ggml : adding Q5_0 mode
This commit is contained in:
Georgi Gerganov
parent
b9c43584f6
commit
8e936ad0cd
6 changed files with 340 additions and 7 deletions
42
ggml-cuda.cu
42
ggml-cuda.cu
|
|
@ -37,6 +37,14 @@ typedef struct {
|
|||
} block_q4_3;
|
||||
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding");
|
||||
|
||||
#define QK5_0 32
|
||||
typedef struct {
|
||||
__half d; // delta
|
||||
uint8_t qh[4]; // 5-th bit of quants
|
||||
uint8_t qs[QK5_0 / 2]; // nibbles / quants
|
||||
} block_q5_0;
|
||||
static_assert(sizeof(block_q5_0) == sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");
|
||||
|
||||
#define QK5_1 32
|
||||
typedef struct {
|
||||
__half d; // delta
|
||||
|
|
@ -147,6 +155,35 @@ static __global__ void dequantize_block_q4_3(const void * vx, float * y) {
|
|||
}
|
||||
}
|
||||
|
||||
static __global__ void dequantize_block_q5_0(const void * vx, float * y) {
|
||||
const block_q5_0 * x = (const block_q5_0 *) vx;
|
||||
|
||||
const int i = blockIdx.x;
|
||||
|
||||
const float d = x[i].d;
|
||||
|
||||
const uint8_t * pp = x[i].qs;
|
||||
|
||||
uint32_t qh;
|
||||
memcpy(&qh, x[i].qh, sizeof(qh));
|
||||
|
||||
for (int l = 0; l < QK5_0; l += 2) {
|
||||
const uint8_t vi = pp[l/2];
|
||||
|
||||
const int8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
|
||||
const int8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
|
||||
|
||||
const int8_t vi0 = ((vi & 0xf) | vh0);
|
||||
const int8_t vi1 = ((vi >> 4) | vh1);
|
||||
|
||||
const float v0 = (vi0 - 16)*d;
|
||||
const float v1 = (vi1 - 16)*d;
|
||||
|
||||
y[i*QK5_0 + l + 0] = v0;
|
||||
y[i*QK5_0 + l + 1] = v1;
|
||||
}
|
||||
}
|
||||
|
||||
static __global__ void dequantize_block_q5_1(const void * vx, float * y) {
|
||||
const block_q5_1 * x = (const block_q5_1 *) vx;
|
||||
|
||||
|
|
@ -212,6 +249,11 @@ void dequantize_row_q4_3_cuda(const void * vx, float * y, int k, cudaStream_t st
|
|||
dequantize_block_q4_3<<<nb, 1, 0, stream>>>(vx, y);
|
||||
}
|
||||
|
||||
void dequantize_row_q5_0_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
|
||||
const int nb = k / QK5_0;
|
||||
dequantize_block_q5_0<<<nb, 1, 0, stream>>>(vx, y);
|
||||
}
|
||||
|
||||
void dequantize_row_q5_1_cuda(const void * vx, float * y, int k, cudaStream_t stream) {
|
||||
const int nb = k / QK5_1;
|
||||
dequantize_block_q5_1<<<nb, 1, 0, stream>>>(vx, y);
|
||||
|
|
|
|||
|
|
@ -35,6 +35,7 @@ void dequantize_row_q4_0_cuda(const void * vx, float * y, int k, cudaStream_t st
|
|||
void dequantize_row_q4_1_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
void dequantize_row_q4_2_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
void dequantize_row_q4_3_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
void dequantize_row_q5_0_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
void dequantize_row_q5_1_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
void dequantize_row_q8_0_cuda(const void * vx, float * y, int k, cudaStream_t stream);
|
||||
|
||||
|
|
|
|||
291
ggml.c
291
ggml.c
|
|
@ -676,6 +676,14 @@ typedef struct {
|
|||
} block_q4_3;
|
||||
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding");
|
||||
|
||||
#define QK5_0 32
|
||||
typedef struct {
|
||||
ggml_fp16_t d; // delta
|
||||
uint8_t qh[4]; // 5-th bit of quants
|
||||
uint8_t qs[QK5_0 / 2]; // nibbles / quants
|
||||
} block_q5_0;
|
||||
static_assert(sizeof(block_q5_0) == sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_0 / 2, "wrong q5_0 block size/padding");
|
||||
|
||||
#define QK5_1 32
|
||||
typedef struct {
|
||||
ggml_fp16_t d; // delta
|
||||
|
|
@ -1300,6 +1308,55 @@ static void quantize_row_q4_3(const float * restrict x, void * restrict vy, int
|
|||
quantize_row_q4_3_reference(x, y, k);
|
||||
}
|
||||
|
||||
static void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict y, int k) {
|
||||
assert(k % QK5_0 == 0);
|
||||
const int nb = k / QK5_0;
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
float amax = 0.0f; // absolute max
|
||||
float max = 0.0f;
|
||||
|
||||
for (int l = 0; l < QK5_0; l++) {
|
||||
const float v = x[i*QK5_0 + l];
|
||||
if (amax < fabsf(v)) {
|
||||
amax = fabsf(v);
|
||||
max = v;
|
||||
}
|
||||
}
|
||||
|
||||
const float d = max / -16;
|
||||
const float id = d ? 1.0f/d : 0.0f;
|
||||
|
||||
y[i].d = GGML_FP32_TO_FP16(d);
|
||||
|
||||
uint32_t qh = 0;
|
||||
|
||||
for (int l = 0; l < QK5_0; l += 2) {
|
||||
const float v0 = x[i*QK5_0 + l + 0]*id;
|
||||
const float v1 = x[i*QK5_0 + l + 1]*id;
|
||||
|
||||
const uint32_t vi0 = MIN(31, (int) (v0 + 16.5f));
|
||||
const uint32_t vi1 = MIN(31, (int) (v1 + 16.5f));
|
||||
|
||||
y[i].qs[l/2] = (vi0 & 0x0F) | ((vi1 & 0x0F) << 4);
|
||||
|
||||
// get the 5-th bit and store it in qh at the right position
|
||||
qh |= ((vi0 & 0x10) >> 4) << (l + 0);
|
||||
qh |= ((vi1 & 0x10) >> 4) << (l + 1);
|
||||
}
|
||||
|
||||
memcpy(&y[i].qh, &qh, sizeof(y[i].qh));
|
||||
}
|
||||
}
|
||||
|
||||
static void quantize_row_q5_0(const float * restrict x, void * restrict vy, int k) {
|
||||
assert(k % QK5_0 == 0);
|
||||
|
||||
block_q5_0 * restrict y = vy;
|
||||
|
||||
quantize_row_q5_0_reference(x, y, k);
|
||||
}
|
||||
|
||||
static void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict y, int k) {
|
||||
assert(k % QK5_1 == 0);
|
||||
const int nb = k / QK5_1;
|
||||
|
|
@ -1861,6 +1918,42 @@ static void dequantize_row_q4_3(const void * restrict vx, float * restrict y, in
|
|||
}
|
||||
}
|
||||
|
||||
static void dequantize_row_q5_0(const void * restrict vx, float * restrict y, int k) {
|
||||
assert(k % QK5_0 == 0);
|
||||
const int nb = k / QK5_0;
|
||||
|
||||
const block_q5_0 * restrict x = vx;
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
const float d = GGML_FP16_TO_FP32(x[i].d);
|
