// 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 MR % 4 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include $ARCH_SUFFIX = "_x86" if X86 else "_arm" void xnn_f32_spmm_minmax_ukernel_${MR}x${NR}__wasmsimd${ARCH_SUFFIX}_pipelined${"_x" + str(UNROLL) if UNROLL > 1 else ""}( size_t mc, size_t nc, const float*restrict input, const float*restrict weights, const int32_t*restrict widx_dmap, const uint32_t*restrict nidx_nnzmap, float*restrict output, size_t output_stride, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mc != 0); assert(mc % sizeof(float) == 0); assert(nc != 0); const v128_t vmin = wasm_v32x4_load_splat(¶ms->scalar.min); const v128_t vmax = wasm_v32x4_load_splat(¶ms->scalar.max); size_t output_decrement = output_stride * nc - ${MR} * sizeof(float); while XNN_LIKELY(mc >= ${MR} * sizeof(float)) { const float*restrict w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; v128_t vw = wasm_v32x4_load_splat(w); w += 1; intptr_t diff = *dmap++; $for M in range(0, MR, 4): v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); size_t n = nc; do { uint32_t nnz = *nnzmap++; $for M in range(0, MR, 4): v128_t vacc${ABC[M:M+4]} = vw; vw = wasm_v32x4_load_splat(w); w += 1; $if UNROLL > 1: for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { $for K in range(0, UNROLL): $for M in range(0, MR, 4): vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, wasm_f32x4_mul(vi${ABC[M:M+4]}, vw)); input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); diff = *dmap++; vw = wasm_v32x4_load_splat(w); w += 1; $for M in range(0, MR, 4): vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); } if XNN_LIKELY(nnz != 0) { do { $for M in range(0, MR, 4): vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, wasm_f32x4_mul(vi${ABC[M:M+4]}, vw)); input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); diff = *dmap++; vw = wasm_v32x4_load_splat(w); w += 1; $for M in range(0, MR, 4): vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); } while (--nnz != 0); } $if X86: $for M in range(0, MR, 4): v128_t vout${ABC[M:M+4]} = wasm_v128_bitselect(vacc${ABC[M:M+4]}, vmax, wasm_f32x4_le(vacc${ABC[M:M+4]}, vmax)); $for M in range(0, MR, 4): vout${ABC[M:M+4]} = wasm_v128_bitselect(vmin, vout${ABC[M:M+4]}, wasm_f32x4_lt(vout${ABC[M:M+4]}, vmin)); $else: $for M in range(0, MR, 4): v128_t vout${ABC[M:M+4]} = wasm_f32x4_min(vacc${ABC[M:M+4]}, vmax); $for M in range(0, MR, 4): vout${ABC[M:M+4]} = wasm_f32x4_max(vout${ABC[M:M+4]}, vmin); wasm_v128_store(output, vout0123); $for M in range(4, MR, 4): wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); output = (float*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += ${MR}; mc -= ${MR} * sizeof(float); } if XNN_UNLIKELY(mc != 0) { $for LOG2M in reversed(range((MR - 1).bit_length())): $SUBMR = 1 << LOG2M $if SUBMR * 2 >= MR: output_decrement += ${MR - SUBMR} * sizeof(float); $else: output_decrement += ${SUBMR} * sizeof(float); if (mc & (${SUBMR} * sizeof(float))) { const float*restrict w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; $if SUBMR == 1: v128_t vacc0 = wasm_v32x4_load_splat(w); w += 1; $elif SUBMR == 2: v128_t vacc01 = wasm_v32x4_load_splat(w); w += 1; $else: v128_t vacc0123 = wasm_v32x4_load_splat(w); w += 1; $for M in range(4, SUBMR, 4): v128_t vacc${ABC[M:M+4]} = vacc0123; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; $if SUBMR >= 4: const v128_t vi0123 = wasm_v128_load(input); $elif SUBMR == 2: const v128_t vi01 = wasm_v64x2_load_splat(input); $elif SUBMR == 1: const v128_t vi0 = wasm_v32x4_load_splat(input); $for M in range(4, SUBMR, 4): const v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); const v128_t vw = wasm_v32x4_load_splat(w); w += 1; $if SUBMR == 1: vacc${ABC[0]} = wasm_f32x4_add(vacc${ABC[0]}, wasm_f32x4_mul(vi${ABC[0]}, vw)); $else: $for M in range(0, SUBMR, 4): vacc${ABC[M:min(M+4,SUBMR)]} = wasm_f32x4_add(vacc${ABC[M:min(M+4,SUBMR)]}, wasm_f32x4_mul(vi${ABC[M:min(M+4,SUBMR)]}, vw)); } while (--nnz != 0); } $if SUBMR == 1: $if X86: v128_t vout${ABC[0]} = wasm_v128_bitselect(vacc${ABC[0]}, vmax, wasm_f32x4_le(vacc${ABC[0]}, vmax)); vout${ABC[0]} = wasm_v128_bitselect(vmin, vout${ABC[0]}, wasm_f32x4_lt(vout${ABC[0]}, vmin)); $else: v128_t vout${ABC[0]} = wasm_f32x4_min(vacc${ABC[0]}, vmax); vout${ABC[0]} = wasm_f32x4_max(vout${ABC[0]}, vmin); $else: $if X86: $for M in range(0, SUBMR, 4): v128_t vout${ABC[M:min(M+4,SUBMR)]} = wasm_v128_bitselect(vacc${ABC[M:min(M+4,SUBMR)]}, vmax, wasm_f32x4_le(vacc${ABC[M:min(M+4,SUBMR)]}, vmax)); $for M in range(0, SUBMR, 4): vout${ABC[M:min(M+4,SUBMR)]} = wasm_v128_bitselect(vmin, vout${ABC[M:min(M+4,SUBMR)]}, wasm_f32x4_lt(vout${ABC[M:min(M+4,SUBMR)]}, vmin)); $else: $for M in range(0, SUBMR, 4): v128_t vout${ABC[M:min(M+4,SUBMR)]} = wasm_f32x4_min(vacc${ABC[M:min(M+4,SUBMR)]}, vmax); $for M in range(0, SUBMR, 4): vout${ABC[M:min(M+4,SUBMR)]} = wasm_f32x4_max(vout${ABC[M:min(M+4,SUBMR)]}, vmin); $if SUBMR >= 4: wasm_v128_store(output, vout0123); $elif SUBMR == 2: *((double*) output) = wasm_f64x2_extract_lane(vout01, 0); $elif SUBMR == 1: *output = wasm_f32x4_extract_lane(vout0, 0); $for M in range(4, SUBMR, 4): wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); output = (float*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += ${SUBMR}; } } }