// 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 BATCH_TILE % 4 == 0 $assert BATCH_TILE >= 4 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" $assert OP in ["ADD", "DIV", "RDIV", "MAX", "MIN", "MUL", "SUB", "RSUB", "SQRDIFF"] $assert ACTIVATION in ["LINEAR", "MINMAX", "RELU"] #include #include #include #include $WASM_F32X4_OP = { $ "ADD": lambda x: "wasm_f32x4_add(%s, vb)" % x, $ "DIV": lambda x: "wasm_f32x4_div(%s, vb)" % x, $ "RDIV": lambda x: "wasm_f32x4_div(vb, %s)" % x, $ "MAX": lambda x: "wasm_f32x4_max(%s, vb)" % x, $ "MIN": lambda x: "wasm_f32x4_min(%s, vb)" % x, $ "MUL": lambda x: "wasm_f32x4_mul(%s, vb)" % x, $ "SUB": lambda x: "wasm_f32x4_sub(%s, vb)" % x, $ "RSUB": lambda x: "wasm_f32x4_sub(vb, %s)" % x, $ "SQRDIFF": lambda x: "wasm_f32x4_sub(%s, vb)" % x, $}[OP] $assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] $ARCH_SUFFIX = "" if ACTIVATION in ["LINEAR", "RELU"] and OP not in ["MIN", "MAX"] else "_x86" if X86 else "_arm" $ACTIVATION_SUFFIX = {"LINEAR": ""}.get(ACTIVATION, "_" + ACTIVATION.lower()) $PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] void xnn_f32_v${OP.lower()}c${ACTIVATION_SUFFIX}_ukernel__wasmsimd${ARCH_SUFFIX}_x${BATCH_TILE}( size_t n, const float* a, const float* b, float* y, const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN { assert(n != 0); assert(n % sizeof(float) == 0); assert(a != NULL); assert(b != NULL); assert(y != NULL); $if ACTIVATION == "MINMAX": const v128_t vy_min = wasm_v32x4_load_splat(¶ms->scalar.min); const v128_t vy_max = wasm_v32x4_load_splat(¶ms->scalar.max); $elif ACTIVATION == "RELU": const v128_t vzero = wasm_f32x4_splat(0.0f); const v128_t vb = wasm_v32x4_load_splat(b); for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { const v128_t va${ABC[0:4]} = wasm_v128_load(a); $for N in range(4, BATCH_TILE, 4): const v128_t va${ABC[N:N+4]} = wasm_v128_load(a + ${N}); a += ${BATCH_TILE}; $if OP == "MIN" and X86: $for N in range(0, BATCH_TILE, 4): const v128_t vm${ABC[N:N+4]} = wasm_f32x4_lt(va${ABC[N:N+4]}, vb); $for N in range(0, BATCH_TILE, 4): v128_t vy${ABC[N:N+4]} = wasm_v128_bitselect(va${ABC[N:N+4]}, vb, vm${ABC[N:N+4]}); $elif OP == "MAX" and X86: $for N in range(0, BATCH_TILE, 4): const v128_t vm${ABC[N:N+4]} = wasm_f32x4_le(va${ABC[N:N+4]}, vb); $for N in range(0, BATCH_TILE, 4): v128_t vy${ABC[N:N+4]} = wasm_v128_bitselect(vb, va${ABC[N:N+4]}, vm${ABC[N:N+4]}); $else: $for N in range(0, BATCH_TILE, 4): v128_t vy${ABC[N:N+4]} = ${WASM_F32X4_OP("va" + ABC[N:N+4])}; $if OP == "SQRDIFF": $for N in range(0, BATCH_TILE, 4): vy${ABC[N:N+4]} = wasm_f32x4_mul(vy${ABC[N:N+4]}, vy${ABC[N:N+4]}); $if ACTIVATION == "MINMAX": $if X86: $for