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qwopqwop200 2023-04-13 15:16:39 +09:00 • committed by GitHub
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commit 8b9316be70
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1 changed files with 88 additions and 88 deletions
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ggml.c
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@ -1154,9 +1154,9 @@ static void quantize_row_q4_2(const float * restrict x, void * restrict vy, int
i14 = _mm256_packs_epi32( i14, i15 ); i14 = _mm256_packs_epi32( i14, i15 );
// Convert int16 to int8 // Convert int16 to int8
i0 = _mm256_packs_epi16( i0, i2 ); // 0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27, 4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31 i0 = _mm256_packs_epi16( i0, i2 ); // 0, 1, 2, 3, 8, 9, 10, 11, 16, 17, 18, 19, 24, 25, 26, 27, 4, 5, 6, 7, 12, 13, 14, 15, 20, 21, 22, 23, 28, 29, 30, 31
i4 = _mm256_packs_epi16( i4, i6 ); i4 = _mm256_packs_epi16( i4, i6 );
i8 = _mm256_packs_epi16( i8, i10 ); i8 = _mm256_packs_epi16( i8, i10 );
i12 = _mm256_packs_epi16( i12, i14 ); i12 = _mm256_packs_epi16( i12, i14 );
// We got our precious signed bytes, but the order is now wrong // We got our precious signed bytes, but the order is now wrong
// These AVX2 pack instructions process 16-byte pieces independently // These AVX2 pack instructions process 16-byte pieces independently
@ -1188,8 +1188,8 @@ static void quantize_row_q4_2(const float * restrict x, void * restrict vy, int
for (int l = 0; l < 32; l++) srcv[l] = vld1q_f32(x + i*QK + 4*l); for (int l = 0; l < 32; l++) srcv[l] = vld1q_f32(x + i*QK + 4*l);
for (int l = 0; l < 16; l++) minv[2*l] = vminq_f32(srcv[2*l], srcv[2*l + 1]); for (int l = 0; l < 16; l++) minv[2*l] = vminq_f32(srcv[2*l], srcv[2*l + 1]);
for (int l = 0; l < 8; l++) minv[4*l] = vminq_f32(srcv[4*l], srcv[4*l + 2]); for (int l = 0; l < 8; l++) minv[4*l] = vminq_f32(srcv[4*l], srcv[4*l + 2]);
for (int l = 0; l < 4; l++) minv[8*l] = vminq_f32(srcv[8*l], srcv[8*l + 4]); for (int l = 0; l < 4; l++) minv[8*l] = vminq_f32(srcv[8*l], srcv[8*l + 4]);
for (int l = 0; l < 2; l++) minv[16*l] = vminq_f32(minv[16*l], minv[16*l + 8]); for (int l = 0; l < 2; l++) minv[16*l] = vminq_f32(minv[16*l], minv[16*l + 8]);
for (int l = 0; l < 1; l++) minv[32*l] = vminq_f32(minv[32*l], minv[32*l + 16]); for (int l = 0; l < 1; l++) minv[32*l] = vminq_f32(minv[32*l], minv[32*l + 16]);
@ -2731,46 +2731,46 @@ static void ggml_vec_dot_q4_2(const int n, float * restrict s, const void * rest
const __m256 scale_1 = _mm256_mul_ps( m0v, d1v ); const __m256 scale_1 = _mm256_mul_ps( m0v, d1v );
const __m256 cross_scales = _mm256_blend_ps( scale_0, scale_1, 0xAA /* 0b10101010 */ ); const __m256 cross_scales = _mm256_blend_ps( scale_0, scale_1, 0xAA /* 0b10101010 */ );
const uint8_t * restrict x_pp = x[i].qs; const uint8_t * restrict x_pp = x[i].qs;
const uint8_t * restrict y_pp = y[i].qs; const uint8_t * restrict y_pp = y[i].qs;
// Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes // Load 16 bytes, and unpack 4 bit fields into bytes, making 32 bytes
for (int l = 0; l < QK128; l += 32) { for (int l = 0; l < QK128; l += 32) {
__m256i bx = bytesFromNibbles( x_pp + l/2); __m256i bx = bytesFromNibbles( x_pp + l/2);
__m256i by = bytesFromNibbles( y_pp + l/2); __m256i by = bytesFromNibbles( y_pp + l/2);
// Now we have a vector with bytes in [ 0 .. 15 ] interval. // Now we have a vector with bytes in [ 0 .. 15 ] interval.
