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https://github.com/ggerganov/llama.cpp.git
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ggml : add CLBlast q5_0, q5_1, q8_0 dequant kernels (#1225)
* Implement q5_0, q5_1 and q8_0 * Work around q5_0 OpenCL issue * Fix q8_0 dequant kernel * Move cl kernels into ggml-opencl.c * Use two memcpy calls for q5_0 buffer transfer
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@ -1,63 +0,0 @@
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#define MULTILINE_QUOTE(...) #__VA_ARGS__
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const char * clblast_dequant = MULTILINE_QUOTE(
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struct block_q4_0
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{
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float d;
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uchar qs[16];
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};
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__kernel void dequantize_row_q4_0(__global struct block_q4_0* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = blocks[i].d;
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const uchar vi = blocks[i].qs[l];
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const uint index = i*32 + l*2;
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result[index + 0] = ((vi & 0xf) - 8)*d;
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result[index + 1] = ((vi >> 4) - 8)*d;
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}
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struct block_q4_1
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{
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float d;
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float m;
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uchar qs[16];
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};
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__kernel void dequantize_row_q4_1(__global struct block_q4_1* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = blocks[i].d;
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const float m = blocks[i].m;
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const uchar vi = blocks[i].qs[l];
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const uint index = i*32 + l*2;
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result[index + 0] = (vi & 0xf) * d + m;
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result[index + 1] = (vi >> 4) * d + m;
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}
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struct block_q4_2
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{
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ushort d;
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uchar qs[8];
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};
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__kernel void dequantize_row_q4_2(__global struct block_q4_2* blocks, __global float* result) {
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const uint i = get_global_id(0) / 16;
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const uint l = get_local_id(0);
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const float d = vload_half(0, (__global half*) &blocks[i].d);;
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const uchar vi = blocks[i].qs[l];
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const uint index = i*16 + l*2;
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result[index + 0] = ((vi & 0xf) - 8)*d;
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result[index + 1] = ((vi >> 4) - 8)*d;
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}
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);
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220
ggml-opencl.c
220
ggml-opencl.c
@ -3,12 +3,141 @@
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#define CL_TARGET_OPENCL_VERSION 110
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#include <clblast_c.h>
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#include <stdlib.h>
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#include <stdio.h>
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#include <string.h>
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#include "ggml.h"
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#include "ggml-opencl-dequant.cl"
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#define MULTILINE_QUOTE(...) #__VA_ARGS__
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const char * clblast_dequant = MULTILINE_QUOTE(
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struct block_q4_0
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{
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float d;
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uchar qs[16];
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};
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__kernel void dequantize_row_q4_0(__global struct block_q4_0* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = blocks[i].d;
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const uchar vi = blocks[i].qs[l];
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const uint index = i*32 + l*2;
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result[index + 0] = ((vi & 0xf) - 8)*d;
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result[index + 1] = ((vi >> 4) - 8)*d;
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}
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struct block_q4_1
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{
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float d;
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float m;
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uchar qs[16];
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};
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__kernel void dequantize_row_q4_1(__global struct block_q4_1* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = blocks[i].d;
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const float m = blocks[i].m;
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const uchar vi = blocks[i].qs[l];
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const uint index = i*32 + l*2;
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result[index + 0] = (vi & 0xf) * d + m;
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result[index + 1] = (vi >> 4) * d + m;
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}
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struct block_q4_2
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{
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ushort d;
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uchar qs[8];
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};
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__kernel void dequantize_row_q4_2(__global struct block_q4_2* blocks, __global float* result) {
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const uint i = get_global_id(0) / 16;
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const uint l = get_local_id(0);
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const float d = vload_half(0, (__global half*) &blocks[i].d);
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const uchar vi = blocks[i].qs[l];
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const uint index = i*16 + l*2;
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result[index + 0] = ((vi & 0xf) - 8)*d;
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result[index + 1] = ((vi >> 4) - 8)*d;
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}
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struct block_q5_0
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{
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float d;
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uint qh;
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uchar qs[16];
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};
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__kernel void dequantize_row_q5_0(__global struct block_q5_0* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = blocks[i].d;
