// 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 VARIANT in ["LD64", "LD128", "EXTENDED"] $assert MR <= 4 #include #include #include #include $LOAD_SUFFIX = {"LD128": "_ld128", "LD64": "_ld64", "EXTENDED": ""}[VARIANT] $GEMM_SUFFIX = "_xw" if VARIANT == "EXTENDED" else "" void xnn_qs8_gemm${GEMM_SUFFIX}_minmax_ukernel_${MR}x4c8__wasmsimd${LOAD_SUFFIX}( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_gemm${GEMM_SUFFIX}_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8); const int8_t* a0 = a; int8_t* c0 = c; $for M in range(1, MR): const int8_t* a${M} = (const int8_t*) ((uintptr_t) a${M-1} + a_stride); int8_t* c${M} = (int8_t*) ((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}; } const v128_t vzero = wasm_f64x2_splat(0.0); do { $for N in range(4): v128_t vacc0x${N} = wasm_f32x4_replace_lane(vzero, 0, ((const float*) w)[${N}]); $for M in range(1, MR): $for N in range(4): v128_t vacc${M}x${N} = vacc0x${N}; w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = 0; while (k < kc) { $for M in range(MR): const v128_t vxa${M} = wasm_i16x8_load_8x8(a${M}); a${M} += 8; $if VARIANT == "LD128": $for N in range(0, 4, 2): $if N == 0: const v128_t vb${N}${N+1} = wasm_v128_load(w); $else: const v128_t vb${N}${N+1} = wasm_v128_load((const void*) ((uintptr_t) w + ${N * 8} * sizeof(int8_t))); const v128_t vxb${N} = wasm_i16x8_widen_low_i8x16(vb${N}${N+1}); const v128_t vxb${N+1} = wasm_i16x8_widen_high_i8x16(vb${N}${N+1}); $for M in range(MR): const v128_t vprod${M}x${N} = wasm_i16x8_mul(vxb${N}, vxa${M}); vacc${M}x${N} = wasm_i32x4_add(vacc${M}x${N}, wasm_i32x4_widen_low_i16x8(vprod${M}x${N})); $for M in range(MR): const v128_t vprod${M}x${N+1} = wasm_i16x8_mul(vxb${N+1}, vxa${M}); vacc${M}x${N+1} = wasm_i32x4_add(vacc${M}x${N+1}, wasm_i32x4_widen_low_i16x8(vprod${M}x${N+1})); vacc${M}x${N} = wasm_i32x4_add(vacc${M}x${N}, wasm_i32x4_widen_high_i16x8(vprod${M}x${N})); $for M in range(MR): vacc${M}x${N+1} = wasm_i32x4_add(vacc${M}x${N+1}, wasm_i32x4_widen_high_i16x8(vprod${M}x${N+1})); $else: $for N in range(4): $if VARIANT == "LD64": $if N == 0: const v128_t vxb${N} = wasm_i16x8_load_8x8(w); $else: const v128_t vxb${N} = wasm_i16x8_load_8x8((const void*) ((uintptr_t) w + ${N * 8} * sizeof(int8_t))); $elif VARIANT == "EXTENDED": $if N == 0: const v128_t vxb${N} = wasm_v128_load(w); $else: const v128_t vxb${N} = wasm_v128_load((const void*) ((uintptr_t) w + ${N * 8} * sizeof(int16_t))); $for M in range(MR): const v128_t vprod${M}x${N} = wasm_i16x8_mul(vxa${M}, vxb${N}); vacc${M}x${N} = wasm_i32x4_add(vacc${M}x${N}, wasm_i32x4_widen_low_i16x8(vprod${M}x${N})); vacc${M}x${N} = wasm_i32x4_add(vacc${M}x${N}, wasm_i32x4_widen_high_i16x8(vprod${M}x${N})); $if VARIANT == "EXTENDED": w = (const void*) ((uintptr_t) w + 32 * sizeof(int16_t)); $else: w = (const void*) ((uintptr_t) w + 32 * sizeof(int8_t)); k += 8 * sizeof(int8_t); } $for M in range(MR): const v128_t vacc${M}x02 = wasm_i32x4_add(wasm_v32x4_shuffle(vacc${M}x0, vacc${M}x2, 0, 4, 1, 5), wasm_v32x4_shuffle(vacc${M}x0, vacc${M}x2, 2, 6, 3, 7)); const v128_t vacc${M}x13 = wasm_i32x4_add(wasm_v32x4_shuffle(vacc${M}x1, vacc${M}x3, 0, 4, 1, 5), wasm_v32x4_shuffle(vacc${M}x1, vacc${M}x3, 2, 6, 3, 7)); $for M in range(MR): v128_t vacc${M}x0123 = wasm_i32x4_add(wasm_v32x4_shuffle(vacc${M}x02, vacc${M}x13, 0, 4, 1, 5), wasm_v32x4_shuffle(vacc${M}x02, vacc${M}x13, 2, 6, 3, 7)); $for M in range(MR): const v128_t vsign${M}x0123 = wasm_i32x4_lt(vacc${M}x0123, vzero); $for M in range(MR): const v128_t vacc${M}x01 = wasm_v32x4_shuffle(vacc${M}x0123, vsign${M}x0123, 0, 4, 1, 5); const v128_t vmultiplier = wasm_v128_load(params->wasmsimd.multiplier); const v128_t vrounding = wasm_v128_load(params->wasmsimd.rounding); $for M in range(MR): const v128_t vprod${M}x01 = wasm_i64x2_add(wasm_i64x2_mul(vacc${M}x01, vmultiplier), vrounding); const v128_t vacc${M}x23 = wasm_v32x4_shuffle(vacc${M}x0123, vsign${M}x0123, 2, 6, 3, 7); $for M in range(MR): const v128_t vprod${M}x23 = wasm_i64x2_add(wasm_i64x2_mul(vacc${M}x23, vmultiplier), vrounding); $for M in range(MR): const v128_t vq31prod${M}x0123 = wasm_v32x4_shuffle(vprod${M}x01, vprod${M}x23, 1, 3, 5, 7); const v128_t vremainder_mask = wasm_v128_load(params->wasmsimd.remainder_mask); $for M in range(MR): const v128_t vrem${M}x0123 = wasm_i32x4_add(wasm_v128_and(vq31prod${M}x0123, vremainder_mask), wasm_i32x4_lt(vq31prod${M}x0123, vzero)); const v128_t vthreshold = wasm_v128_load(params->wasmsimd.remainder_threshold); const int32_t vshift = params->wasmsimd.shift; $for M in range(MR): vacc${M}x0123 = wasm_i32x4_sub(wasm_i32x4_shr(vq31prod${M}x0123, vshift), wasm_i32x4_gt(vrem${M}x0123, vthreshold)); const v128_t voutput_zero_point = wasm_v128_load(params->wasmsimd.output_zero_point); $for M in range(0, MR, 2): v128_t vacc${M}${min(M+1, MR-1)}x0123 = wasm_i16x8_add_saturate(wasm_i16x8_narrow_i32x4(vacc${M}x0123, vacc${min(M+1, MR-1)}x0123), voutput_zero_point); $if MR > 2: v128_t vout = wasm_i8x16_narrow_i16x8(vacc0${min(1, MR-1)}x0123, vacc${min(2, MR-1)}${min(3, MR-1)}x0123); $else: v128_t vout = wasm_i8x16_narrow_i16x8(vacc0${min(1, MR-1)}x0123, vacc0${min(1, MR-1)}x0123); const v128_t voutput_min = wasm_v128_load(params->wasmsimd.output_min); vout = wasm_i8x16_max(vout, voutput_min); const v128_t voutput_max = wasm_v128_load(params->wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { $for M in range(MR): *((float*) c${M}) = (float) wasm_f32x4_extract_lane(vout, ${M}); $for M in range(MR): c${M} = (int8_t*) ((uintptr_t) c${M} + cn_stride); $for M in range(MR): a${M} = (const int8_t*) ((uintptr_t) a${M} - kc); nc -= 4; } else { if (nc & 2) { $for M in range(MR): *((uint16_t*) c${M}) = (uint16_t) wasm_i16x8_extract_lane(vout, ${M * 2}); c${M} += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { $for M in range(MR): *c${M} = (int8_t) wasm_i8x16_extract_lane(vout, ${M * 4}); } nc = 0; } } while (nc != 0); }