// Sign-extend first 16 signed bytes into int16_t // Sign-extend first 16 signed bytes into int16_t
__m256i x16 = _mm256_cvtepi8_epi16( _mm256_castsi256_si128( bx ) ); __m256i x16 = _mm256_cvtepi8_epi16( _mm256_castsi256_si128( bx ) );
__m256i y16 = _mm256_cvtepi8_epi16( _mm256_castsi256_si128( by ) ); __m256i y16 = _mm256_cvtepi8_epi16( _mm256_castsi256_si128( by ) );
// Compute products of int16_t integers, add pairwise // Compute products of int16_t integers, add pairwise
__m256i i32 = _mm256_madd_epi16( x16, y16 ); __m256i i32 = _mm256_madd_epi16( x16, y16 );
// Sign-extend last 16 signed bytes into int16_t vectors // Sign-extend last 16 signed bytes into int16_t vectors
__m256i x16_h = _mm256_cvtepi8_epi16( _mm256_extracti128_si256( bx, 1 ) ); __m256i x16_h = _mm256_cvtepi8_epi16( _mm256_extracti128_si256( bx, 1 ) );
__m256i y16_h = _mm256_cvtepi8_epi16( _mm256_extracti128_si256( by, 1 ) ); __m256i y16_h = _mm256_cvtepi8_epi16( _mm256_extracti128_si256( by, 1 ) );
// Accumulate products of int16_t integers // Accumulate products of int16_t integers
i32 = _mm256_add_epi32( i32, _mm256_madd_epi16( x16_h, y16_h ) ); i32 = _mm256_add_epi32( i32, _mm256_madd_epi16( x16_h, y16_h ) );
// compute sums of unsigned bytes in bx, by in blocks of 8. // compute sums of unsigned bytes in bx, by in blocks of 8.
// This results in a layout like X100 0000 X200 0000 X300 0000 X400 0000, // This results in a layout like X100 0000 X200 0000 X300 0000 X400 0000,
// which we then interleave as X100 Y100 X200 Y200 X300 Y300 X400 Y400. // which we then interleave as X100 Y100 X200 Y200 X300 Y300 X400 Y400.
// so if we then cast to 8 singles, we get 8 floats like [ x0_7, y0_7, x8_15, y8_15, x16_23, y16_23, x24_31, y24_31 ] // so if we then cast to 8 singles, we get 8 floats like [ x0_7, y0_7, x8_15, y8_15, x16_23, y16_23, x24_31, y24_31 ]
__m256i xsumi = _mm256_sad_epu8( bx, _mm256_setzero_si256() ); __m256i xsumi = _mm256_sad_epu8( bx, _mm256_setzero_si256() );
__m256i ysumi = _mm256_sad_epu8( by, _mm256_setzero_si256() ); __m256i ysumi = _mm256_sad_epu8( by, _mm256_setzero_si256() );
__m256i sumsi = _mm256_or_si256( xsumi, _mm256_slli_si256( ysumi, 4 ) ); __m256i sumsi = _mm256_or_si256( xsumi, _mm256_slli_si256( ysumi, 4 ) );
__m256 sums = _mm256_cvtepi32_ps( sumsi ); __m256 sums = _mm256_cvtepi32_ps( sumsi );
// Convert int32_t to float // Convert int32_t to float
__m256 p = _mm256_cvtepi32_ps( i32 ); __m256 p = _mm256_cvtepi32_ps( i32 );
// Apply the scale, and accumulate // Apply the scale, and accumulate
// acc += d0*d1*x*y + d0*m1*x + d1*m0*y // acc += d0*d1*x*y + d0*m1*x + d1*m0*y
acc = _mm256_fmadd_ps( scale_01, p, acc ); acc = _mm256_fmadd_ps( scale_01, p, acc );
acc = _mm256_fmadd_ps( cross_scales, sums, acc ); acc = _mm256_fmadd_ps( cross_scales, sums, acc );
} }
// acc_offset += m0*m1 (for each entry in the block) // acc_offset += m0*m1 (for each entry in the block)
acc_offset += (*m0)*(*m1); acc_offset += (*m0)*(*m1);
} }
// Return horizontal sum of the acc vector // Return horizontal sum of the acc vector
@ -2792,35 +2792,35 @@ static void ggml_vec_dot_q4_2(const int n, float * restrict s, const void * rest
