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ggml : add Q5_0 and Q5_1 quantization (#1187)

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* ggml : add Q5_0 quantization (cuBLAS only)

* ggml : fix Q5_0 qh -> uint32_t

* ggml : fix q5_0 histogram stats

* ggml : q5_0 scalar dot product

* ggml : q5_0 ARM NEON dot

* ggml : q5_0 more efficient ARM NEON using uint64_t masks

* ggml : rename Q5_0 -> Q5_1

* ggml : adding Q5_0 mode

* quantize : add Q5_0 and Q5_1 to map

* ggml : AVX2 optimizations for Q5_0, Q5_1 (#1195)

---------

Co-authored-by: Stephan Walter <stephan@walter.name>
This commit is contained in:
Georgi Gerganov 2023-04-26 23:14:13 +03:00 committed by GitHub
parent 87a6f846d3
commit 574406dc7e
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
8 changed files with 711 additions and 30 deletions
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1
.gitignore vendored
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@ -15,6 +15,7 @@ build-em/
build-debug/ build-debug/
build-release/ build-release/
build-static/ build-static/
build-cublas/
build-no-accel/ build-no-accel/
build-sanitize-addr/ build-sanitize-addr/
build-sanitize-thread/ build-sanitize-thread/

2
examples/quantize/quantize.cpp
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@ -10,6 +10,8 @@ static const std::map<std::string, enum llama_ftype> LLAMA_FTYPE_MAP = {
{"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1}, {"q4_1", LLAMA_FTYPE_MOSTLY_Q4_1},
{"q4_2", LLAMA_FTYPE_MOSTLY_Q4_2}, {"q4_2", LLAMA_FTYPE_MOSTLY_Q4_2},
{"q4_3", LLAMA_FTYPE_MOSTLY_Q4_3}, {"q4_3", LLAMA_FTYPE_MOSTLY_Q4_3},
{"q5_0", LLAMA_FTYPE_MOSTLY_Q5_0},
{"q5_1", LLAMA_FTYPE_MOSTLY_Q5_1},
{"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0}, {"q8_0", LLAMA_FTYPE_MOSTLY_Q8_0},
}; };

85
ggml-cuda.cu
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@ -37,6 +37,23 @@ typedef struct {
} block_q4_3; } block_q4_3;
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding"); 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
__half m; // min
uint32_t qh; // 5-th bit of quants
uint8_t qs[QK5_1 / 2]; // nibbles / quants
} block_q5_1;
static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");
#define QK8_0 32 #define QK8_0 32
typedef struct { typedef struct {
float d; // delta float d; // delta
@ -138,6 +155,64 @@ 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;
const int i = blockIdx.x;
const float d = x[i].d;
const float m = x[i].m;
const uint8_t * pp = x[i].qs;
const uint32_t qh = x[i].qh;
for (int l = 0; l < QK5_1; 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*d + m;
const float v1 = vi1*d + m;
y[i*QK5_1 + l + 0] = v0;
y[i*QK5_1 + l + 1] = v1;
}
}
static __global__ void dequantize_block_q8_0(const void * vx, float * y) { static __global__ void dequantize_block_q8_0(const void * vx, float * y) {
const block_q8_0 * x = (const block_q8_0 *) vx; const block_q8_0 * x = (const block_q8_0 *) vx;
@ -174,6 +249,16 @@ 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); 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);
}
void dequantize_row_q8_0_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) {
const int nb = k / QK8_0; const int nb = k / QK8_0;
dequantize_block_q8_0<<<nb, 1, 0, stream>>>(vx, y); dequantize_block_q8_0<<<nb, 1, 0, stream>>>(vx, y);

2
ggml-cuda.h
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@ -35,6 +35,8 @@ 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_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_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_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); void dequantize_row_q8_0_cuda(const void * vx, float * y, int k, cudaStream_t stream);
#ifdef __cplusplus #ifdef __cplusplus

625
ggml.c
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@ -328,6 +328,19 @@ static ggml_fp16_t table_exp_f16[1 << 16];
// precomputed f32 table for f16 (256 KB) // precomputed f32 table for f16 (256 KB)
static float table_f32_f16[1 << 16]; static float table_f32_f16[1 << 16];
#define B1(c,s,n) 0x ## n ## c , 0x ## n ## s
#define B2(c,s,n) B1(c,s,n ## c), B1(c,s,n ## s)
#define B3(c,s,n) B2(c,s,n ## c), B2(c,s,n ## s)
#define B4(c,s,n) B3(c,s,n ## c), B3(c,s,n ## s)
#define B5(c,s,n) B4(c,s,n ## c), B4(c,s,n ## s)
#define B6(c,s,n) B5(c,s,n ## c), B5(c,s,n ## s)
#define B7(c,s,n) B6(c,s,n ## c), B6(c,s,n ## s)
#define B8(c,s ) B7(c,s, c), B7(c,s, s)
// precomputed tables for expanding 8bits to 8 bytes (shl 4)
static const uint64_t table_b2b_u[1 << 8] = { B8(00, 10) };
static const uint64_t table_b2b_i[1 << 8] = { B8(F0, 00) };
// On ARM NEON, it's quicker to directly convert x -> x instead of calling into ggml_lookup_fp16_to_fp32, // On ARM NEON, it's quicker to directly convert x -> x instead of calling into ggml_lookup_fp16_to_fp32,
// so we define GGML_FP16_TO_FP32 and GGML_FP32_TO_FP16 elsewhere for NEON. // so we define GGML_FP16_TO_FP32 and GGML_FP32_TO_FP16 elsewhere for NEON.
// This is also true for POWER9. // This is also true for POWER9.
@ -673,6 +686,23 @@ typedef struct {
} block_q4_3; } block_q4_3;
static_assert(sizeof(block_q4_3) == 2 * sizeof(ggml_fp16_t) + QK4_3 / 2, "wrong q4_3 block size/padding"); 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
ggml_fp16_t m; // min
uint8_t qh[4]; // 5-th bit of quants
uint8_t qs[QK5_1 / 2]; // nibbles / quants
} block_q5_1;
static_assert(sizeof(block_q5_1) == 2 * sizeof(ggml_fp16_t) + sizeof(uint32_t) + QK5_1 / 2, "wrong q5_1 block size/padding");
#define QK8_0 32 #define QK8_0 32
typedef struct { typedef struct {
float d; // delta float d; // delta
@ -1288,6 +1318,103 @@ static void quantize_row_q4_3(const float * restrict x, void * restrict vy, int
quantize_row_q4_3_reference(x, y, k); 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;
for (int i = 0; i < nb; i++) {
float min = FLT_MAX;
float max = -FLT_MAX;
for (int l = 0; l < QK5_1; l++) {
const float v = x[i*QK5_1 + l];
if (v < min) min = v;
if (v > max) max = v;
}
const float d = (max - min) / ((1 << 5) - 1);
const float id = d ? 1.0f/d : 0.0f;
y[i].d = GGML_FP32_TO_FP16(d);
y[i].m = GGML_FP32_TO_FP16(min);
uint32_t qh = 0;
for (int l = 0; l < QK5_1; l += 2) {
const float v0 = (x[i*QK5_1 + l + 0] - min)*id;
const float v1 = (x[i*QK5_1 + l + 1] - min)*id;
const uint32_t vi0 = (int) (v0 + 0.5f);
const uint32_t vi1 = (int) (v1 + 0.5f);
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_1(const float * restrict x, void * restrict vy, int k) {
assert(k % QK5_1 == 0);
block_q5_1 * restrict y = vy;
quantize_row_q5_1_reference(x, y, k);
}
// reference implementation for deterministic creation of model files // reference implementation for deterministic creation of model files
static void quantize_row_q8_0_reference(const float * restrict x, block_q8_0 * restrict y, int k) { static void quantize_row_q8_0_reference(const float * restrict x, block_q8_0 * restrict y, int k) {
assert(k % QK8_0 == 0); assert(k % QK8_0 == 0);
@ -1571,7 +1698,7 @@ static void dequantize_row_q4_0(const void * restrict vx, float * restrict y, in
const uint8x8_t v8 = vld1_u8(pp + l/2); const uint8x8_t v8 = vld1_u8(pp + l/2);
// Expand 4-bit qs to 8-bit bytes // Expand 4-bit qs to 8-bit bytes
const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f)); const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0F));
const uint8x8_t v1 = vshr_n_u8(v8, 4); const uint8x8_t v1 = vshr_n_u8(v8, 4);
// Convert to signed 8-bit integers // Convert to signed 8-bit integers
@ -1621,7 +1748,7 @@ static void dequantize_row_q4_0(const void * restrict vx, float * restrict y, in
for (int l = 0; l < QK4_0; l += 2) { for (int l = 0; l < QK4_0; l += 2) {
const uint8_t vi = pp[l/2]; const uint8_t vi = pp[l/2];
const int8_t vi0 = vi & 0xf; const int8_t vi0 = vi & 0x0F;
const int8_t vi1 = vi >> 4; const int8_t vi1 = vi >> 4;
const float v0 = (vi0 - 8)*d; const float v0 = (vi0 - 8)*d;
@ -1687,7 +1814,7 @@ static void dequantize_row_q4_1(const void * restrict vx, float * restrict y, in
const uint8x8_t v8 = vld1_u8(pp + l/2); const uint8x8_t v8 = vld1_u8(pp + l/2);
// Expand 4-bit qs to 8-bit bytes // Expand 4-bit qs to 8-bit bytes
const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0f)); const uint8x8_t v0 = vand_u8(v8, vdup_n_u8(0x0F));
const uint8x8_t v1 = vshr_n_u8(v8, 4); const uint8x8_t v1 = vshr_n_u8(v8, 4);
// Interleave and combine // Interleave and combine
@ -1729,7 +1856,7 @@ static void dequantize_row_q4_1(const void * restrict vx, float * restrict y, in
for (int l = 0; l < QK4_1; l += 2) { for (int l = 0; l < QK4_1; l += 2) {
const uint8_t vi = pp[l/2]; const uint8_t vi = pp[l/2];
const int8_t vi0 = vi & 0xf; const int8_t vi0 = vi & 0x0F;
const int8_t vi1 = vi >> 4; const int8_t vi1 = vi >> 4;
const float v0 = vi0*d + m; const float v0 = vi0*d + m;
@ -1759,7 +1886,7 @@ static void dequantize_row_q4_2(const void * restrict vx, float * restrict y, in
for (int l = 0; l < QK4_2; l += 2) { for (int l = 0; l < QK4_2; l += 2) {
const uint8_t vi = pp[l/2]; const uint8_t vi = pp[l/2];
const int8_t vi0 = vi & 0xf; const int8_t vi0 = vi & 0x0F;
const int8_t vi1 = vi >> 4; const int8_t vi1 = vi >> 4;
const float v0 = (vi0 - 8)*d; const float v0 = (vi0 - 8)*d;
@ -1789,7 +1916,7 @@ static void dequantize_row_q4_3(const void * restrict vx, float * restrict y, in
for (int l = 0; l < QK4_3; l += 2) { for (int l = 0; l < QK4_3; l += 2) {
const uint8_t vi = pp[l/2]; const uint8_t vi = pp[l/2];
const int8_t vi0 = vi & 0xf; const int8_t vi0 = vi & 0x0F;
const int8_t vi1 = vi >> 4; const int8_t vi1 = vi >> 4;
const float v0 = vi0*d + m; const float v0 = vi0*d + m;
@ -1804,6 +1931,79 @@ 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;
const block_q5_1 * restrict x = vx;
for (int i = 0; i < nb; i++) {
const float d = GGML_FP16_TO_FP32(x[i].d);
const float m = GGML_FP16_TO_FP32(x[i].m);
const uint8_t * restrict pp = x[i].qs;
uint32_t qh;
memcpy(&qh, x[i].qh, sizeof(qh));
for (int l = 0; l < QK5_1; 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 uint8_t vi0 = (vi & 0x0F) | vh0;
const uint8_t vi1 = (vi >> 4) | vh1;
const float v0 = vi0*d + m;
const float v1 = vi1*d + m;
y[i*QK5_1 + l + 0] = v0;
y[i*QK5_1 + l + 1] = v1;
assert(!isnan(y[i*QK5_1 + l + 0]));
assert(!isnan(y[i*QK5_1 + l + 1]));
}
}
}
static void dequantize_row_q8_0(const void * restrict vx, float * restrict y, int k) { static void dequantize_row_q8_0(const void * restrict vx, float * restrict y, int k) {
assert(k % QK8_0 == 0); assert(k % QK8_0 == 0);
const int nb = k / QK8_0; const int nb = k / QK8_0;
@ -1825,6 +2025,8 @@ 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_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_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_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); static void ggml_vec_dot_q8_0_q8_0(const int n, float * restrict s, const void * restrict vx, const void * restrict vy);
static const quantize_fns_t quantize_fns[GGML_TYPE_COUNT] = { static const quantize_fns_t quantize_fns[GGML_TYPE_COUNT] = {
@ -1860,6 +2062,22 @@ static const quantize_fns_t quantize_fns[GGML_TYPE_COUNT] = {
.vec_dot_q = ggml_vec_dot_q4_3_q8_1, .vec_dot_q = ggml_vec_dot_q4_3_q8_1,
.vec_dot_type = GGML_TYPE_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,
.quantize_row_q_reference = (quantize_row_q_t) quantize_row_q5_1_reference,
.quantize_row_q_dot = quantize_row_q8_1,
.vec_dot_q = ggml_vec_dot_q5_1_q8_1,
.vec_dot_type = GGML_TYPE_Q8_1,
},
[GGML_TYPE_Q8_0] = { [GGML_TYPE_Q8_0] = {
.dequantize_row_q = dequantize_row_q8_0, .dequantize_row_q = dequantize_row_q8_0,
.quantize_row_q = quantize_row_q8_0, .quantize_row_q = quantize_row_q8_0,
@ -2496,7 +2714,7 @@ static void ggml_vec_dot_q4_0_q8_0(const int n, float * restrict s, const void *
const block_q8_0 * restrict y0 = &y[i + 0]; const block_q8_0 * restrict y0 = &y[i + 0];
const block_q8_0 * restrict y1 = &y[i + 1]; const block_q8_0 * restrict y1 = &y[i + 1];
const uint8x16_t m4b = vdupq_n_u8(0xf); const uint8x16_t m4b = vdupq_n_u8(0x0F);
const int8x16_t s8b = vdupq_n_s8(0x8); const int8x16_t s8b = vdupq_n_s8(0x8);
const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_0 = vld1q_u8(x0->qs);
@ -2632,7 +2850,7 @@ static void ggml_vec_dot_q4_0_q8_0(const int n, float * restrict s, const void *
for (int j = 0; j < QK8_0/2; j++) { for (int j = 0; j < QK8_0/2; j++) {
const uint8_t v0 = p0[j]; const uint8_t v0 = p0[j];
const int i0 = (int8_t) (v0 & 0xf) - 8; const int i0 = (int8_t) (v0 & 0x0F) - 8;
const int i1 = (int8_t) (v0 >> 4) - 8; const int i1 = (int8_t) (v0 >> 4) - 8;
const int i2 = p1[2*j + 0]; const int i2 = p1[2*j + 0];
@ -2670,7 +2888,7 @@ static void ggml_vec_dot_q4_1_q8_1(const int n, float * restrict s, const void *
summs += x0->m * (y0->s0 + y0->s1) + x1->m * (y1->s0 + y1->s1); summs += x0->m * (y0->s0 + y0->s1) + x1->m * (y1->s0 + y1->s1);
const uint8x16_t m4b = vdupq_n_u8(0xf); const uint8x16_t m4b = vdupq_n_u8(0x0F);
const uint8x16_t v0_0 = vld1q_u8(x0->qs); const uint8x16_t v0_0 = vld1q_u8(x0->qs);
const uint8x16_t v0_1 = vld1q_u8(x1->qs); const uint8x16_t v0_1 = vld1q_u8(x1->qs);
@ -2767,7 +2985,7 @@ static void ggml_vec_dot_q4_1_q8_1(const int n, float * restrict s, const void *
for (int j = 0; j < QK8_1/2; j++) { for (int j = 0; j < QK8_1/2; j++) {
const uint8_t v0 = p0[j]; const uint8_t v0 = p0[j];
const float f0 = d0*(v0 & 0xf) + m0; const float f0 = d0*(v0 & 0x0F) + m0;
const float f1 = d0*(v0 >> 4) + m0; const float f1 = d0*(v0 >> 4) + m0;
const float f2 = d1*p1[2*j + 0]; const float f2 = d1*p1[2*j + 0];
@ -2803,7 +3021,7 @@ static void ggml_vec_dot_q4_2_q8_0(const int n, float * restrict s, const void *
const block_q8_0 * restrict y0 = &y[i + 0]; const block_q8_0 * restrict y0 = &y[i + 0];
const block_q8_0 * restrict y1 = &y[i + 1]; const block_q8_0 * restrict y1 = &y[i + 1];
const uint8x16_t m4b = vdupq_n_u8(0xf); const uint8x16_t m4b = vdupq_n_u8(0x0F);
const int8x16_t s8b = vdupq_n_s8(0x8); const int8x16_t s8b = vdupq_n_s8(0x8);
const uint8x16_t v0_0 = vcombine_u8(vld1_u8(x0_0->qs), vld1_u8(x0_1->qs)); const uint8x16_t v0_0 = vcombine_u8(vld1_u8(x0_0->qs), vld1_u8(x0_1->qs));
@ -2914,10 +3132,10 @@ static void ggml_vec_dot_q4_2_q8_0(const int n, float * restrict s, const void *
const uint8_t v0 = x0[j]; const uint8_t v0 = x0[j];
const uint8_t v1 = x1[j]; const uint8_t v1 = x1[j];
const int i0_0 = (int8_t) (v0 & 0xf) - 8; const int i0_0 = (int8_t) (v0 & 0x0F) - 8;
const int i1_0 = (int8_t) (v0 >> 4) - 8; const int i1_0 = (int8_t) (v0 >> 4) - 8;
const int i0_1 = (int8_t) (v1 & 0xf) - 8; const int i0_1 = (int8_t) (v1 & 0x0F) - 8;
const int i1_1 = (int8_t) (v1 >> 4) - 8; const int i1_1 = (int8_t) (v1 >> 4) - 8;
const int i2_0 = y0[2*j + 0]; const int i2_0 = y0[2*j + 0];
@ -2966,7 +3184,7 @@ static void ggml_vec_dot_q4_3_q8_1(const int n, float * restrict s, const void *