||||
|
||||
const uint8_t * restrict pp = x[i].qs;
|
||||
|
||||
uint32_t qh;
|
||||
memcpy(&qh, x[i].qh, sizeof(qh));
|
||||
|
||||
for (int l = 0; l < QK5_0; l += 2) {
|
||||
const uint8_t vi = pp[l/2];
|
||||
|
||||
// extract the 5-th bit from qh
|
||||
const uint8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
|
||||
const uint8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
|
||||
|
||||
const int8_t vi0 = (vi & 0x0F) | vh0;
|
||||
const int8_t vi1 = (vi >> 4) | vh1;
|
||||
|
||||
const float v0 = (vi0 - 16)*d;
|
||||
const float v1 = (vi1 - 16)*d;
|
||||
|
||||
y[i*QK5_0 + l + 0] = v0;
|
||||
y[i*QK5_0 + l + 1] = v1;
|
||||
|
||||
assert(!isnan(y[i*QK5_0 + l + 0]));
|
||||
assert(!isnan(y[i*QK5_0 + l + 1]));
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
static void dequantize_row_q5_1(const void * restrict vx, float * restrict y, int k) {
|
||||
assert(k % QK5_1 == 0);
|
||||
const int nb = k / QK5_1;
|
||||
|
|
@ -1918,6 +2011,7 @@ static void ggml_vec_dot_q4_0_q8_0(const int n, float * restrict s, const void *
|
|||
static void ggml_vec_dot_q4_1_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
static void ggml_vec_dot_q4_2_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
static void ggml_vec_dot_q4_3_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
static void ggml_vec_dot_q5_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
static void ggml_vec_dot_q5_1_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
static void ggml_vec_dot_q8_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
|
||||
|
||||
|
|
@ -1954,6 +2048,14 @@ static const quantize_fns_t quantize_fns[GGML_TYPE_COUNT] = {
|
|||
.vec_dot_q = ggml_vec_dot_q4_3_q8_1,
|
||||
.vec_dot_type = GGML_TYPE_Q8_1,
|
||||
},
|
||||
[GGML_TYPE_Q5_0] = {
|
||||
.dequantize_row_q = dequantize_row_q5_0,
|
||||
.quantize_row_q = quantize_row_q5_0,
|
||||
.quantize_row_q_reference = (quantize_row_q_t) quantize_row_q5_0_reference,
|
||||
.quantize_row_q_dot = quantize_row_q8_0,
|
||||
.vec_dot_q = ggml_vec_dot_q5_0_q8_0,
|
||||
.vec_dot_type = GGML_TYPE_Q8_0,
|
||||
},
|
||||
[GGML_TYPE_Q5_1] = {
|
||||
.dequantize_row_q = dequantize_row_q5_1,
|
||||
.quantize_row_q = quantize_row_q5_1,
|
||||
|
|
@ -3169,6 +3271,141 @@ static void ggml_vec_dot_q4_3_q8_1(const int n, float * restrict s, const void *
|
|||
#endif
|
||||
}
|
||||
|
||||
static void ggml_vec_dot_q5_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy) {
|
||||
const int nb = n / QK8_0;
|
||||
|
||||
assert(n % QK8_0 == 0);
|
||||
assert(nb % 2 == 0);
|
||||
assert(QK8_0 == QK5_0);
|
||||
|
||||
const block_q5_0 * restrict x = vx;
|
||||
const block_q8_0 * restrict y = vy;
|
||||
|
||||
#if defined(__ARM_NEON)
|
||||
float32x4_t sumv = vdupq_n_f32(0.0f);
|
||||
|
||||
uint64_t tmp[4];
|
||||
|
||||
for (int i = 0; i < nb; ++i) {
|
||||
const block_q5_0 * restrict x0 = &x[i];
