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[Quant][Inductor][X86] add fusion pass for linear_dynamic_fp16 with relu by Xia-Weiwen · Pull Request #141556 · pytorch/pytorch · GitHub
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[Quant][Inductor][X86] add fusion pass for linear_dynamic_fp16 with relu #141556
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/141556
Note: Links to docs will display an error until the docs builds have been completed. ✅ You can merge normally! (2 Unrelated Failures)As of commit 974bb79 with merge base 795f28a ( FLAKY - The following jobs failed but were likely due to flakiness present on trunk:
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…elu (pytorch#141556) **Description** Fuse and prepack weight for `linear_dynamic_fp16` with post op relu. In Inductor, the pattern we see is ``` fp32 activation | (reshape) | mm/addmm <- t <- to_fp32 <- tp_fp16 <- weight | (reshape) <- relu ``` Or ``` fp32 activation | expand | bmm <- expand <- t <- to_fp32 <- tp_fp16 <- weight | (add) <- relu ``` The second pattern is for x.ndim > 2 and x is not contiguous. The first pattern is for other cases. Fuse the pattern with weight prepack, and we get ``` fp32 activation | onednn.linear_relu_dynamic_fp16 <- onednn.linear_prepack_fp16 <- weight ``` After freezing, the prepack op is gone. **Test plan** ``` python test/inductor/test_mkldnn_pattern_matcher.py -k test_linear_relu_dynamic_fp16 ``` Pull Request resolved: pytorch#141556 Approved by: https://github.com/jgong5, https://github.com/jerryzh168 ghstack dependencies: pytorch#141549
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Stack from ghstack (oldest at bottom):
Description
Fuse and prepack weight for
linear_dynamic_fp16with post op relu. In Inductor, the pattern we see isOr
The second pattern is for x.ndim > 2 and x is not contiguous. The first pattern is for other cases.
Fuse the pattern with weight prepack, and we get
After freezing, the prepack op is gone.
Test plan
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 @aakhundov