const uint8x16_t v0_0 = vcombine_u8(vld1_u8(x0_0->qs), vld1_u8(x0_1->qs)); const uint8x16_t v0_0 = vcombine_u8(vld1_u8(x0_0->qs), vld1_u8(x0_1->qs));
// 4-bit -> 8-bit // 4-bit -> 8-bit
const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, vdupq_n_u8(0xf))); const int8x16_t v0_0l = vreinterpretq_s8_u8(vandq_u8 (v0_0, vdupq_n_u8(0x0F)));
const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4)); const int8x16_t v0_0h = vreinterpretq_s8_u8(vshrq_n_u8(v0_0, 4));
// interleave // interleave
@ -3045,10 +3263,10 @@ static void ggml_vec_dot_q4_3_q8_1(const int n, float * restrict s, const void *
const uint8_t v0 = x0[j]; const uint8_t v0 = x0[j];
const uint8_t v1 = x1[j]; const uint8_t v1 = x1[j];
const int x0_0 = v0 & 0xf; const int x0_0 = v0 & 0x0F;
const int x1_0 = v0 >> 4; const int x1_0 = v0 >> 4;
const int x0_1 = v1 & 0xf; const int x0_1 = v1 & 0x0F;
const int x1_1 = v1 >> 4; const int x1_1 = v1 >> 4;
const int y0_0 = y0[2*j + 0]; const int y0_0 = y0[2*j + 0];
@ -3067,6 +3285,273 @@ static void ggml_vec_dot_q4_3_q8_1(const int n, float * restrict s, const void *
#endif #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_u[(qh >> 0) & 0xFF];
tmp[1] = table_b2b_u[(qh >> 8) & 0xFF];
tmp[2] = table_b2b_u[(qh >> 16) & 0xFF];
tmp[3] = table_b2b_u[(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 __m256 d = _mm256_mul_ps(_mm256_set1_ps(GGML_FP16_TO_FP32(x[i].d)), _mm256_broadcast_ss(&y[i].d));
__m256i bx = bytes_from_nibbles_32(x[i].qs);
const __m256i bxhi = _mm256_set_epi64x(
table_b2b_i[x[i].qh[3]], table_b2b_i[x[i].qh[2]],
table_b2b_i[x[i].qh[1]], table_b2b_i[x[i].qh[0]]);
bx = _mm256_or_si256(bx, bxhi);
__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, x[i].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;
assert(n % QK8_1 == 0);
assert(nb % 2 == 0);
assert(QK8_1 == QK5_1);
const block_q5_1 * restrict x = vx;
const block_q8_1 * restrict y = vy;
#if defined(__ARM_NEON)
float32x4_t sumv = vdupq_n_f32(0.0f);
float summs = 0.0f;
uint64_t tmp[4];
for (int i = 0; i < nb; ++i) {
const block_q5_1 * restrict x0 = &x[i];
const block_q8_1 * restrict y0 = &y[i];
summs += GGML_FP16_TO_FP32(x0->m) * (y0->s0 + y0->s1);
// extract the 5th bit
uint32_t qh;
memcpy(&qh, x0->qh, sizeof(qh));
tmp[0] = table_b2b_u[(qh >> 0) & 0xFF];
tmp[1] = table_b2b_u[(qh >> 8) & 0xFF];
tmp[2] = table_b2b_u[(qh >> 16) & 0xFF];
tmp[3] = table_b2b_u[(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, vdupq_n_u8(0x0F)));
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
const int8x16_t v0lf = vorrq_s8(v0lz, qhl);
const int8x16_t v0hf = vorrq_s8(v0hz, qhh);
// 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) + summs;
#elif defined(__AVX2__)
// Initialize accumulator with zeros
__m256 acc = _mm256_setzero_ps();
float summs = 0.0f;
// Main loop
for (int i = 0; i < nb; i++) {
const __m256 dx = _mm256_set1_ps(GGML_FP16_TO_FP32(x[i].d));
summs += GGML_FP16_TO_FP32(x[i].m) * (y[i].s0 + y[i].s1);
__m256i bx = bytes_from_nibbles_32(x[i].qs);
const __m256i bxhi = _mm256_set_epi64x(
table_b2b_u[x[i].qh[3]], table_b2b_u[x[i].qh[2]],
table_b2b_u[x[i].qh[1]], table_b2b_u[x[i].qh[0]]);
bx = _mm256_or_si256(bx, bxhi);
const __m256 dy = _mm256_broadcast_ss(&y[i].d);
const __m256i by = _mm256_loadu_si256((const __m256i *)y[i].qs);
const __m256 q = mul_sum_i8_pairs_float(bx, by);
acc = _mm256_fmadd_ps(q, _mm256_mul_ps(dx, dy), acc);
}
*s = hsum_float_8(acc) + summs;
#else
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, x[i].qh, sizeof(qh));
const float d = GGML_FP16_TO_FP32(x[i].d);
const float m = GGML_FP16_TO_FP32(x[i].m);
int sxy = 0;
for (int j = 0; j < QK8_1/2; 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;
const int x1_0 = (v0 >> 4) | x1_0h;
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 + m*(y[i].s0 + y[i].s1);
}
*s = sumf;
#endif
}
static void ggml_vec_dot_q8_0_q8_0(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) {
const int nb = n / QK8_0; const int nb = n / QK8_0;
@ -3409,13 +3894,15 @@ static const int GGML_BLCK_SIZE[GGML_TYPE_COUNT] = {
[GGML_TYPE_Q4_1] = QK4_1, [GGML_TYPE_Q4_1] = QK4_1,
[GGML_TYPE_Q4_2] = QK4_2, [GGML_TYPE_Q4_2] = QK4_2,
[GGML_TYPE_Q4_3] = QK4_3, [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_0] = QK8_0,
[GGML_TYPE_Q8_1] = QK8_1, [GGML_TYPE_Q8_1] = QK8_1,
[GGML_TYPE_I8] = 1, [GGML_TYPE_I8] = 1,
[GGML_TYPE_I16] = 1, [GGML_TYPE_I16] = 1,
[GGML_TYPE_I32] = 1, [GGML_TYPE_I32] = 1,
}; };
static_assert(GGML_TYPE_COUNT == 11, "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] = { static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
[GGML_TYPE_F32] = sizeof(float), [GGML_TYPE_F32] = sizeof(float),
@ -3424,13 +3911,15 @@ static const size_t GGML_TYPE_SIZE[GGML_TYPE_COUNT] = {
[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_Q4_3] = sizeof(block_q4_3), [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_0] = sizeof(block_q8_0),
[GGML_TYPE_Q8_1] = sizeof(block_q8_1), [GGML_TYPE_Q8_1] = sizeof(block_q8_1),
[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),
}; };
static_assert(GGML_TYPE_COUNT == 11, "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] = { static const char * GGML_TYPE_NAME[GGML_TYPE_COUNT] = {
@ -3440,13 +3929,15 @@ static const char * GGML_TYPE_NAME[GGML_TYPE_COUNT] = {
[GGML_TYPE_Q4_1] = "q4_1", [GGML_TYPE_Q4_1] = "q4_1",
[GGML_TYPE_Q4_2] = "q4_2", [GGML_TYPE_Q4_2] = "q4_2",
[GGML_TYPE_Q4_3] = "q4_3", [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_0] = "q8_0",
[GGML_TYPE_Q8_1] = "q8_1", [GGML_TYPE_Q8_1] = "q8_1",
[GGML_TYPE_I8] = "i8", [GGML_TYPE_I8] = "i8",
[GGML_TYPE_I16] = "i16", [GGML_TYPE_I16] = "i16",
[GGML_TYPE_I32] = "i32", [GGML_TYPE_I32] = "i32",
}; };
static_assert(GGML_TYPE_COUNT == 11, "GGML_TYPE_NAME is outdated"); static_assert(GGML_TYPE_COUNT == 13, "GGML_TYPE_NAME is outdated");
static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = { static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = {
[GGML_TYPE_F32] = false, [GGML_TYPE_F32] = false,
@ -3455,13 +3946,15 @@ static bool GGML_IS_QUANTIZED[GGML_TYPE_COUNT] = {
[GGML_TYPE_Q4_1] = true, [GGML_TYPE_Q4_1] = true,
[GGML_TYPE_Q4_2] = true, [GGML_TYPE_Q4_2] = true,
[GGML_TYPE_Q4_3] = true, [GGML_TYPE_Q4_3] = true,
[GGML_TYPE_Q5_0] = true,
[GGML_TYPE_Q5_1] = true,
[GGML_TYPE_Q8_0] = true, [GGML_TYPE_Q8_0] = true,
[GGML_TYPE_Q8_1] = true, [GGML_TYPE_Q8_1] = true,
[GGML_TYPE_I8] = false, [GGML_TYPE_I8] = false,
[GGML_TYPE_I16] = false, [GGML_TYPE_I16] = false,
[GGML_TYPE_I32] = false, [GGML_TYPE_I32] = false,
}; };
static_assert(GGML_TYPE_COUNT == 11, "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] = { static const char * GGML_OP_LABEL[GGML_OP_COUNT] = {
"NONE", "NONE",
@ -6673,6 +7166,8 @@ static void ggml_compute_forward_add(
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_Q4_3: case GGML_TYPE_Q4_3:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
{ {
ggml_compute_forward_add_q_f32(params, src0, src1, dst); ggml_compute_forward_add_q_f32(params, src0, src1, dst);
@ -8161,6 +8656,12 @@ static void ggml_compute_forward_mul_mat_q_f32(
else if (type == GGML_TYPE_Q4_3) { else if (type == GGML_TYPE_Q4_3) {
dequantize_row_q_cuda = dequantize_row_q4_3_cuda; 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;
}
else if (type == GGML_TYPE_Q8_0) { else if (type == GGML_TYPE_Q8_0) {
dequantize_row_q_cuda = dequantize_row_q8_0_cuda; dequantize_row_q_cuda = dequantize_row_q8_0_cuda;
} }
@ -8319,6 +8820,8 @@ static void ggml_compute_forward_mul_mat(
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_Q4_3: case GGML_TYPE_Q4_3:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
case GGML_TYPE_Q8_1: case GGML_TYPE_Q8_1:
{ {
@ -8549,6 +9052,8 @@ static void ggml_compute_forward_get_rows(
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_Q4_3: case GGML_TYPE_Q4_3:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
case GGML_TYPE_Q8_1: case GGML_TYPE_Q8_1:
{ {
@ -12261,7 +12766,7 @@ size_t ggml_quantize_q4_0(const float * src, void * dst, int n, int k, int64_t *
for (int i = 0; i < nb; i++) { for (int i = 0; i < nb; i++) {
for (int l = 0; l < QK4_0; l += 2) { for (int l = 0; l < QK4_0; l += 2) {
const uint8_t vi0 = y[i].qs[l/2] & 0xF; const uint8_t vi0 = y[i].qs[l/2] & 0x0F;
const uint8_t vi1 = y[i].qs[l/2] >> 4; const uint8_t vi1 = y[i].qs[l/2] >> 4;
hist[vi0]++; hist[vi0]++;
@ -12284,7 +12789,7 @@ size_t ggml_quantize_q4_1(const float * src, void * dst, int n, int k, int64_t *
for (int i = 0; i < nb; i++) { for (int i = 0; i < nb; i++) {
for (int l = 0; l < QK4_1; l += 2) { for (int l = 0; l < QK4_1; l += 2) {
const uint8_t vi0 = y[i].qs[l/2] & 0xF; const uint8_t vi0 = y[i].qs[l/2] & 0x0F;
const uint8_t vi1 = y[i].qs[l/2] >> 4; const uint8_t vi1 = y[i].qs[l/2] >> 4;
hist[vi0]++; hist[vi0]++;
@ -12307,7 +12812,7 @@ size_t ggml_quantize_q4_2(const float * src, void * dst, int n, int k, int64_t *
for (int i = 0; i < nb; i++) { for (int i = 0; i < nb; i++) {
for (int l = 0; l < QK4_2; l += 2) { for (int l = 0; l < QK4_2; l += 2) {
const uint8_t vi0 = y[i].qs[l/2] & 0xF; const uint8_t vi0 = y[i].qs[l/2] & 0x0F;
const uint8_t vi1 = y[i].qs[l/2] >> 4; const uint8_t vi1 = y[i].qs[l/2] >> 4;
hist[vi0]++; hist[vi0]++;
@ -12330,7 +12835,7 @@ size_t ggml_quantize_q4_3(const float * src, void * dst, int n, int k, int64_t *
for (int i = 0; i < nb; i++) { for (int i = 0; i < nb; i++) {
for (int l = 0; l < QK4_3; l += 2) { for (int l = 0; l < QK4_3; l += 2) {
const uint8_t vi0 = y[i].qs[l/2] & 0xF; const uint8_t vi0 = y[i].qs[l/2] & 0x0F;
const uint8_t vi1 = y[i].qs[l/2] >> 4; const uint8_t vi1 = y[i].qs[l/2] >> 4;
hist[vi0]++; hist[vi0]++;
@ -12342,6 +12847,66 @@ 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)); 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++) {
uint32_t qh;
memcpy(&qh, &y[i].qh, sizeof(qh));
for (int l = 0; l < QK5_0; l += 2) {
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;
for (int j = 0; j < n; j += k) {
block_q5_1 * restrict y = (block_q5_1 *)dst + j/QK5_1;
quantize_row_q5_1_reference(src + j, y, k);
for (int i = 0; i < nb; i++) {
uint32_t qh;
memcpy(&qh, &y[i].qh, sizeof(qh));
for (int l = 0; l < QK5_1; l += 2) {
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_1*sizeof(block_q5_1));
}
size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist) { size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist) {
assert(k % QK8_0 == 0); assert(k % QK8_0 == 0);
const int nb = k / QK8_0; const int nb = k / QK8_0;
@ -12390,6 +12955,18 @@ 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; block_q4_3 * block = (block_q4_3*)dst + start / QK4_3;
result = ggml_quantize_q4_3(src + start, block, n, n, hist); result = ggml_quantize_q4_3(src + start, block, n, n, hist);
} break; } 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);
block_q5_1 * block = (block_q5_1*)dst + start / QK5_1;
result = ggml_quantize_q5_1(src + start, block, n, n, hist);
} break;
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
{ {
GGML_ASSERT(start % QK8_0 == 0); GGML_ASSERT(start % QK8_0 == 0);

