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Support for Mixed Input TensorOp (#1084)

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* Passing warp-level mixed input F16*(S8/U8) tests

* passing device-level mixed input F16*(S8/U8) tests

* add to profiler - I8 (111 TFLOPs), U (123 TFLOPs)

* fast numeric conversions (I8 = 132 TFLOPs, U8 = 148 TFLOPs)

* Speedup reference compilation (REVERT THIS COMMIT)

* wider_add.u32_packed_sub.f16x2 (I8 = 132TFLOP/s, U8 = 170 TFLOP/s)

* Improve s8->f16 cvt and support bf16*u8 @158 TFLOPs

* BF16 * S8 (142 TFLOPs)

* Handle mixed-input upcast on OperandA (Support [S8|U8]*[F16|BF16]

* rename OpMultiplyAddMixedInput to OpMultiplyAddMixedInputUpcast

* Add device-level test and profiler support for upcast on operand A

* Move shfl before the cvt and reduce #shfls by 1/2

* fix smem_usage calculation for mixed_input types

* uncomment the stuff (getting ready for merge)

* profiler changes and mixed-input reference

* mixed input reference are in a new file

* use platform instead of std

* comments and typo only

* Use CreateGemmOperator and delete CreateMixedInputGemmOperator

* copyright for new files

* rebase follow-up
This commit is contained in:
Manish Gupta
2023-09-27 08:18:30 -07:00
committed by GitHub
parent 5cd735c48e
commit 7d8317a63e
26 changed files with 2064 additions and 13 deletions
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2
tools/library/src/reference/initialize_reference_operations.cu
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@@ -56,6 +56,7 @@ void initialize_gemm_reference_operations_fp8in_bf16out(Manifest &manifest);
void initialize_gemm_reference_operations_fp8in_fp32out(Manifest &manifest);
void initialize_gemm_reference_operations_fp32out(Manifest &manifest);
void initialize_gemm_reference_operations_fp_other(Manifest &manifest);
void initialize_gemm_reference_operations_fp_mixed_input(Manifest &manifest);
void initialize_conv2d_reference_operations(Manifest &manifest);
void initialize_conv3d_reference_operations(Manifest &manifest);
@@ -82,6 +83,7 @@ void initialize_reference_operations(Manifest &manifest) {
initialize_gemm_reference_operations_fp32out(manifest);
initialize_gemm_reference_operations_fp_other(manifest);
initialize_gemm_reference_operations_fp_mixed_input(manifest);
}
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