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#include <assert.h> |
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#include <arm_neon.h> |
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#include <xnnpack/prefetch.h> |
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#include <xnnpack/spmm.h> |
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void xnn_f16_spmm_minmax_ukernel_32x1__neonfp16arith_pipelined( |
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size_t mc, |
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size_t nc, |
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const void* input, |
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const void* weights, |
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const int32_t* widx_dmap, |
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const uint32_t* nidx_nnzmap, |
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void* output, |
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size_t output_stride, |
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const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) |
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{ |
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assert(mc != 0); |
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assert(mc % sizeof(uint16_t) == 0); |
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assert(nc != 0); |
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const uint16_t* i = (const uint16_t*) input; |
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uint16_t* o = (uint16_t*) output; |
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#if XNN_ARCH_ARM64 |
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const uint16x8x2_t vminmax = vld2q_dup_u16(¶ms->fp16arith.min); |
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const float16x8_t vmin = vreinterpretq_f16_u16(vminmax.val[0]); |
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const float16x8_t vmax = vreinterpretq_f16_u16(vminmax.val[1]); |
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#else |
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const uint16x4x2_t vminmax = vld2_dup_u16(¶ms->fp16arith.min); |
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const float16x8_t vmin = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[0], vminmax.val[0])); |
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const float16x8_t vmax = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[1], vminmax.val[1])); |
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#endif |
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size_t output_decrement = output_stride * nc - 32 * sizeof(uint16_t); |
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while XNN_LIKELY(mc >= 32 * sizeof(uint16_t)) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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float16x8_t vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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intptr_t diff = *dmap++; |
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float16x8_t vi01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); |
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float16x8_t vi89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i + 8)); |
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float16x8_t viGHIJKLMN = vreinterpretq_f16_u16(vld1q_u16(i + 16)); |
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float16x8_t viOPQRSTUV = vreinterpretq_f16_u16(vld1q_u16(i + 24)); |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x8_t vacc01234567 = vw; |
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float16x8_t vacc89ABCDEF = vw; |
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float16x8_t vaccGHIJKLMN = vw; |
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float16x8_t vaccOPQRSTUV = vw; |
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vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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vacc01234567 = vfmaq_f16(vacc01234567, vi01234567, vw); |
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vacc89ABCDEF = vfmaq_f16(vacc89ABCDEF, vi89ABCDEF, vw); |
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vaccGHIJKLMN = vfmaq_f16(vaccGHIJKLMN, viGHIJKLMN, vw); |
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vaccOPQRSTUV = vfmaq_f16(vaccOPQRSTUV, viOPQRSTUV, vw); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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xnn_prefetch_to_l1(i + 32); |
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diff = *dmap++; |
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vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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xnn_prefetch_to_l1(w + 64); |
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vi01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); |
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vi89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i + 8)); |
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viGHIJKLMN = vreinterpretq_f16_u16(vld1q_u16(i + 16)); |
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viOPQRSTUV = vreinterpretq_f16_u16(vld1q_u16(i + 24)); |
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} while (--nnz != 0); |
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} |
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float16x8_t vout01234567 = vminq_f16(vacc01234567, vmax); |
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float16x8_t vout89ABCDEF = vminq_f16(vacc89ABCDEF, vmax); |
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float16x8_t voutGHIJKLMN = vminq_f16(vaccGHIJKLMN, vmax); |
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float16x8_t voutOPQRSTUV = vminq_f16(vaccOPQRSTUV, vmax); |
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vout01234567 = vmaxq_f16(vout01234567, vmin); |
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vout89ABCDEF = vmaxq_f16(vout89ABCDEF, vmin); |
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voutGHIJKLMN = vmaxq_f16(voutGHIJKLMN, vmin); |
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voutOPQRSTUV = vmaxq_f16(voutOPQRSTUV, vmin); |
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vst1q_u16(o, vreinterpretq_u16_f16(vout01234567)); |
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vst1q_u16(o + 8, vreinterpretq_u16_f16(vout89ABCDEF)); |
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vst1q_u16(o + 16, vreinterpretq_u16_f16(voutGHIJKLMN)); |
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vst1q_u16(o + 24, vreinterpretq_u16_f16(voutOPQRSTUV)); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 32; |
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mc -= 32 * sizeof(uint16_t); |
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} |
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if XNN_UNLIKELY(mc != 0) { |
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output_decrement += 16 * sizeof(uint16_t); |
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if (mc & (16 * sizeof(uint16_t))) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x8_t vacc01234567 = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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float16x8_t vacc89ABCDEF = vacc01234567; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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const intptr_t diff = *dmap++; |
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const float16x8_t va01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); |