|
||||
const block_q8_0 * restrict y0 = &y[i];
|
||||
|
||||
const uint8x16_t m4b = vdupq_n_u8(0x0F);
|
||||
const int8x16_t s16b = vdupq_n_s8(0x10);
|
||||
|
||||
// extract the 5th bit
|
||||
uint32_t qh;
|
||||
memcpy(&qh, x0->qh, sizeof(qh));
|
||||
|
||||
tmp[0] = table_b2b[(qh >> 0) & 0xFF];
|
||||
tmp[1] = table_b2b[(qh >> 8) & 0xFF];
|
||||
tmp[2] = table_b2b[(qh >> 16) & 0xFF];
|
||||
tmp[3] = table_b2b[(qh >> 24) ];
|
||||
|
||||
const int8x16_t qhl = vld1q_s8((const int8_t *)(tmp + 0));
|
||||
const int8x16_t qhh = vld1q_s8((const int8_t *)(tmp + 2));
|
||||
|
||||
const uint8x16_t v0 = vld1q_u8(x0->qs);
|
||||
|
||||
// 4-bit -> 8-bit
|
||||
const int8x16_t v0l = vreinterpretq_s8_u8(vandq_u8 (v0, m4b));
|
||||
const int8x16_t v0h = vreinterpretq_s8_u8(vshrq_n_u8(v0, 4));
|
||||
|
||||
// interleave
|
||||
const int8x16_t v0lz = vzip1q_s8(v0l, v0h);
|
||||
const int8x16_t v0hz = vzip2q_s8(v0l, v0h);
|
||||
|
||||
// add high bit and sub 16
|
||||
const int8x16_t v0lf = vsubq_s8(vorrq_s8(v0lz, qhl), s16b);
|
||||
const int8x16_t v0hf = vsubq_s8(vorrq_s8(v0hz, qhh), s16b);
|
||||
|
||||
// load y
|
||||
const int8x16_t v1l = vld1q_s8(y0->qs);
|
||||
const int8x16_t v1h = vld1q_s8(y0->qs + 16);
|
||||
|
||||
const float x0d = GGML_FP16_TO_FP32(x0->d);
|
||||
|
||||
#if defined(__ARM_FEATURE_DOTPROD)
|
||||
sumv = vmlaq_n_f32(sumv, vcvtq_f32_s32(vaddq_s32(
|
||||
vdotq_s32(vdupq_n_s32(0), v0lf, v1l),
|
||||
vdotq_s32(vdupq_n_s32(0), v0hf, v1h))), x0d*y0->d);
|
||||
#else
|
||||
const int16x8_t pl0l = vmull_s8(vget_low_s8 (v0lf), vget_low_s8 (v1l));
|
||||
const int16x8_t pl0h = vmull_s8(vget_high_s8(v0lf), vget_high_s8(v1l));
|
||||
const int16x8_t ph0l = vmull_s8(vget_low_s8 (v0hf), vget_low_s8 (v1h));
|
||||
const int16x8_t ph0h = vmull_s8(vget_high_s8(v0hf), vget_high_s8(v1h));
|
||||
|
||||
const int32x4_t pl0 = vaddq_s32(vpaddlq_s16(pl0l), vpaddlq_s16(pl0h));
|
||||
const int32x4_t ph0 = vaddq_s32(vpaddlq_s16(ph0l), vpaddlq_s16(ph0h));
|
||||
|
||||
sumv = vmlaq_n_f32(sumv, vcvtq_f32_s32(vaddq_s32(pl0, ph0)), x0d*y0->d);
|
||||
#endif
|
||||
}
|
||||
|
||||
*s = vaddvq_f32(sumv);
|
||||
#elif defined(__AVX2__)
|
||||
// Initialize accumulator with zeros
|
||||
__m256 acc = _mm256_setzero_ps();
|
||||
|
||||
// Main loop
|
||||
for (int i = 0; i < nb; i++) {
|
||||
/* Compute combined scale for the block */
|
||||
const __m128 d0 = _mm_set1_ps(GGML_FP16_TO_FP32(x[2*i + 0].d));
|
||||
const __m128 d1 = _mm_set1_ps(GGML_FP16_TO_FP32(x[2*i + 1].d));
|
||||
const __m256 d = _mm256_mul_ps(_mm256_set_m128(d1, d0), _mm256_broadcast_ss(&y[i].d));
|
||||
|
||||
__m128i bx0 = bytes_from_nibbles_16(x[2*i + 0].qs);
|
||||
__m128i bx1 = bytes_from_nibbles_16(x[2*i + 1].qs);
|
||||
__m256i bx = _mm256_set_m128i(bx1, bx0);
|
||||
|
||||
// Now we have a vector with bytes in [ 0 .. 15 ] interval. Offset them into [ -8 .. +7 ] interval.
|
||||
const __m256i off = _mm256_set1_epi8(8);
|
||||
bx = _mm256_sub_epi8(bx, off);
|
||||
|
||||
__m256i by = _mm256_loadu_si256((const __m256i *)y[i].qs);
|
||||
|
||||
const __m256 q = mul_sum_i8_pairs_float(bx, by);
|
||||
|
||||
/* Multiply q with scale and accumulate */
|
||||
acc = _mm256_fmadd_ps(d, q, acc);
|
||||
}
|
||||
|
||||
*s = hsum_float_8(acc);
|
||||
#else
|
||||
// scalar
|
||||
float sumf = 0.0;
|
||||
for (int i = 0; i < nb; i++) {
|
||||
const uint8_t * restrict x0 = x[i].qs;
|
||||
const int8_t * restrict y0 = y[i].qs;
|
||||
|
||||
uint32_t qh;
|
||||
memcpy(&qh, x0->qh, sizeof(qh));
|
||||
|
||||
const float d = GGML_FP16_TO_FP32(x[i].d);
|
||||
|
||||
int sxy = 0;
|
||||
|
||||
for (int j = 0; j < QK8_0/2; j++) {
|
||||
const uint8_t v0 = x0[j];
|
||||
|
||||
const int x0_0h = ((qh & (1 << (2*j + 0))) >> (2*j + 0)) << 4;
|
||||
const int x1_0h = ((qh & (1 << (2*j + 1))) >> (2*j + 1)) << 4;
|
||||
|
||||
const int x0_0 = ((v0 & 0x0F) | x0_0h) - 16;
|
||||
const int x1_0 = ((v0 >> 4) | x1_0h) - 16;
|
||||
|
||||
const int y0_0 = y0[2*j + 0];
|
||||
const int y1_0 = y0[2*j + 1];
|
||||
|
||||
sxy += x0_0*y0_0 + x1_0*y1_0;
|
||||
}
|
||||
|
||||
sumf += (d*sxy)*y[i].d;
|
||||
}
|
||||
*s = sumf;
|
||||
#endif
|
||||
}
|
||||
|
||||
static void ggml_vec_dot_q5_1_q8_1(const int n, float * restrict s, const void * restrict vx, const void * restrict vy) {
|
||||
const int nb = n / QK8_1;
|
||||
|
||||
|
|
@ -3646,6 +3883,7 @@ static const int GGML_BLCK_SIZE[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_Q4_1] = QK4_1,
|
||||
[GGML_TYPE_Q4_2] = QK4_2,
|
||||
[GGML_TYPE_Q4_3] = QK4_3,
|
||||
[GGML_TYPE_Q5_0] = QK5_0,
|
||||
[GGML_TYPE_Q5_1] = QK5_1,
|
||||
[GGML_TYPE_Q8_0] = QK8_0,
|
||||
[GGML_TYPE_Q8_1] = QK8_1,
|
||||
|
|
@ -3653,7 +3891,7 @@ static const int GGML_BLCK_SIZE[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_I16] = 1,
|
||||
[GGML_TYPE_I32] = 1,
|
||||
};
|
||||
static_assert(GGML_TYPE_COUNT == 12, "GGML_BLCK_SIZE is outdated");
|
||||
static_assert(GGML_TYPE_COUNT == 13, "GGML_BLCK_SIZE is outdated");
|
||||
|
||||
static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
|
||||
[GGML_TYPE_F32] = sizeof(float),
|
||||
|
|
@ -3662,6 +3900,7 @@ static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_Q4_1] = sizeof(block_q4_1),
|
||||
[GGML_TYPE_Q4_2] = sizeof(block_q4_2),
|
||||
[GGML_TYPE_Q4_3] = sizeof(block_q4_3),
|
||||
[GGML_TYPE_Q5_0] = sizeof(block_q5_0),
|
||||
[GGML_TYPE_Q5_1] = sizeof(block_q5_1),
|
||||
[GGML_TYPE_Q8_0] = sizeof(block_q8_0),
|
||||
[GGML_TYPE_Q8_1] = sizeof(block_q8_1),
|
||||
|
|
@ -3669,7 +3908,7 @@ static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_I16] = sizeof(int16_t),
|
||||
[GGML_TYPE_I32] = sizeof(int32_t),
|
||||
};
|
||||
static_assert(GGML_TYPE_COUNT == 12, "GGML_TYPE_SIZE is outdated");
|
||||
static_assert(GGML_TYPE_COUNT == 13, "GGML_TYPE_SIZE is outdated");
|
||||
|
||||
|
||||
static const char * GGML_TYPE_NAME[GGML_TYPE_COUNT] = {
|
||||
|
|
@ -3679,6 +3918,7 @@ static const char * GGML_TYPE_NAME[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_Q4_1] = "q4_1",
|
||||
[GGML_TYPE_Q4_2] = "q4_2",
|
||||
[GGML_TYPE_Q4_3] = "q4_3",
|
||||
[GGML_TYPE_Q5_0] = "q5_0",
|
||||
[GGML_TYPE_Q5_1] = "q5_1",
|
||||
[GGML_TYPE_Q8_0] = "q8_0",
|
||||
[GGML_TYPE_Q8_1] = "q8_1",
|
||||
|
|
@ -3686,7 +3926,7 @@ static const char * GGML_TYPE_NAME[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_I16] = "i16",