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const uchar vi = blocks[i].qs[l];
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const uint l2 = l * 2;
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const uchar vh0 = ((blocks[i].qh & (1 << (l2 + 0))) >> (l2 + 0)) << 4;
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const uchar vh1 = ((blocks[i].qh & (1 << (l2 + 1))) >> (l2 + 1)) << 4;
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const uint index = i*32 + l2;
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result[index + 0] = (((vi & 0xf) | vh0) - 16)*d;
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result[index + 1] = (((vi >> 4) | vh1) - 16)*d;
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}
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struct block_q5_1
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{
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ushort d;
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ushort m;
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uint qh;
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uchar qs[16];
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};
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__kernel void dequantize_row_q5_1(__global struct block_q5_1* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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const float d = vload_half(0, (__global half*) &blocks[i].d);
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const float m = vload_half(0, (__global half*) &blocks[i].m);
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const uchar vi = blocks[i].qs[l];
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const uint l2 = l * 2;
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const uchar vh0 = ((blocks[i].qh & (1 << (l2 + 0))) >> (l2 + 0)) << 4;
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const uchar vh1 = ((blocks[i].qh & (1 << (l2 + 1))) >> (l2 + 1)) << 4;
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const uint index = i*32 + l2;
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result[index + 0] = ((vi & 0xf) | vh0)*d + m;
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result[index + 1] = ((vi >> 4) | vh1)*d + m;
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}
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struct block_q8_0
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{
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float d;
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char qs[32];
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};
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__kernel void dequantize_row_q8_0(__global struct block_q8_0* blocks, __global float* result) {
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const uint i = get_global_id(0) / 32;
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const uint l = get_local_id(0);
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result[i*32 + l] = blocks[i].qs[l] * blocks[i].d;
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}
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);
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#define CL_CHECK(err, name) \
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do { \
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@ -19,12 +148,26 @@
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} \
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} while (0)
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#define QK5_0 32
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typedef struct {
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ggml_fp16_t d; // delta
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uint8_t qh[4]; // 5-th bit of quants
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uint8_t qs[QK5_0 / 2]; // nibbles / quants
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} block_q5_0;
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typedef struct {
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float d; // delta
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uint32_t qh; // 5-th bit of quants
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uint8_t qs[QK5_0 / 2]; // nibbles / quants
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} cl_block_q5_0;
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static cl_platform_id platform;
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static cl_device_id device;
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static cl_context context;
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static cl_command_queue queue;
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static cl_program program;
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static cl_kernel kernel_q4_0, kernel_q4_1, kernel_q4_2;
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static cl_kernel kernel_q4_0, kernel_q4_1, kernel_q4_2, kernel_q5_0, kernel_q5_1, kernel_q8_0;
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static cl_mem cl_buffer_a, cl_buffer_qb, cl_buffer_b, cl_buffer_c;
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static size_t cl_size_a = 0, cl_size_qb = 0, cl_size_b = 0, cl_size_c = 0;
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@ -97,6 +240,12 @@ void ggml_cl_init(void) {
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CL_CHECK(err, "clCreateKernel");
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kernel_q4_2 = clCreateKernel(program, "dequantize_row_q4_2", &err);
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CL_CHECK(err, "clCreateKernel");
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kernel_q5_0 = clCreateKernel(program, "dequantize_row_q5_0", &err);
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CL_CHECK(err, "clCreateKernel");
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kernel_q5_1 = clCreateKernel(program, "dequantize_row_q5_1", &err);
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CL_CHECK(err, "clCreateKernel");
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kernel_q8_0 = clCreateKernel(program, "dequantize_row_q8_0", &err);
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CL_CHECK(err, "clCreateKernel");
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}
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static void ggml_cl_malloc(size_t req_size, size_t* cur_size, cl_mem_flags flags, cl_mem* buf) {
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@ -125,6 +274,7 @@ void ggml_cl_sgemm_wrapper(
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cl_kernel kernel;
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size_t global = n * k, local, size_qb;
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bool dequant;
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cl_block_q5_0* cl_host_b;
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switch (btype) {
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case GGML_TYPE_F32:
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@ -146,7 +296,36 @@ void ggml_cl_sgemm_wrapper(
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dequant = true;
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kernel = kernel_q4_2;
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local = 8;
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size_qb = global * (sizeof(short) + local) / 16;
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size_qb = global * (sizeof(ggml_fp16_t) + local) / 16;
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break;
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case GGML_TYPE_Q5_0:
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dequant = true;
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kernel = kernel_q5_0;
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local = 16;
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// For some reason OpenCL seems to be incapable of working with structs of size 22.
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// 20 and 24 bytes are fine. Workaround to do the fp16 to fp32 step on CPU...
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// TODO Find the reason, fix and remove workaround.
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const block_q5_0* b = (const block_q5_0*) host_b;
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cl_host_b = (cl_block_q5_0*) malloc(sizeof(cl_block_q5_0) * global / 32);
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for (size_t i = 0; i < global / 32; i++) {
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cl_host_b[i].d = ggml_fp16_to_fp32(b[i].d);
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memcpy(&cl_host_b[i].qh, b[i].qh, sizeof(uint32_t));
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memcpy(&cl_host_b[i].qs, b[i].qs, QK5_0 / 2);
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}
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host_b = (const float*) cl_host_b;
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size_qb = global * (sizeof(float) + sizeof(uint32_t) + local) / 32;
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break;
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case GGML_TYPE_Q5_1:
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dequant = true;
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kernel = kernel_q5_1;
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local = 16;
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size_qb = global * (sizeof(ggml_fp16_t) * 2 + sizeof(uint32_t) + local) / 32;
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break;
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case GGML_TYPE_Q8_0:
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dequant = true;
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kernel = kernel_q8_0;
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local = 32;
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size_qb = global * (sizeof(float) + local) / 32;
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break;
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default:
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fprintf(stderr, "Error: Unsupported OpenCL btype %d\n", btype);
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@ -171,12 +350,15 @@ void ggml_cl_sgemm_wrapper(
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err = clSetKernelArg(kernel, 0, sizeof(cl_mem), &cl_buffer_qb);
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err |= clSetKernelArg(kernel, 1, sizeof(cl_mem), &cl_buffer_b);
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CL_CHECK(err, "clSetKernelArg");
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clEnqueueWriteBuffer(queue, cl_buffer_qb, CL_FALSE, 0, size_qb, host_b, 0, NULL, &ev_qb);
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err = clEnqueueWriteBuffer(queue, cl_buffer_qb, CL_FALSE, 0, size_qb, host_b, 0, NULL, &ev_qb);
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CL_CHECK(err, "clEnqueueWriteBuffer qb");
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} else {
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clEnqueueWriteBuffer(queue, cl_buffer_b, CL_FALSE, 0, size_b, host_b, 0, NULL, &ev_b);
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err = clEnqueueWriteBuffer(queue, cl_buffer_b, CL_FALSE, 0, size_b, host_b, 0, NULL, &ev_b);
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CL_CHECK(err, "clEnqueueWriteBuffer b");
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}
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clEnqueueWriteBuffer(queue, cl_buffer_a, CL_FALSE, 0, size_a, host_a, 0, NULL, &ev_a);
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err = clEnqueueWriteBuffer(queue, cl_buffer_a, CL_FALSE, 0, size_a, host_a, 0, NULL, &ev_a);
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CL_CHECK(err, "clEnqueueWriteBuffer a");
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if (dequant) {
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err = clEnqueueNDRangeKernel(queue, kernel, 1, NULL, &global, &local, 1, &ev_qb, &ev_b);
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CL_CHECK(err, "clEnqueueNDRangeKernel");
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@ -188,15 +370,20 @@ void ggml_cl_sgemm_wrapper(
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clReleaseEvent(ev_b);
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cl_event ev_sgemm;
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CLBlastSgemm((CLBlastLayout)order,
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(CLBlastTranspose)trans_a, (CLBlastTranspose)trans_b,
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m, n, k,
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alpha,
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cl_buffer_a, 0, lda,
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cl_buffer_b, 0, ldb,
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beta,
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cl_buffer_c, 0, ldc,
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&queue, &ev_sgemm);
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CLBlastStatusCode status = CLBlastSgemm((CLBlastLayout)order,
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(CLBlastTranspose)trans_a, (CLBlastTranspose)trans_b,
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m, n, k,
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alpha,
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cl_buffer_a, 0, lda,
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cl_buffer_b, 0, ldb,
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beta,
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cl_buffer_c, 0, ldc,
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&queue, &ev_sgemm);
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if (status != CLBlastSuccess) {
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fprintf(stderr, "Error: CLBlast SGEMM %d\n", status);
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abort();
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}
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cl_event ev_c;
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clEnqueueReadBuffer(queue, cl_buffer_c, CL_TRUE, 0, size_c, host_c, 1, &ev_sgemm, &ev_c);
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@ -205,4 +392,7 @@ void ggml_cl_sgemm_wrapper(
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clWaitForEvents(1, &ev_c);
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clReleaseEvent(ev_sgemm);
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clReleaseEvent(ev_c);
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if (btype == GGML_TYPE_Q5_0) {
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free((void*) cl_host_b);
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}
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}
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