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const float16x8_t va89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i + 8)); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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const float16x8_t vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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vacc01234567 = vfmaq_f16(vacc01234567, va01234567, vw); |
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vacc89ABCDEF = vfmaq_f16(vacc89ABCDEF, va89ABCDEF, vw); |
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} while (--nnz != 0); |
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} |
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float16x8_t vout01234567 = vminq_f16(vacc01234567, vmax); |
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float16x8_t vout89ABCDEF = vminq_f16(vacc89ABCDEF, vmax); |
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vout01234567 = vmaxq_f16(vout01234567, vmin); |
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vout89ABCDEF = vmaxq_f16(vout89ABCDEF, vmin); |
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vst1q_u16(o, vreinterpretq_u16_f16(vout01234567)); |
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vst1q_u16(o + 8, vreinterpretq_u16_f16(vout89ABCDEF)); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 16; |
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} |
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output_decrement += 8 * sizeof(uint16_t); |
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if (mc & (8 * sizeof(uint16_t))) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x8_t vacc01234567 = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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const intptr_t diff = *dmap++; |
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const float16x8_t va01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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const float16x8_t vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; |
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vacc01234567 = vfmaq_f16(vacc01234567, va01234567, vw); |
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} while (--nnz != 0); |
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} |
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float16x8_t vout01234567 = vminq_f16(vacc01234567, vmax); |
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vout01234567 = vmaxq_f16(vout01234567, vmin); |
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vst1q_u16(o, vreinterpretq_u16_f16(vout01234567)); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 8; |
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} |
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output_decrement += 4 * sizeof(uint16_t); |
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if (mc & (4 * sizeof(uint16_t))) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x4_t vacc0123 = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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const intptr_t diff = *dmap++; |
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const float16x4_t va0123 = vreinterpret_f16_u16(vld1_u16(i)); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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const float16x4_t vw = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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vacc0123 = vfma_f16(vacc0123, va0123, vw); |
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} while (--nnz != 0); |
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} |
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float16x4_t vout0123 = vmin_f16(vacc0123, vget_low_f16(vmax)); |
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vout0123 = vmax_f16(vout0123, vget_low_f16(vmin)); |
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vst1_u16(o, vreinterpret_u16_f16(vout0123)); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 4; |
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} |
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output_decrement += 2 * sizeof(uint16_t); |
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if (mc & (2 * sizeof(uint16_t))) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x4_t vacc01 = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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const intptr_t diff = *dmap++; |
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const float16x4_t va01 = vreinterpret_f16_u32(vld1_dup_u32((const void*) i)); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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const float16x4_t vw = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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vacc01 = vfma_f16(vacc01, va01, vw); |
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} while (--nnz != 0); |
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} |
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float16x4_t vout01 = vmin_f16(vacc01, vget_low_f16(vmax)); |
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vout01 = vmax_f16(vout01, vget_low_f16(vmin)); |
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vst1_lane_u32((void*) o, vreinterpret_u32_f16(vout01), 0); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 2; |
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} |
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output_decrement += 1 * sizeof(uint16_t); |
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if (mc & (1 * sizeof(uint16_t))) { |
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const uint16_t* w = (const uint16_t*) weights; |
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const int32_t* dmap = widx_dmap; |
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const uint32_t* nnzmap = nidx_nnzmap; |
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size_t n = nc; |
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do { |
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uint32_t nnz = *nnzmap++; |
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float16x4_t vacc0 = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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if XNN_LIKELY(nnz != 0) { |
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do { |
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const intptr_t diff = *dmap++; |
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const float16x4_t va0 = vreinterpret_f16_u16(vld1_dup_u16(i)); |
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i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); |
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const float16x4_t vw = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; |
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vacc0 = vfma_f16(vacc0, va0, vw); |
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} while (--nnz != 0); |
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} |
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float16x4_t vout0 = vmin_f16(vacc0, vget_low_f16(vmax)); |
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vout0 = vmax_f16(vout0, vget_low_f16(vmin)); |
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vst1_lane_u16(o, vreinterpret_u16_f16(vout0), 0); |
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o = (uint16_t*) ((uintptr_t) o + output_stride); |
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} while (--n != 0); |
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o = (uint16_t*) ((uintptr_t) o - output_decrement); |
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i += 1; |
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} |
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} |
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} |
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