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