|
||||
[GGML_TYPE_I32] = "i32",
|
||||
};
|
||||
static_assert(GGML_TYPE_COUNT == 12, "GGML_TYPE_NAME is outdated");
|
||||
static_assert(GGML_TYPE_COUNT == 13, "GGML_TYPE_NAME is outdated");
|
||||
|
||||
static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = {
|
||||
[GGML_TYPE_F32] = false,
|
||||
|
|
@ -3695,6 +3935,7 @@ static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_Q4_1] = true,
|
||||
[GGML_TYPE_Q4_2] = true,
|
||||
[GGML_TYPE_Q4_3] = true,
|
||||
[GGML_TYPE_Q5_0] = true,
|
||||
[GGML_TYPE_Q5_1] = true,
|
||||
[GGML_TYPE_Q8_0] = true,
|
||||
[GGML_TYPE_Q8_1] = true,
|
||||
|
|
@ -3702,7 +3943,7 @@ static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = {
|
|||
[GGML_TYPE_I16] = false,
|
||||
[GGML_TYPE_I32] = false,
|
||||
};
|
||||
static_assert(GGML_TYPE_COUNT == 12, "GGML_IS_QUANTIZED is outdated");
|
||||
static_assert(GGML_TYPE_COUNT == 13, "GGML_IS_QUANTIZED is outdated");
|
||||
|
||||
static const char * GGML_OP_LABEL[GGML_OP_COUNT] = {
|
||||
"NONE",
|
||||
|
|
@ -6923,6 +7164,7 @@ static void ggml_compute_forward_add(
|
|||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q4_3:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
{
|
||||
|
|
@ -8412,6 +8654,9 @@ static void ggml_compute_forward_mul_mat_q_f32(
|
|||
else if (type == GGML_TYPE_Q4_3) {
|
||||
dequantize_row_q_cuda = dequantize_row_q4_3_cuda;
|
||||
}
|
||||
else if (type == GGML_TYPE_Q5_0) {
|
||||
dequantize_row_q_cuda = dequantize_row_q5_0_cuda;
|
||||
}
|
||||
else if (type == GGML_TYPE_Q5_1) {
|
||||
dequantize_row_q_cuda = dequantize_row_q5_1_cuda;
|
||||
}
|
||||
|
|
@ -8573,6 +8818,7 @@ static void ggml_compute_forward_mul_mat(
|
|||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q4_3:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
case GGML_TYPE_Q8_1:
|
||||
|
|
@ -8804,6 +9050,7 @@ static void ggml_compute_forward_get_rows(
|
|||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q4_3:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
case GGML_TYPE_Q8_1:
|
||||
|
|
@ -12598,6 +12845,36 @@ size_t ggml_quantize_q4_3(const float * src, void * dst, int n, int k, int64_t *
|
|||
return (n/QK4_3*sizeof(block_q4_3));
|
||||
}
|
||||
|
||||
size_t ggml_quantize_q5_0(const float * src, void * dst, int n, int k, int64_t * hist) {
|
||||
assert(k % QK5_0 == 0);
|
||||
const int nb = k / QK5_0;
|
||||
|
||||
for (int j = 0; j < n; j += k) {
|
||||
block_q5_0 * restrict y = (block_q5_0 *)dst + j/QK5_0;
|
||||
|
||||
quantize_row_q5_0_reference(src + j, y, k);
|
||||
|
||||
for (int i = 0; i < nb; i++) {
|
||||
for (int l = 0; l < QK5_0; l += 2) {
|
||||
uint32_t qh;
|
||||
memcpy(&qh, &y[i].qh, sizeof(qh));
|
||||
|
||||
const uint8_t vh0 = ((qh & (1 << (l + 0))) >> (l + 0)) << 4;
|
||||
const uint8_t vh1 = ((qh & (1 << (l + 1))) >> (l + 1)) << 4;
|
||||
|
||||
// cast to 16 bins
|
||||
const uint8_t vi0 = ((y[i].qs[l/2] & 0x0F) | vh0) / 2;
|
||||
const uint8_t vi1 = ((y[i].qs[l/2] >> 4) | vh1) / 2;
|
||||
|
||||
hist[vi0]++;
|
||||
hist[vi1]++;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return (n/QK5_0*sizeof(block_q5_0));
|
||||
}
|
||||
|
||||
size_t ggml_quantize_q5_1(const float * src, void * dst, int n, int k, int64_t * hist) {
|
||||
assert(k % QK5_1 == 0);
|
||||
const int nb = k / QK5_1;
|
||||
|
|
@ -12673,6 +12950,12 @@ size_t ggml_quantize_chunk(enum ggml_type type, const float * src, void * dst, i
