The next step for the avx512 dgemm code is adding a 16x8 kernel.
In the 8x8 kernel, each FMA has a matching load (the broadcast);
in the 16x8 kernel we can reuse this load for 2 FMAs, which
in turn reduces pressure on the load ports of the CPU and gives
a nice performance boost (in the 25% range).
This patch adds dgemm_kernel_4x8_skylakex.c which is
* dgemm_kernel_4x8_haswell.s converted to C + intrinsics
* 8x8 support added
* 8x8 kernel implemented using AVX512
Performance is a work in progress, but already shows a 10% - 20%
increase for a wide range of matrix sizes.
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
written in C intrinsics for best readability.
(the same C code works for Haswell as well)
For logistical reasons the code falls back to the existing
haswell AVX2 implementation if the GCC or LLVM compiler is not new enough
* Return a somewhat sane default value for L2 cache size if cpuid returned something unexpected
Fixes#1610, the KVM hypervisor on Google Chromebooks returning zero for CPUID 0x80000006, causing DYNAMIC_ARCH
builds of OpenBLAS to hang
this required switching to the generic gemm_beta code (which is faster anyway on SKX)
for both DGEMM and SGEMM
Performance for the not-retuned version is in the 30% range
This patch adds the basic infrastructure for adding the SkylakeX (Intel Skylake server)
target. The SkylakeX target will use the AVX512 (AVX512VL level) instruction set,
which brings 2 basic things:
1) 512 bit wide SIMD (2x width of AVX2)
2) 32 SIMD registers (2x the number on AVX2)
This initial patch only contains a trivial transofrmation of the Haswell SGEMM kernel
to AVX512VL; more will follow later but this patch aims to get the infrastructure
in place for this "later".
Full performance tuning has not been done yet; with more registers and wider SIMD
it's in theory possible to retune the kernels but even without that there's an
interesting enough performance increase (30-40% range) with just this change.
Arjan van de Ven
Martin Kroeker
fengruilin
Andrew
Craig Donner