| // Copyright 2020 Google LLC |
| // |
| // This source code is licensed under the BSD-style license found in the |
| // LICENSE file in the root directory of this source tree. |
| |
| $assert NR % 4 == 0 |
| $assert ACTIVATION != "MINMAX" or ARCH in ["ARM", "X86", "RELAXED"] |
| $assert not FMA or ARCH == "RELAXED" |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| #include <assert.h> |
| |
| #include <wasm_simd128.h> |
| |
| #include <xnnpack/gemm.h> |
| |
| |
| $assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] |
| $if ACTIVATION == "MINMAX": |
| $ WASM_F32X4_MIN={"ARM": "wasm_f32x4_min", "X86": "wasm_f32x4_pmin", "RELAXED": "__builtin_wasm_relaxed_min_f32x4"}[ARCH] |
| $ WASM_F32X4_MAX={"ARM": "wasm_f32x4_max", "X86": "wasm_f32x4_pmax", "RELAXED": "__builtin_wasm_relaxed_max_f32x4"}[ARCH] |
| $ACTIVATION_SUFFIX = {"LINEAR": ""}.get(ACTIVATION, "_" + ACTIVATION.lower()) |
| $ISA = "wasmsimd" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH != "RELAXED") else "wasmrelaxedsimd" |
| $ARCH_SUFFIX = "" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH == "RELAXED") else "_" + ("fma" if FMA else ARCH.lower()) |
| $PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] |
| void xnn_f32_gemm${"inc" if INC else ""}${ACTIVATION_SUFFIX}_ukernel_${MR}x${NR}__${ISA}${ARCH_SUFFIX}_splat( |
| size_t mr, |
| size_t nc, |
| size_t kc, |
| const float*restrict a, |
| size_t a_stride, |
| const float*restrict w, |
| float*restrict c, |
| size_t cm_stride, |
| size_t cn_stride, |
| $if INC: |
| const float*restrict acc, |
| const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) |
| { |
| assert(mr != 0); |
| assert(mr <= ${MR}); |
| assert(nc != 0); |
| assert(kc != 0); |
| assert(kc % sizeof(float) == 0); |
| assert(a != NULL); |
| assert(w != NULL); |
| assert(c != NULL); |
| $if INC: |
| assert(acc != NULL); |
| |
| const float* a0 = a; |
| float* c0 = c; |
| $for M in range(1, MR): |
| const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); |
| float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); |
| $if M % 2 == 0: |
| if XNN_UNPREDICTABLE(mr <= ${M}) { |
| a${M} = a${M-1}; |
| c${M} = c${M-1}; |
| } |
| $elif M + 1 == MR: |
| if XNN_UNPREDICTABLE(mr != ${M+1}) { |
| a${M} = a${M-1}; |
| c${M} = c${M-1}; |
| } |
| $else: |
| if XNN_UNPREDICTABLE(mr < ${M+1}) { |
| a${M} = a${M-1}; |
| c${M} = c${M-1}; |
| } |
| |
| $if ACTIVATION == "MINMAX": |
| const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); |
| const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); |
| do { |
| $if INC: |
| $for M in range(MR): |
| $for N in range(0, NR, 4): |
| v128_t vacc${M}x${ABC[N:N+4]} = wasm_v128_load(acc + ${M*NR+N}); |
| acc += ${MR*NR}; |
| $else: |
| $for N in range(0, NR, 4): |
| v128_t vacc0x${ABC[N:N+4]} = wasm_v128_load(w + ${N}); |
| $for M in range(1, MR): |
| $for N in range(0, NR, 4): |
| v128_t vacc${M}x${ABC[N:N+4]} = vacc0x${ABC[N:N+4]}; |
| w += ${NR}; |
| |
| size_t k = kc; |
| while (k >= 4 * sizeof(float)) { |
| $for M in range(MR): |
| const v128_t va${M} = wasm_v128_load(a${M}); |
| a${M} += 4; |
| |
| $for L in range(4): |
| $for M in range(MR): |