N in range(0, BATCH_TILE, 4): const v128_t vltmask${ABC[N:N+4]} = wasm_f32x4_lt(vy${ABC[N:N+4]}, vy_min); $for N in range(0, BATCH_TILE, 4): const v128_t vngtmask${ABC[N:N+4]} = wasm_f32x4_le(vy${ABC[N:N+4]}, vy_max); vy${ABC[N:N+4]} = wasm_v128_bitselect(vy_min, vy${ABC[N:N+4]}, vltmask${ABC[N:N+4]}); $for N in range(0, BATCH_TILE, 4): vy${ABC[N:N+4]} = wasm_v128_bitselect(vy${ABC[N:N+4]}, vy_max, vngtmask${ABC[N:N+4]}); $else: $for N in range(0, BATCH_TILE, 4): vy${ABC[N:N+4]} = wasm_f32x4_max(vy${ABC[N:N+4]}, vy_min); $for N in range(0, BATCH_TILE, 4): vy${ABC[N:N+4]} = wasm_f32x4_min(vy${ABC[N:N+4]}, vy_max); $elif ACTIVATION == "RELU": $for N in range(0, BATCH_TILE, 4): vy${ABC[N:N+4]} = wasm_i32x4_max(vy${ABC[N:N+4]}, vzero); wasm_v128_store(y, vy${ABC[0:4]}); $for N in range(4, BATCH_TILE, 4): wasm_v128_store(y + ${N}, vy${ABC[N:N+4]}); y += ${BATCH_TILE}; } $if BATCH_TILE > 4: for (; n >= 4 * sizeof(float); n -= 4 * sizeof(float)) { const v128_t va = wasm_v128_load(a); a += 4; $if OP == "MIN" and X86: const v128_t vm = wasm_f32x4_lt(va, vb); v128_t vy = wasm_v128_bitselect(va, vb, vm); $elif OP == "MAX" and X86: const v128_t vm = wasm_f32x4_le(va, vb); v128_t vy = wasm_v128_bitselect(vb, va, vm); $else: v128_t vy = ${WASM_F32X4_OP("va")}; $if OP == "SQRDIFF": vy = wasm_f32x4_mul(vy, vy); $if ACTIVATION == "MINMAX": $if X86: const v128_t vltmask = wasm_f32x4_lt(vy, vy_min); const v128_t vngtmask = wasm_f32x4_le(vy, vy_max); vy = wasm_v128_bitselect(vy_min, vy, vltmask); vy = wasm_v128_bitselect(vy, vy_max, vngtmask); $else: vy = wasm_f32x4_max(vy, vy_min); vy = wasm_f32x4_min(vy, vy_max); $elif ACTIVATION == "RELU": vy = wasm_i32x4_max(vy, vzero); wasm_v128_store(y, vy); y += 4; } if XNN_UNLIKELY(n != 0) { const v128_t va = wasm_v128_load(a); $if OP == "MIN" and X86: const v128_t vm = wasm_f32x4_lt(va, vb); v128_t vy = wasm_v128_bitselect(va, vb, vm); $elif OP == "MAX" and X86: const v128_t vm = wasm_f32x4_le(va, vb); v128_t vy = wasm_v128_bitselect(vb, va, vm); $else: v128_t vy = ${WASM_F32X4_OP("va")}; $if OP == "SQRDIFF": vy = wasm_f32x4_mul(vy, vy); $if ACTIVATION == "MINMAX": $if X86: const v128_t vltmask = wasm_f32x4_lt(vy, vy_min); const v128_t vngtmask = wasm_f32x4_le(vy, vy_max); vy = wasm_v128_bitselect(vy_min, vy, vltmask); vy = wasm_v128_bitselect(vy, vy_max, vngtmask); $else: vy = wasm_f32x4_max(vy, vy_min); vy = wasm_f32x4_min(vy, vy_max); $elif ACTIVATION == "RELU": vy = wasm_i32x4_max(vy, vzero); if (n & (2 * sizeof(float))) { *((double*) y) = wasm_f64x2_extract_lane(vy, 0); vy = wasm_v32x4_shuffle(vy, vy, 2, 3, 2, 3); y += 2; } if (n & (1 * sizeof(float))) { *y = wasm_f32x4_extract_lane(vy, 0); } } }