const uint8x16_t m4b = vdupq_n_u8(0xf); const uint8x16_t m4b = vdupq_n_u8(0xf);
const uint8_t * restrict x_pp = x0->qs; const uint8_t * restrict x_pp = x0->qs;
const uint8_t * restrict y_pp = x0->qs; const uint8_t * restrict y_pp = x0->qs;
for (int l = 0; l < QK128; l += 32) { for (int l = 0; l < QK128; l += 32) {
const uint8x16_t v0_0 = vld1q_u8(x_pp + l/2); const uint8x16_t v0_0 = vld1q_u8(x_pp + l/2);
const uint8x16_t v1_0 = vld1q_u8(y_pp + l/2); const uint8x16_t v1_0 = vld1q_u8(y_pp + l/2);
// and with 0xf // and with 0xf
const uint8x16_t v0_0l = vandq_u8(v0_0, m4b); const uint8x16_t v0_0l = vandq_u8(v0_0, m4b);
const uint8x16_t v1_0l = vandq_u8(v1_0, m4b); const uint8x16_t v1_0l = vandq_u8(v1_0, m4b);
const uint8x16_t v0_0h = vshrq_n_u8(v0_0, 4); const uint8x16_t v0_0h = vshrq_n_u8(v0_0, 4);
const uint8x16_t v1_0h = vshrq_n_u8(v1_0, 4); const uint8x16_t v1_0h = vshrq_n_u8(v1_0, 4);
// dot product into uint16x8_t // dot product into uint16x8_t
const uint16x8_t pl0l = vmull_u8(vget_low_u8 (v0_0l), vget_low_u8 (v1_0l)); const uint16x8_t pl0l = vmull_u8(vget_low_u8 (v0_0l), vget_low_u8 (v1_0l));
const uint16x8_t pl0h = vmull_u8(vget_high_u8(v0_0l), vget_high_u8(v1_0l)); const uint16x8_t pl0h = vmull_u8(vget_high_u8(v0_0l), vget_high_u8(v1_0l));
const uint16x8_t ph0l = vmull_u8(vget_low_u8 (v0_0h), vget_low_u8 (v1_0h)); const uint16x8_t ph0l = vmull_u8(vget_low_u8 (v0_0h), vget_low_u8 (v1_0h));
const uint16x8_t ph0h = vmull_u8(vget_high_u8(v0_0h), vget_high_u8(v1_0h)); const uint16x8_t ph0h = vmull_u8(vget_high_u8(v0_0h), vget_high_u8(v1_0h));
const uint16x8_t pl0 = vaddq_u16(pl0l, pl0h); const uint16x8_t pl0 = vaddq_u16(pl0l, pl0h);
const uint16x8_t ph0 = vaddq_u16(ph0l, ph0h); const uint16x8_t ph0 = vaddq_u16(ph0l, ph0h);
sum00 += x0->m*y0->m; sum00 += x0->m*y0->m;
sum01 += y0->m*x0->d*(vaddvq_u8(v0_0l) + vaddvq_u8(v0_0h)); sum01 += y0->m*x0->d*(vaddvq_u8(v0_0l) + vaddvq_u8(v0_0h));
sum10 += x0->m*y0->d*(vaddvq_u8(v1_0l) + vaddvq_u8(v1_0h)); sum10 += x0->m*y0->d*(vaddvq_u8(v1_0l) + vaddvq_u8(v1_0h));
sum11 += x0->d*y0->d*vaddvq_u16(vaddq_u16(pl0, ph0)); sum11 += x0->d*y0->d*vaddvq_u16(vaddq_u16(pl0, ph0));
} }
} }
sumf = QK128*sum00 + sum01 + sum10 + sum11; sumf = QK128*sum00 + sum01 + sum10 + sum11;
@ -3100,7 +3100,7 @@ static const int GGML_BLCK_SIZE[GGML_TYPE_COUNT] = {
[GGML_TYPE_F16] = 1, [GGML_TYPE_F16] = 1,
[GGML_TYPE_Q4_0] = QK, [GGML_TYPE_Q4_0] = QK,
[GGML_TYPE_Q4_1] = QK, [GGML_TYPE_Q4_1] = QK,
[GGML_TYPE_Q4_2] = QK128, [GGML_TYPE_Q4_2] = QK128,
[GGML_TYPE_I8] = 1, [GGML_TYPE_I8] = 1,
[GGML_TYPE_I16] = 1, [GGML_TYPE_I16] = 1,
[GGML_TYPE_I32] = 1, [GGML_TYPE_I32] = 1,
@ -3111,7 +3111,7 @@ static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
[GGML_TYPE_F16] = sizeof(ggml_fp16_t), [GGML_TYPE_F16] = sizeof(ggml_fp16_t),
[GGML_TYPE_Q4_0] = sizeof(block_q4_0), [GGML_TYPE_Q4_0] = sizeof(block_q4_0),
[GGML_TYPE_Q4_1] = sizeof(block_q4_1), [GGML_TYPE_Q4_1] = sizeof(block_q4_1),
[GGML_TYPE_Q4_2] = sizeof(block_q4_2), [GGML_TYPE_Q4_2] = sizeof(block_q4_2),
[GGML_TYPE_I8] = sizeof(int8_t), [GGML_TYPE_I8] = sizeof(int8_t),
[GGML_TYPE_I16] = sizeof(int16_t), [GGML_TYPE_I16] = sizeof(int16_t),