8
ggml.h
View File

@ -222,8 +222,10 @@ extern "C" {
GGML_TYPE_Q4_1 = 3, GGML_TYPE_Q4_1 = 3,
GGML_TYPE_Q4_2 = 4, GGML_TYPE_Q4_2 = 4,
GGML_TYPE_Q4_3 = 5, GGML_TYPE_Q4_3 = 5,
GGML_TYPE_Q8_0 = 6, GGML_TYPE_Q5_0 = 6,
GGML_TYPE_Q8_1 = 7, GGML_TYPE_Q5_1 = 7,
GGML_TYPE_Q8_0 = 8,
GGML_TYPE_Q8_1 = 9,
GGML_TYPE_I8, GGML_TYPE_I8,
GGML_TYPE_I16, GGML_TYPE_I16,
GGML_TYPE_I32, GGML_TYPE_I32,
@ -833,6 +835,8 @@ 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_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_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_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); GGML_API size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist);
GGML_API size_t ggml_quantize_chunk(enum ggml_type type, const float * src, void * dst, int start, int n, int64_t * hist); GGML_API size_t ggml_quantize_chunk(enum ggml_type type, const float * src, void * dst, int start, int n, int64_t * hist);

8
llama.cpp
View File

@ -484,6 +484,8 @@ struct llama_file_loader {
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_Q4_3: case GGML_TYPE_Q4_3:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
break; break;
default: { default: {
@ -559,6 +561,8 @@ struct llama_file_saver {
case GGML_TYPE_Q4_1: case GGML_TYPE_Q4_1:
case GGML_TYPE_Q4_2: case GGML_TYPE_Q4_2:
case GGML_TYPE_Q4_3: case GGML_TYPE_Q4_3:
case GGML_TYPE_Q5_0:
case GGML_TYPE_Q5_1:
case GGML_TYPE_Q8_0: case GGML_TYPE_Q8_0:
break; break;
default: LLAMA_ASSERT(false); default: LLAMA_ASSERT(false);
@ -850,6 +854,8 @@ static const char *llama_ftype_name(enum llama_ftype ftype) {
return "mostly Q4_1, some F16"; return "mostly Q4_1, some F16";
case LLAMA_FTYPE_MOSTLY_Q4_2: return "mostly Q4_2"; case LLAMA_FTYPE_MOSTLY_Q4_2: return "mostly Q4_2";
case LLAMA_FTYPE_MOSTLY_Q4_3: return "mostly Q4_3"; 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"; case LLAMA_FTYPE_MOSTLY_Q8_0: return "mostly Q8_0";
default: return "unknown, may not work"; default: return "unknown, may not work";
} }
@ -1588,6 +1594,8 @@ 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_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_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_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; case LLAMA_FTYPE_MOSTLY_Q8_0: quantized_type = GGML_TYPE_Q8_0; break;
default: throw format("invalid output file type %d\n", ftype); default: throw format("invalid output file type %d\n", ftype);
}; };

2
llama.h
View File

@ -75,6 +75,8 @@ extern "C" {
LLAMA_FTYPE_MOSTLY_Q4_2 = 5, // except 1d tensors LLAMA_FTYPE_MOSTLY_Q4_2 = 5, // except 1d tensors
LLAMA_FTYPE_MOSTLY_Q4_3 = 6, // except 1d tensors LLAMA_FTYPE_MOSTLY_Q4_3 = 6, // except 1d tensors
LLAMA_FTYPE_MOSTLY_Q8_0 = 7, // 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
}; };
LLAMA_API struct llama_context_params llama_context_default_params(); LLAMA_API struct llama_context_params llama_context_default_params();