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[inductor] [cpp] fix the check of template_buffer_has_other_users if no epilogue_nodes #136518
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🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/136518
Note: Links to docs will display an error until the docs builds have been completed. ✅ No FailuresAs of commit 289f83b with merge base e9bfbf7 ( This comment was automatically generated by Dr. CI and updates every 15 minutes. |
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…no epilogue_nodes (pytorch#136518) The `template_buffer_has_other_users` function checks the case where there're epilogue nodes and the template output has users other than these epilogue nodes. When there's no epilogue nodes, the function could return `False` directly. Pull Request resolved: pytorch#136518 Approved by: https://github.com/leslie-fang-intel, https://github.com/jgong5 ghstack dependencies: pytorch#136418
Fixes the max-autotune failure of `soft_actor_critic` of Torchbench in FP32 single thread dynamic shape case:
```log
File "/home/user/inductor/pytorch/torch/_inductor/codegen/cpp_micro_gemm.py", line 136, in codegen_call
C_ptr = f"&({kernel.index(C, [0, 0])})"
File "/home/user/inductor/pytorch/torch/_inductor/codegen/cpp_template_kernel.py", line 135, in index
else self.args.input(node.get_name())
File "/home/user/inductor/pytorch/torch/_inductor/codegen/common.py", line 1251, in input
assert name not in V.graph.removed_buffers, name
AssertionError: buf_GemmOut
```
The 1st and 2nd linear does not need to use local buffer while the 3rd linear needs to use local buffer.
The 3rd linear which uses local buffer will add its global buffer (named as `buf_GemmOut`) into `V.graph.removed_buffers`.
When scheduling the nodes, the 1st linear (won't use local buffer) will get its output buffer (also named as `buf_GemmOut`) from the input and found that it's in the `V.graph.removed_buffers` and raise AssertionError. The issue is that the output buffer of all these linears are all names with `buf_GemmOut`, which have a conflict.
Rename these buffers by adding the name of the `template_buffer` as the prefix.
Pull Request resolved: #136419
Approved by: https://github.com/leslie-fang-intel, https://github.com/jgong5
ghstack dependencies: #136418, #136518
Stack from ghstack (oldest at bottom):
The
template_buffer_has_other_usersfunction checks the case where there're epilogue nodes and the template output has users other than these epilogue nodes. When there's no epilogue nodes, the function could returnFalsedirectly.cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang