fixed rwkv build errors on ARM devices
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b5d6284190
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1 changed files with 74 additions and 74 deletions
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@ -1061,50 +1061,50 @@ static void dequantize_row_q4_1(const void * restrict vx, float * restrict y, in
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}
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}
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}
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#elif defined(__ARM_NEON)
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for (int i = 0; i < nb; i++) {
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const float32x4_t vd = vdupq_n_f32(x[i].d);
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const float32x4_t vm = vdupq_n_f32(x[i].m);
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// #elif defined(__ARM_NEON)
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// for (int i = 0; i < nb; i++) {
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// const float32x4_t vd = vdupq_n_f32(x[i].d);
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// const float32x4_t vm = vdupq_n_f32(x[i].m);
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const uint8_t * restrict pp = x[i].qs;
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// const uint8_t * restrict pp = x[i].qs;
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for (int l = 0; l < QK; l += 16) {
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// Load 16x4-bit integers into 8x8-bit integers
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const uint8x8_t v8 = vld1_u8(pp + l/2);
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// for (int l = 0; l < QK; l += 16) {
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// // Load 16x4-bit integers into 8x8-bit integers
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// const uint8x8_t v8 = vld1_u8(pp + l/2);
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// Expand 4-bit qs to 8-bit bytes
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const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f));
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const uint8x8_t v1 = vshr_n_u8(v8, 4);
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// // Expand 4-bit qs to 8-bit bytes
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// const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f));
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// const uint8x8_t v1 = vshr_n_u8(v8, 4);
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// Interleave and combine
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const uint8x8_t vx_0 = vzip1_u8(v0, v1);
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const uint8x8_t vx_1 = vzip2_u8(v0, v1);
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// // Interleave and combine
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// const uint8x8_t vx_0 = vzip1_u8(v0, v1);
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// const uint8x8_t vx_1 = vzip2_u8(v0, v1);
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const uint8x16_t vq = vcombine_u8(vx_0, vx_1);
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// const uint8x16_t vq = vcombine_u8(vx_0, vx_1);
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// convert to 2x uint16x8_t
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const uint16x8_t vi_0 = vmovl_s8(vget_low_u8 (vq));
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const uint16x8_t vi_1 = vmovl_s8(vget_high_u8(vq));
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// // convert to 2x uint16x8_t
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// const uint16x8_t vi_0 = vmovl_s8(vget_low_u8 (vq));
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// const uint16x8_t vi_1 = vmovl_s8(vget_high_u8(vq));
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// convert to 4x float32x4_t
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const float32x4_t vf_0 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_0)));
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const float32x4_t vf_1 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_0)));
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const float32x4_t vf_2 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_1)));
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const float32x4_t vf_3 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_1)));
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// // convert to 4x float32x4_t
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// const float32x4_t vf_0 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_0)));
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// const float32x4_t vf_1 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_0)));
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// const float32x4_t vf_2 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_1)));
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// const float32x4_t vf_3 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_1)));
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// multiply by d and add m
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const float32x4_t r0 = vmlaq_f32(vm, vf_0, vd);
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const float32x4_t r1 = vmlaq_f32(vm, vf_1, vd);
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const float32x4_t r2 = vmlaq_f32(vm, vf_2, vd);
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const float32x4_t r3 = vmlaq_f32(vm, vf_3, vd);
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// // multiply by d and add m
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// const float32x4_t r0 = vmlaq_f32(vm, vf_0, vd);
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// const float32x4_t r1 = vmlaq_f32(vm, vf_1, vd);
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// const float32x4_t r2 = vmlaq_f32(vm, vf_2, vd);
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// const float32x4_t r3 = vmlaq_f32(vm, vf_3, vd);
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// Store
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vst1q_f32(y + i*QK + l + 0, r0);
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vst1q_f32(y + i*QK + l + 4, r1);
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vst1q_f32(y + i*QK + l + 8, r2);
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vst1q_f32(y + i*QK + l + 12, r3);
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}
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}
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// // Store
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// vst1q_f32(y + i*QK + l + 0, r0);
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// vst1q_f32(y + i*QK + l + 4, r1);
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// vst1q_f32(y + i*QK + l + 8, r2);
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// vst1q_f32(y + i*QK + l + 12, r3);
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// }
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// }
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#else
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for (int i = 0; i < nb; i++) {
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const float d = x[i].d;
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@ -1276,56 +1276,56 @@ static void dequantize_row_q4_1_o(const void * restrict vx, float * restrict y,
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// Restore the outlier
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y[i * QK + x[i].outlier_index] = ggml_rwkv_half_to_float_reference(x[i].outlier_value);
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}
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#elif defined(__ARM_NEON)
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for (int i = 0; i < nb; i++) {
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const float x_d = ggml_rwkv_half_to_float_reference(x[i].d);
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const float x_m = ggml_rwkv_half_to_float_reference(x[i].m);
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// #elif defined(__ARM_NEON)
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// for (int i = 0; i < nb; i++) {
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// const float x_d = ggml_rwkv_half_to_float_reference(x[i].d);
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// const float x_m = ggml_rwkv_half_to_float_reference(x[i].m);
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const float32x4_t vd = vdupq_n_f32(x_d);
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const float32x4_t vm = vdupq_n_f32(x_m);
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// const float32x4_t vd = vdupq_n_f32(x_d);
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// const float32x4_t vm = vdupq_n_f32(x_m);
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const uint8_t * restrict pp = x[i].qs;
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// const uint8_t * restrict pp = x[i].qs;
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for (int l = 0; l < QK; l += 16) {
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// Load 16x4-bit integers into 8x8-bit integers
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const uint8x8_t v8 = vld1_u8(pp + l/2);
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// for (int l = 0; l < QK; l += 16) {
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// // Load 16x4-bit integers into 8x8-bit integers
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// const uint8x8_t v8 = vld1_u8(pp + l/2);
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// Expand 4-bit qs to 8-bit bytes
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const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f));
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const uint8x8_t v1 = vshr_n_u8(v8, 4);
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// // Expand 4-bit qs to 8-bit bytes
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// const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f));
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// const uint8x8_t v1 = vshr_n_u8(v8, 4);
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// Interleave and combine
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const uint8x8_t vx_0 = vzip1_u8(v0, v1);
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const uint8x8_t vx_1 = vzip2_u8(v0, v1);
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// // Interleave and combine
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// const uint8x8_t vx_0 = vzip1_u8(v0, v1);
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// const uint8x8_t vx_1 = vzip2_u8(v0, v1);
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const uint8x16_t vq = vcombine_u8(vx_0, vx_1);
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// const uint8x16_t vq = vcombine_u8(vx_0, vx_1);
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// convert to 2x uint16x8_t
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const uint16x8_t vi_0 = vmovl_s8(vget_low_u8 (vq));
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const uint16x8_t vi_1 = vmovl_s8(vget_high_u8(vq));
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// // convert to 2x uint16x8_t
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// const uint16x8_t vi_0 = vmovl_s8(vget_low_u8 (vq));
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// const uint16x8_t vi_1 = vmovl_s8(vget_high_u8(vq));
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// convert to 4x float32x4_t
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const float32x4_t vf_0 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_0)));
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const float32x4_t vf_1 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_0)));
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const float32x4_t vf_2 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_1)));
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const float32x4_t vf_3 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_1)));
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// // convert to 4x float32x4_t
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// const float32x4_t vf_0 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_0)));
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// const float32x4_t vf_1 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_0)));
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// const float32x4_t vf_2 = vcvtq_f32_u32(vmovl_u16(vget_low_u16 (vi_1)));
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// const float32x4_t vf_3 = vcvtq_f32_u32(vmovl_u16(vget_high_u16(vi_1)));
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// multiply by d and add m
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const float32x4_t r0 = vmlaq_f32(vm, vf_0, vd);
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const float32x4_t r1 = vmlaq_f32(vm, vf_1, vd);
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const float32x4_t r2 = vmlaq_f32(vm, vf_2, vd);
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const float32x4_t r3 = vmlaq_f32(vm, vf_3, vd);
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// // multiply by d and add m
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// const float32x4_t r0 = vmlaq_f32(vm, vf_0, vd);
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// const float32x4_t r1 = vmlaq_f32(vm, vf_1, vd);
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// const float32x4_t r2 = vmlaq_f32(vm, vf_2, vd);
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// const float32x4_t r3 = vmlaq_f32(vm, vf_3, vd);
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// Store
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vst1q_f32(y + i*QK + l + 0, r0);
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vst1q_f32(y + i*QK + l + 4, r1);
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vst1q_f32(y + i*QK + l + 8, r2);
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vst1q_f32(y + i*QK + l + 12, r3);
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}
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// // Store
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// vst1q_f32(y + i*QK + l + 0, r0);
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// vst1q_f32(y + i*QK + l + 4, r1);
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// vst1q_f32(y + i*QK + l + 8, r2);
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// vst1q_f32(y + i*QK + l + 12, r3);
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// }
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// Restore the outlier
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y[i * QK + x[i].outlier_index] = ggml_rwkv_half_to_float_reference(x[i].outlier_value);
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}
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// // Restore the outlier
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// y[i * QK + x[i].outlier_index] = ggml_rwkv_half_to_float_reference(x[i].outlier_value);
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// }
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#else
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for (int i = 0; i < nb; i++) {
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dequantize_row_q4_1_o_reference_single_block(x + i, y + i * QK);
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