// Copyright 2019 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 >= 1 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include #include // Note redefine as uint32[] to avoid redundant bitcasts. extern XNN_INTERNAL const uint32_t xnn_table_exp2minus_k_over_64[64]; void xnn_f32_sigmoid_ukernel__scalar_lut64_p2_div_x${BATCH_TILE}( size_t n, const float* x, float* y, const void* params) { assert(n % sizeof(float) == 0); const float vmagic_bias = 0x1.800000p17f; const float vminus_log2e = -0x1.715476p0f; const uint32_t vindex_mask = UINT32_C(0x3F); const float vln2_hi = 0x1.630000p-1f; const float vln2_lo = -0x1.BD0106p-13f; const float vc2 = 0x1.FFFF0Ap-2f; const float vone = 1.0f; const float vdenorm_cutoff = 0x1.5D589Ep+6f; $if BATCH_TILE > 1: for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { $for N in range(BATCH_TILE): const float vx${N} = x[${N}]; x += ${BATCH_TILE}; $for N in range(BATCH_TILE): const float vz${N} = fabsf(vx${N}); $for N in range(BATCH_TILE): float vn${N} = vz${N} * vminus_log2e + vmagic_bias; $for N in range(BATCH_TILE): const uint32_t ve${N} = fp32_to_bits(vn${N}) << 17; $for N in range(BATCH_TILE): const uint32_t vidx${N} = fp32_to_bits(vn${N}) & vindex_mask; const float vs${N} = fp32_from_bits(xnn_table_exp2minus_k_over_64[vidx${N}] + ve${N}); $for N in range(BATCH_TILE): vn${N} -= vmagic_bias; $for N in range(BATCH_TILE): float vt${N} = vn${N} * vln2_hi + vz${N}; $for N in range(BATCH_TILE): vt${N} = vn${N} * vln2_lo + vt${N}; $for N in range(BATCH_TILE): float vp${N} = vt${N} * vc2; $for N in range(BATCH_TILE): vp${N} = vt${N} - vp${N} * vt${N}; $for N in range(BATCH_TILE): const float vy${N} = vs${N} - vs${N} * vp${N}; $for N in range(BATCH_TILE): const float vd${N} = vy${N} + vone; $for N in range(BATCH_TILE): float vf${N} = vy${N} / vd${N}; $for N in range(BATCH_TILE): if XNN_UNPREDICTABLE(vz${N} > vdenorm_cutoff) { vf${N} = 0.0f; } $for N in range(BATCH_TILE): if XNN_UNPREDICTABLE(vx${N} > 0.0f) { vf${N} = vone - vf${N}; } $for N in range(BATCH_TILE): y[${N}] = vf${N}; y += ${BATCH_TILE}; } $if BATCH_TILE == 1: do { const float vx = *x++; const float vz = fabsf(vx); float vn = vz * vminus_log2e + vmagic_bias; const uint32_t ve = fp32_to_bits(vn) << 17; const uint32_t vidx = fp32_to_bits(vn) & vindex_mask; const float vs = fp32_from_bits(xnn_table_exp2minus_k_over_64[vidx] + ve); vn -= vmagic_bias; float vt = vn * vln2_hi + vz; vt = vn * vln2_lo + vt; float vp = vt * vc2; vp = vt - vp * vt; const float vy = vs - vs * vp; const float vd = vy + vone; float vf = vy / vd; if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { vf = 0.0f; } if XNN_UNPREDICTABLE(vx > 0.0f) { vf = vone - vf; } *y++ = vf; n -= sizeof(float); } while (n != 0); $elif BATCH_TILE == 2: if XNN_UNLIKELY(n != 0) { const float vx = *x; const float vz = fabsf(vx); float vn = vz * vminus_log2e + vmagic_bias; const uint32_t ve = fp32_to_bits(vn) << 17; const uint32_t vidx = fp32_to_bits(vn) & vindex_mask; const float vs = fp32_from_bits(xnn_table_exp2minus_k_over_64[vidx] + ve); vn -= vmagic_bias; float vt = vn * vln2_hi + vz; vt = vn * vln2_lo + vt; float vp = vt * vc2; vp = vt - vp * vt; const float vy = vs - vs * vp; const float vd = vy + vone; float vf = vy / vd; if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { vf = 0.0f; } if XNN_UNPREDICTABLE(vx > 0.0f) { vf = vone - vf; } *y = vf; } $else: if XNN_UNLIKELY(n != 0) { do { const float vx = *x++; const float vz = fabsf(vx); float vn = vz * vminus_log2e + vmagic_bias; const uint32_t ve = fp32_to_bits(vn) << 17; const uint32_t vidx = fp32_to_bits(vn) & vindex_mask; const float vs = fp32_from_bits(xnn_table_exp2minus_k_over_64[vidx] + ve); vn -= vmagic_bias; float vt = vn * vln2_hi + vz; vt = vn * vln2_lo + vt; float vp = vt * vc2; vp = vt - vp * vt; const float vy = vs - vs * vp; const float vd = vy + vone; float vf = vy / vd; if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { vf = 0.0f; } if XNN_UNPREDICTABLE(vx > 0.0f) { vf = vone - vf; } *y++ = vf; n -= sizeof(float); } while (n != 0); } }