[GGML_TYPE_I32] = sizeof(int32_t), [GGML_TYPE_I32] = sizeof(int32_t),
@ -5789,7 +5789,7 @@ static void ggml_compute_forward_dup(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -5871,7 +5871,7 @@ static void ggml_compute_forward_add(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -5924,7 +5924,7 @@ static void ggml_compute_forward_sub(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -5977,7 +5977,7 @@ static void ggml_compute_forward_mul(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6030,7 +6030,7 @@ static void ggml_compute_forward_div(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6079,7 +6079,7 @@ static void ggml_compute_forward_sqr(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6128,7 +6128,7 @@ static void ggml_compute_forward_sqrt(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6187,7 +6187,7 @@ static void ggml_compute_forward_sum(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6265,7 +6265,7 @@ static void ggml_compute_forward_mean(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6330,7 +6330,7 @@ static void ggml_compute_forward_repeat(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6379,7 +6379,7 @@ static void ggml_compute_forward_abs(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6428,7 +6428,7 @@ static void ggml_compute_forward_sgn(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6477,7 +6477,7 @@ static void ggml_compute_forward_neg(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6526,7 +6526,7 @@ static void ggml_compute_forward_step(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6575,7 +6575,7 @@ static void ggml_compute_forward_relu(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6641,7 +6641,7 @@ static void ggml_compute_forward_gelu(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6709,7 +6709,7 @@ static void ggml_compute_forward_silu(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -6877,7 +6877,7 @@ static void ggml_compute_forward_rms_norm(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -7619,7 +7619,7 @@ static void ggml_compute_forward_scale(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -7878,7 +7878,7 @@ static void ggml_compute_forward_diag_mask_inf(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -7973,7 +7973,7 @@ static void ggml_compute_forward_soft_max(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -8149,7 +8149,7 @@ static void ggml_compute_forward_rope(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -8418,7 +8418,7 @@ static void ggml_compute_forward_conv_1d_1s(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -8687,7 +8687,7 @@ static void ggml_compute_forward_conv_1d_2s(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -9173,7 +9173,7 @@ static void ggml_compute_forward_flash_attn(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32:
@ -9385,7 +9385,7 @@ static void ggml_compute_forward_flash_ff(
} break; } break;
case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_0:
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_I8: case GGML_TYPE_I8:
case GGML_TYPE_I16: case GGML_TYPE_I16:
case GGML_TYPE_I32: case GGML_TYPE_I32: