[Inductor][CPP] Enable Quantized Linear GEMM Template with Binary Fusion #129103
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This was referenced Jun 20, 2024
🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/129103
Note: Links to docs will display an error until the docs builds have been completed. ✅ You can merge normally! (3 Unrelated Failures)As of commit 4f24cf8 with merge base dabaebd ( FLAKY - The following jobs failed but were likely due to flakiness present on trunk:
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leslie-fang-intel
added
ciflow/trunk
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
…Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
leslie-fang-intel
changed the title
jgong5
requested changes
Jun 21, 2024
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
jgong5
requested changes
Jun 25, 2024
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
jgong5
reviewed
Jun 25, 2024
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
jgong5
approved these changes
Jun 26, 2024
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
… Binary Fusion" **Summary** Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion. - Activation dtype: uint8 - Weight dtype: int8 - Output dtype: float32/bfloat16/uint8 - Post Op Fusion: with binary and optional[Unary] post operator fusion **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_with_pointwise_binary ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [ ] AMX int8 MicroGEMM Kernel cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang [ghstack-poisoned]
jansel
approved these changes
Jun 28, 2024
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pytorchmergebot
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Jul 2, 2024
**Summary** Add the AMX micro gemm kernel with int8 data type. **Test Plan** ``` clear && python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear_amx ``` **Next Step** - [✓] Unary post op fusion - [✓] Int8 output - [✓] Binary Fusion - [✓] AMX int8 MicroGEMM Kernel Pull Request resolved: #129220 Approved by: https://github.com/jgong5 ghstack dependencies: #128825, #129048, #129049, #129103
pytorchmergebot
pushed a commit
that referenced
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Jul 2, 2024
…129221) **Summary** This PR mainly refactor 2 things: 1. Passing in weight's data type explicitly in `create_micro_gemm` as `input2.dtype`. When registering `CppMicroGemmConfig`, we will reuse `input.dtype` if `input2.dtype` is not explicitly registered. 2. Add an util function to get the output data type and compute data type from input data type. Pull Request resolved: #129221 Approved by: https://github.com/jgong5, https://github.com/jansel ghstack dependencies: #128825, #129048, #129049, #129103, #129220
pytorchmergebot
pushed a commit
that referenced
this pull request
Jul 2, 2024
… template (#129470) **Summary** Remove redundant INT8-specific logic in the INT8 GEMM template to unify the code structure with FP32/BF16/FP16 GEMM Template. **Test Plan** ``` numactl -C 56-111 -m 1 python -u -m pytest -s -v test/inductor/test_cpu_select_algorithm.py -k test_quantized_linear ``` Pull Request resolved: #129470 Approved by: https://github.com/jgong5 ghstack dependencies: #128825, #129048, #129049, #129103, #129220, #129221
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Stack from ghstack (oldest at bottom):
Summary
Based on previous PR, add the config to support quantized linear binary - optional(unary) post op fusion.
Test Plan
Next Step
cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @peterbell10 @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang