the freezing batching with the other batching rules that @yanboliang & co were working on. I want to wait for the forthcoming pre-dispatch changes to settle down first.

Pull Request resolved: pytorch#111232
Approved by: https://github.com/Chillee
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4 participants