| const v128_t va${M}c${L} = wasm_v32x4_shuffle(va${M}, va${M}, ${L}, ${L}, ${L}, ${L}); |
| |
| $for N in range(0, NR, 4): |
| const v128_t vb${ABC[N:N+4]}c${L} = wasm_v128_load(w + ${L * NR + N}); |
| |
| $for N in range(0, NR, 4): |
| $for M in range(MR): |
| vacc${M}x${ABC[N:N+4]} = wasm_f32x4_add(vacc${M}x${ABC[N:N+4]}, wasm_f32x4_mul(va${M}c${L}, vb${ABC[N:N+4]}c${L})); |
| |
| w += ${4 * NR}; |
| k -= 4 * sizeof(float); |
| } |
| if XNN_UNLIKELY(k != 0) { |
| do { |
| $for M in range(MR): |
| const v128_t va${M} = wasm_v128_load32_splat(a${M}); |
| a${M} += 1; |
| |
| const v128_t vb${ABC[0:4]} = wasm_v128_load(w); |
| $for N in range(4, NR, 4): |
| const v128_t vb${ABC[N:N+4]} = wasm_v128_load(w + ${N}); |
| w += ${NR}; |
| |
| $for N in range(0, NR, 4): |
| $for M in range(MR): |
| $if FMA: |
| vacc${M}x${ABC[N:N+4]} = __builtin_wasm_fma_f32x4(vacc${M}x${ABC[N:N+4]}, va${M}, vb${ABC[N:N+4]}); |
| $else: |
| vacc${M}x${ABC[N:N+4]} = wasm_f32x4_add(vacc${M}x${ABC[N:N+4]}, wasm_f32x4_mul(va${M}, vb${ABC[N:N+4]})); |
| |
| k -= sizeof(float); |
| } while (k != 0); |
| } |
| |
| $if ACTIVATION == "MINMAX": |
| $for N in range(0, NR, 4): |
| $for M in range(MR): |
| vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MAX}(vmin, vacc${M}x${ABC[N:N+4]}); |
| |
| $for N in range(0, NR, 4): |
| $for M in range(MR): |
| vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MIN}(vmax, vacc${M}x${ABC[N:N+4]}); |
| $elif ACTIVATION == "RELU": |
| const v128_t vzero = wasm_i32x4_const_splat(0); |
| $for N in range(0, NR, 4): |
| $for M in range(MR): |
| vacc${M}x${ABC[N:N+4]} = wasm_i32x4_max(vacc${M}x${ABC[N:N+4]}, vzero); |
| |
| if XNN_LIKELY(nc >= ${NR}) { |
| $for M in reversed(range(MR)): |
| wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); |
| $for N in range(4, NR, 4): |
| wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); |
| c${M} = (float*) ((uintptr_t) c${M} + cn_stride); |
| |
| $for M in reversed(range(MR)): |
| a${M} = (const float*) ((uintptr_t) a${M} - kc); |
| |
| nc -= ${NR}; |
| } else { |
| $for LOG2N in reversed(range(NR.bit_length())): |
| $if NR != 1 << LOG2N: |
| if (nc & ${1 << LOG2N}) { |
| $if LOG2N >= 2: |
| $for M in reversed(range(MR)): |
| wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); |
| $for N in range(4, 1 << LOG2N, 4): |
| wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); |
| |
| $for M in reversed(range(MR)): |
| $for N in range(0, 1 << (LOG2N - 1), 4): |
| vacc${M}x${ABC[N:N+4]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+4]}; |
| |
| $for M in reversed(range(MR)): |
| c${M} += ${1 << LOG2N}; |
| $elif LOG2N == 1: |
| $for M in reversed(range(MR)): |
| *((double*) c${M}) = wasm_f64x2_extract_lane(vacc${M}x${ABC[0:4]}, 0); |
| |
| $for M in reversed(range(MR)): |
| vacc${M}x${ABC[0:4]} = wasm_v32x4_shuffle(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}, 2, 3, 2, 3); |
| |
| $for M in reversed(range(MR)): |
| c${M} += 2; |
| $elif LOG2N == 0: |
| $for M in reversed(range(MR)): |
| *c${M} = wasm_f32x4_extract_lane(vacc${M}x${ABC[0:4]}, 0); |
| } |
| |
| nc = 0; |
| } |
| } while (nc != 0); |
| } |