|
|||
block_q4_3 * block = (block_q4_3*)dst + start / QK4_3;
|
||||
result = ggml_quantize_q4_3(src + start, block, n, n, hist);
|
||||
} break;
|
||||
case GGML_TYPE_Q5_0:
|
||||
{
|
||||
GGML_ASSERT(start % QK5_0 == 0);
|
||||
block_q5_0 * block = (block_q5_0*)dst + start / QK5_0;
|
||||
result = ggml_quantize_q5_0(src + start, block, n, n, hist);
|
||||
} break;
|
||||
case GGML_TYPE_Q5_1:
|
||||
{
|
||||
GGML_ASSERT(start % QK5_1 == 0);
|
||||
|
|
|
|||
8
ggml.h
8
ggml.h
|
|
@ -222,9 +222,10 @@ extern "C" {
|
|||
GGML_TYPE_Q4_1 = 3,
|
||||
GGML_TYPE_Q4_2 = 4,
|
||||
GGML_TYPE_Q4_3 = 5,
|
||||
GGML_TYPE_Q5_1 = 6,
|
||||
GGML_TYPE_Q8_0 = 7,
|
||||
GGML_TYPE_Q8_1 = 8,
|
||||
GGML_TYPE_Q5_0 = 6,
|
||||
GGML_TYPE_Q5_1 = 7,
|
||||
GGML_TYPE_Q8_0 = 8,
|
||||
GGML_TYPE_Q8_1 = 9,
|
||||
GGML_TYPE_I8,
|
||||
GGML_TYPE_I16,
|
||||
GGML_TYPE_I32,
|
||||
|
|
@ -834,6 +835,7 @@ extern "C" {
|
|||
GGML_API size_t ggml_quantize_q4_1(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q4_2(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q4_3(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q5_0(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q5_1(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
GGML_API size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist);
|
||||
|
||||
|
|
|
|||
|
|
@ -484,6 +484,7 @@ struct llama_file_loader {
|
|||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q4_3:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
break;
|
||||
|
|
@ -560,6 +561,7 @@ struct llama_file_saver {
|
|||
case GGML_TYPE_Q4_1:
|
||||
case GGML_TYPE_Q4_2:
|
||||
case GGML_TYPE_Q4_3:
|
||||
case GGML_TYPE_Q5_0:
|
||||
case GGML_TYPE_Q5_1:
|
||||
case GGML_TYPE_Q8_0:
|
||||
break;
|
||||
|
|
@ -852,6 +854,7 @@ static const char *llama_ftype_name(enum llama_ftype ftype) {
|
|||
return "mostly Q4_1, some F16";
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_2: return "mostly Q4_2";
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_3: return "mostly Q4_3";
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_0: return "mostly Q5_0";
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_1: return "mostly Q5_1";
|
||||
case LLAMA_FTYPE_MOSTLY_Q8_0: return "mostly Q8_0";
|
||||
default: return "unknown, may not work";
|
||||
|
|
@ -1591,6 +1594,7 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s
|
|||
case LLAMA_FTYPE_MOSTLY_Q4_1: quantized_type = GGML_TYPE_Q4_1; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_2: quantized_type = GGML_TYPE_Q4_2; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q4_3: quantized_type = GGML_TYPE_Q4_3; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_0: quantized_type = GGML_TYPE_Q5_0; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q5_1: quantized_type = GGML_TYPE_Q5_1; break;
|
||||
case LLAMA_FTYPE_MOSTLY_Q8_0: quantized_type = GGML_TYPE_Q8_0; break;
|
||||
default: throw format("invalid output file type %d\n", ftype);
|
||||
|
|
|
|||
1
llama.h
1
llama.h
|
|
@ -75,6 +75,7 @@ extern "C" {
|
|||
LLAMA_FTYPE_MOSTLY_Q4_2 = 5, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q4_3 = 6, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q8_0 = 7, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q5_0 = 8, // except 1d tensors
|
||||
LLAMA_FTYPE_MOSTLY_Q5_1 = 9, // except 1d tensors
|
||||
};
|
||||
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue