opencl: fix a dp4a bug for devices where cl_khr_integer_dot_product is unavailable (#25639)
* opencl: do not fail backend init on devices without cl_khr_integer_dot_product * opencl: do not call dp4 kernels when dp is unavailable --------- Co-authored-by: Li He <lih@qti.qualcomm.com>
This commit is contained in:
@@ -532,6 +532,7 @@ struct ggml_backend_opencl_context {
|
||||
bool fp16_support;
|
||||
bool has_vector_subgroup_broadcast;
|
||||
bool has_subgroup_shuffle = false; // cl_khr_subgroup_shuffle or cl_qcom_subgroup_shuffle
|
||||
bool has_integer_dot = false; // cl_khr_integer_dot_product or cl_qcom_dot_product8
|
||||
bool has_qcom_subgroup_shuffle = false; // specifically cl_qcom_subgroup_shuffle
|
||||
bool disable_fusion;
|
||||
|
||||
@@ -834,7 +835,7 @@ struct ggml_backend_opencl_context {
|
||||
cl_kernel kernel_gemv_moe_q5_1_f32_ns, kernel_gemm_moe_q5_1_f32_ns;
|
||||
cl_kernel kernel_gemv_moe_q4_k_f32_ns, kernel_gemm_moe_q4_k_f32_ns, kernel_gemm_moe_q4_k_f32_ns_bin;
|
||||
cl_kernel kernel_gemv_moe_q4_k_f32_ns_wimg = nullptr; // weight-as-texture MoE decode GEMV (opt-in)
|
||||
cl_kernel kernel_gemm_moe_q4_k_q8_1_dp4a; // dp4a (int8) prefill GEMM variant
|
||||
cl_kernel kernel_gemm_moe_q4_k_q8_1_dp4a = nullptr; // dp4a (int8) prefill GEMM variant
|
||||
cl_kernel kernel_moe_reorder_quant_a_q8_1; // fused reorder + q8_1 quant for the dp4a GEMM
|
||||
cl_kernel kernel_gemm_moe_q8_1_dp4a_q80 = nullptr; // generic dp4a MoE GEMM (MOE_QT=80), opt-in
|
||||
cl_kernel kernel_moe_expand_scale_q8_0 = nullptr; // q8_0 per-block d -> uniform scale[16]
|
||||
@@ -844,12 +845,12 @@ struct ggml_backend_opencl_context {
|
||||
cl_kernel kernel_moe_expand_scale_q5_K = nullptr; // q5_K 6-bit s[] -> uniform scale[16]/min[8]
|
||||
cl_kernel kernel_gemv_moe_q5_k_f32_ns, kernel_gemm_moe_q5_k_f32_ns;
|
||||
cl_kernel kernel_gemv_moe_q6_k_f32_ns, kernel_gemm_moe_q6_k_f32_ns;
|
||||
cl_kernel kernel_gemm_moe_q6_k_q8_1_dp4a; // dp4a (int8) q6_K MoE prefill GEMM
|
||||
cl_kernel kernel_gemm_moe_q6_k_q8_1_dp4a = nullptr; // dp4a (int8) q6_K MoE prefill GEMM
|
||||
cl_kernel kernel_gemv_moe_mxfp4_f32, kernel_gemm_moe_mxfp4_f32;
|
||||
cl_kernel kernel_gemv_moe_mxfp4_f32_ns, kernel_gemm_moe_mxfp4_f32_ns, kernel_gemm_moe_mxfp4_f32_ns_bin;
|
||||
cl_kernel kernel_gemv_moe_mxfp4_f32_ns_wimg = nullptr; // weight-as-texture MoE decode GEMV
|
||||
cl_kernel kernel_gemm_moe_mxfp4_q8_1_dp4a; // dp4a (int8) mxfp4 MoE prefill GEMM
|
||||
cl_kernel kernel_gemm_moe_q4_0_q8_1_dp4a; // dp4a (int8) q4_0 MoE prefill GEMM
|
||||
cl_kernel kernel_gemm_moe_mxfp4_q8_1_dp4a = nullptr; // dp4a (int8) mxfp4 MoE prefill GEMM
|
||||
cl_kernel kernel_gemm_moe_q4_0_q8_1_dp4a = nullptr; // dp4a (int8) q4_0 MoE prefill GEMM
|
||||
cl_kernel kernel_moe_reorder_b;
|
||||
cl_kernel kernel_moe_histogram, kernel_moe_scan, kernel_moe_fill, kernel_moe_scatter;
|
||||
cl_kernel kernel_moe_combine_f32 = nullptr; // fused router-weight mul + cross-expert sum
|
||||
@@ -1037,10 +1038,10 @@ struct ggml_backend_opencl_context {
|
||||
cl_kernel kernel_gemv_noshuffle_q1_0_f32;
|
||||
cl_kernel kernel_gemv_noshuffle_q4_k_f32;
|
||||
cl_kernel kernel_gemm_noshuffle_q4_k_f32;
|
||||
cl_kernel kernel_gemm_noshuffle_q4_k_q8_1_dp4a; // dp4a (int8) dense prefill GEMM
|
||||
cl_kernel kernel_gemm_noshuffle_q4_k_q8_1_dp4a_wimg; // dp4a dense prefill GEMM, weights via texture (X1 opt-in)
|
||||
cl_kernel kernel_gemm_noshuffle_q5_k_q8_1_dp4a; // dp4a (int8) dense q5_K prefill GEMM
|
||||
cl_kernel kernel_gemm_noshuffle_q6_k_q8_1_dp4a; // dp4a (int8) dense q6_K prefill GEMM
|
||||
cl_kernel kernel_gemm_noshuffle_q4_k_q8_1_dp4a = nullptr; // dp4a (int8) dense prefill GEMM
|
||||
cl_kernel kernel_gemm_noshuffle_q4_k_q8_1_dp4a_wimg = nullptr; // dp4a dense prefill GEMM, weights via texture (X1 opt-in)
|
||||
cl_kernel kernel_gemm_noshuffle_q5_k_q8_1_dp4a = nullptr; // dp4a (int8) dense q5_K prefill GEMM
|
||||
cl_kernel kernel_gemm_noshuffle_q6_k_q8_1_dp4a = nullptr; // dp4a (int8) dense q6_K prefill GEMM
|
||||
cl_kernel kernel_quant_a_q8_1; // plain activation q8_1 pre-pass
|
||||
cl_kernel kernel_gemv_noshuffle_q6_K_f32;
|
||||
cl_kernel kernel_gemm_noshuffle_q6_K_f32;
|
||||
@@ -3490,7 +3491,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q5_0_q8_1_dp4a (dp4a dense q5_0 prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q5_0_q8_1_dp4a.cl.h"
|
||||
@@ -3580,7 +3581,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_iq4_nl_q8_1_dp4a (dp4a dense IQ4_NL prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_iq4_nl_q8_1_dp4a.cl.h"
|
||||
@@ -3595,7 +3596,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q4_0_q8_1_dp4a (dp4a dense q4_0 prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q4_0_q8_1_dp4a.cl.h"
|
||||
@@ -3708,7 +3709,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q4_k_q8_1_dp4a (dp4a dense prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q4_k_q8_1_dp4a.cl.h"
|
||||
@@ -3730,7 +3731,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q8_0_q8_1_dp4a (dp4a dense q8_0 prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q8_0_q8_1_dp4a.cl.h"
|
||||
@@ -3746,7 +3747,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q5_k_q8_1_dp4a (dp4a dense prefill GEMM for q5_K)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q5_k_q8_1_dp4a.cl.h"
|
||||
@@ -3761,7 +3762,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_noshuffle_q6_k_q8_1_dp4a (dp4a dense prefill GEMM for q6_K ffn_down/output)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_noshuffle_q6_k_q8_1_dp4a.cl.h"
|
||||
@@ -4091,7 +4092,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_moe_q4_k_q8_1_dp4a (dp4a prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_moe_q4_k_q8_1_dp4a.cl.h"
|
||||
@@ -4108,7 +4109,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_moe_mxfp4_q8_1_dp4a (dp4a prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_moe_mxfp4_q8_1_dp4a.cl.h"
|
||||
@@ -4125,7 +4126,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_moe_q4_0_q8_1_dp4a (dp4a prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_moe_q4_0_q8_1_dp4a.cl.h"
|
||||
@@ -4142,7 +4143,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_moe_q8_1_dp4a (generic dp4a MoE GEMM; MOE_QT=80 -> q8_0 expert variant)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_moe_q8_1_dp4a.cl.h"
|
||||
@@ -4256,7 +4257,7 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx) {
|
||||
}
|
||||
|
||||
// gemm_moe_q6_k_q8_1_dp4a (dp4a q6_K MoE prefill GEMM)
|
||||
{
|
||||
if (backend_ctx->has_integer_dot) {
|
||||
#ifdef GGML_OPENCL_EMBED_KERNELS
|
||||
const std::string kernel_src {
|
||||
#include "gemm_moe_q6_k_q8_1_dp4a.cl.h"
|
||||
@@ -5602,6 +5603,8 @@ static void ggml_opencl_print_backend_info(ggml_backend_opencl_device_context *
|
||||
backend_ctx->has_subgroup_shuffle ? "true" : "false");
|
||||
GGML_LOG_INFO("ggml_opencl: device FP16 support: %s\n",
|
||||
backend_ctx->fp16_support ? "true" : "false");
|
||||
GGML_LOG_INFO("ggml_opencl: khr dot product support: %s\n",
|
||||
backend_ctx->has_integer_dot ? "true" : "false");
|
||||
GGML_LOG_INFO("ggml_opencl: mem base addr align: %u\n",
|
||||
backend_ctx->alignment);
|
||||
GGML_LOG_INFO("ggml_opencl: global mem size: %zu MB\n",
|
||||
@@ -5810,6 +5813,12 @@ static ggml_backend_opencl_context * ggml_cl_init(ggml_backend_dev_t dev) {
|
||||
strstr(ext_buffer, "cl_khr_subgroup_shuffle") != NULL ||
|
||||
backend_ctx->has_qcom_subgroup_shuffle;
|
||||
|
||||
// check for cl_khr_integer_dot_product
|
||||
// cl_qcom_dot_product8 uses signed * unsigned
|
||||
// while cl_khr_integer_dot_product uses signed * signed -- we stick with khr for now
|
||||
backend_ctx->has_integer_dot =
|
||||
strstr(ext_buffer, "cl_khr_integer_dot_product") != NULL;
|
||||
|
||||
cl_uint base_align_in_bits;
|
||||
CL_CHECK(clGetDeviceInfo(device, CL_DEVICE_MEM_BASE_ADDR_ALIGN, sizeof(cl_uint), &base_align_in_bits, NULL));
|
||||
GGML_ASSERT(base_align_in_bits % 8u == 0);
|
||||
@@ -15819,18 +15828,14 @@ static void ggml_cl_mul_mat_q4_0_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
CL_CHECK(clReleaseMemObject(b_sub_buf));
|
||||
CL_CHECK(clReleaseMemObject(b_img));
|
||||
} else {
|
||||
// dp4a (int8) dense prefill GEMM: quant activations to q8_1, then the int8
|
||||
// dp4a inner-loop GEMM, in place of the transpose + f16 half-dot kernel.
|
||||
// q4_0 = d*(q-8); mirrors the IQ4_NL/q8_0 dense dp4a paths (+ the sum term).
|
||||
// OPT-IN / DEFAULT OFF: correct, but neutral on X2E. q4_0's dequant
|
||||
// ((q-8)*scale) is already trivial so the f16 GEMM is weight-BW-bound and the
|
||||
// int8 ALU win has nothing to beat -- same as q5_0 dense (unlike IQ4_NL, whose
|
||||
// codebook dequant is expensive enough for dp4a to help). Kept for A/B; force
|
||||
// on with GGML_OPENCL_Q4_0_DENSE_DP4A=1. Needs N>8, K%32==0, M%64==0.
|
||||
// dp4a (int8) dense prefill GEMM, default off
|
||||
static const char * q4_0_dense_dp4a_env = getenv("GGML_OPENCL_Q4_0_DENSE_DP4A");
|
||||
const bool q4_0_dense_dp4a_on = q4_0_dense_dp4a_env
|
||||
bool q4_0_dense_dp4a_on = q4_0_dense_dp4a_env
|
||||
? (atoi(q4_0_dense_dp4a_env) != 0)
|
||||
: false;
|
||||
// dot prod has to be available
|
||||
q4_0_dense_dp4a_on = backend_ctx->has_integer_dot && q4_0_dense_dp4a_on;
|
||||
|
||||
if (q4_0_dense_dp4a_on && backend_ctx->kernel_gemm_noshuffle_q4_0_q8_1_dp4a
|
||||
&& N > 8 && (K % 32 == 0) && (M % 64 == 0)) {
|
||||
cl_mem a_sub = nullptr;
|
||||
@@ -16253,27 +16258,16 @@ static void ggml_cl_mul_mat_q5_0_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
CL_CHECK(clReleaseMemObject(b_sub_buf));
|
||||
CL_CHECK(clReleaseMemObject(b_img));
|
||||
} else {
|
||||
// dp4a (int8) dense q5_0 prefill GEMM. Quantizes the [N,K] activations to
|
||||
// q8_1 and runs the int8 dot instead of the f16 half-dot. Large-batch
|
||||
// (ne1>8) only. q5_0 weight = (x-16)*d (x = nibble | hi<<4); x packed as a
|
||||
// 0..31 byte (dp4a), the -16 centering folded into a single min term
|
||||
// (d*16) via the q8_1 block sum. Reads the qs/qh/d buffers byte-identically
|
||||
// to the f16 kernel (greedy byte-identical, MUL_MAT NMSE-OK).
|
||||
//
|
||||
// OPT-IN / DEFAULT OFF. Unlike q8_0/q4_K dense, dp4a is not a win for q5_0 on
|
||||
// X2E: the q5_0 model is bottlenecked elsewhere, so the dense-GEMM int8 win
|
||||
// has nothing to surface and the q8_1 prepass slightly hurts. Kept correct +
|
||||
// opt-in for the X1 A/B (different texture-cache dynamic) and the
|
||||
// weight-texture variant. Env: GGML_OPENCL_Q5_DENSE_DP4A=1.
|
||||
// Weight-as-texture variant (X1 lever): routes the dominant qs nibble plane
|
||||
// through an image1d_buffer (qh stays a buffer). Opt-in
|
||||
// GGML_OPENCL_Q5_DENSE_DP4A_WIMG; when set it also forces the dp4a path on.
|
||||
// dp4a (int8) dense q5_0 prefill GEMM, default off
|
||||
static const char * q5_dense_dp4a_env = getenv("GGML_OPENCL_Q5_DENSE_DP4A");
|
||||
static const char * q5_dense_wimg_env = getenv("GGML_OPENCL_Q5_DENSE_DP4A_WIMG");
|
||||
const bool q5_dense_wimg_on = q5_dense_wimg_env && (atoi(q5_dense_wimg_env) != 0);
|
||||
const bool q5_dense_dp4a_on = q5_dense_wimg_on
|
||||
bool q5_dense_dp4a_on = q5_dense_wimg_on
|
||||
? true
|
||||
: (q5_dense_dp4a_env && (atoi(q5_dense_dp4a_env) != 0));
|
||||
// dot prod has to be available
|
||||
q5_dense_dp4a_on = backend_ctx->has_integer_dot && q5_dense_dp4a_on;
|
||||
|
||||
if (q5_dense_dp4a_on && backend_ctx->kernel_gemm_noshuffle_q5_0_q8_1_dp4a
|
||||
&& N > 8 && (K % 32 == 0) && (M % 64 == 0)) {
|
||||
cl_mem a_sub = nullptr;
|
||||
@@ -16708,15 +16702,14 @@ static void ggml_cl_mul_mat_iq4_nl_f32_adreno(ggml_backend_t backend, const ggml
|
||||
} else {
|
||||
// dp4a (int8) dense IQ4_NL prefill GEMM. Quantizes the [N,K] activations to
|
||||
// q8_1 and runs the int8 dot instead of the f16 half-dot. Large-batch
|
||||
// (ne1>8) only. IQ4_NL weight = kvalues[nibble]*d; the codebook value IS the
|
||||
// int8 (no min term), so this is the q8_0 dense case plus a nibble->int8 LUT
|
||||
// unpack. Reads the q/d buffers byte-identically to the f16 kernel. No bin
|
||||
// kernel for IQ4_NL -> baseline is f16, default ON for X2E (like q4_K/q6_K
|
||||
// dense dp4a). X1 stays on f16. Env: GGML_OPENCL_IQ4NL_DENSE_DP4A.
|
||||
// (ne1>8) only
|
||||
static const char * iq4nl_dense_dp4a_env = getenv("GGML_OPENCL_IQ4NL_DENSE_DP4A");
|
||||
const bool iq4nl_dense_dp4a_on = iq4nl_dense_dp4a_env
|
||||
bool iq4nl_dense_dp4a_on = iq4nl_dense_dp4a_env
|
||||
? (atoi(iq4nl_dense_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E);
|
||||
// dot prod has to be available
|
||||
iq4nl_dense_dp4a_on = backend_ctx->has_integer_dot && iq4nl_dense_dp4a_on;
|
||||
|
||||
if (iq4nl_dense_dp4a_on && backend_ctx->kernel_gemm_noshuffle_iq4_nl_q8_1_dp4a
|
||||
&& N > 8 && (K % 32 == 0) && (M % 64 == 0)) {
|
||||
cl_mem a_sub = nullptr;
|
||||
@@ -16968,11 +16961,13 @@ static void ggml_cl_mul_mat_q8_0_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
|
||||
const bool q8_bin_loaded = (backend_ctx->kernel_gemm_noshuffle_q8_0_f32_bin != nullptr);
|
||||
// bin kernel takes precedence
|
||||
const bool q8_dense_dp4a_on = q8_dense_wimg_on
|
||||
bool q8_dense_dp4a_on = q8_dense_wimg_on
|
||||
? true
|
||||
: q8_dense_dp4a_env
|
||||
? (atoi(q8_dense_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E && !q8_bin_loaded);
|
||||
// dot prod has to be available
|
||||
q8_dense_dp4a_on = backend_ctx->has_integer_dot && q8_dense_dp4a_on;
|
||||
|
||||
if (q8_dense_dp4a_on && backend_ctx->kernel_gemm_noshuffle_q8_0_q8_1_dp4a
|
||||
&& N > 8 && (K % 32 == 0) && (M % 64 == 0)) {
|
||||
@@ -17380,12 +17375,15 @@ static void ggml_cl_mul_mat_q4_k_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
static const char * q4k_dense_wimg_env = getenv("GGML_OPENCL_Q4K_DENSE_DP4A_WIMG");
|
||||
|
||||
const bool q4k_dense_wimg_on = q4k_dense_wimg_env && (atoi(q4k_dense_wimg_env) != 0);
|
||||
const bool q4k_dense_dp4a_on = q4k_dense_wimg_on
|
||||
bool q4k_dense_dp4a_on = q4k_dense_wimg_on
|
||||
? true
|
||||
: q4k_dense_dp4a_env
|
||||
? (atoi(q4k_dense_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E);
|
||||
|
||||
// dp4 has to be available
|
||||
q4k_dense_dp4a_on = backend_ctx->has_integer_dot && q4k_dense_dp4a_on;
|
||||
|
||||
// Min N for the dp4a prefill GEMM, default 9, i.e., ne1 > 8
|
||||
static const char * q4k_dp4a_minn_env = getenv("GGML_OPENCL_Q4K_DP4A_MINN");
|
||||
const int q4k_dp4a_minn = q4k_dp4a_minn_env ? atoi(q4k_dp4a_minn_env) : 9;
|
||||
@@ -17608,9 +17606,11 @@ static void ggml_cl_mul_mat_q6_K_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
|
||||
// dp4a (int8) dense q6_K prefill GEMM
|
||||
static const char * q6k_dense_dp4a_env = getenv("GGML_OPENCL_Q6K_DENSE_DP4A");
|
||||
static const bool q6k_dense_dp4a_on = (q6k_dense_dp4a_env != nullptr)
|
||||
bool q6k_dense_dp4a_on = (q6k_dense_dp4a_env != nullptr)
|
||||
? (atoi(q6k_dense_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen != ADRENO_GPU_GEN::X1E);
|
||||
// dot prod has to be available
|
||||
q6k_dense_dp4a_on = backend_ctx->has_integer_dot && q6k_dense_dp4a_on;
|
||||
|
||||
const bool is_output_w_dp4a = strncmp(src0->name, "output", 6) == 0 ||
|
||||
strncmp(src0->name, "token_embd", 10) == 0;
|
||||
@@ -17901,9 +17901,11 @@ static void ggml_cl_mul_mat_q5_K_f32_adreno(ggml_backend_t backend, const ggml_t
|
||||
|
||||
// dp4a (int8) dense q5_K prefill GEMM
|
||||
static const char * q5k_dense_dp4a_env = getenv("GGML_OPENCL_Q5K_DENSE_DP4A");
|
||||
const bool q5k_dense_dp4a_on = q5k_dense_dp4a_env
|
||||
bool q5k_dense_dp4a_on = q5k_dense_dp4a_env
|
||||
? (atoi(q5k_dense_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E);
|
||||
// dot prod has to be available
|
||||
q5k_dense_dp4a_on = backend_ctx->has_integer_dot && q5k_dense_dp4a_on;
|
||||
|
||||
if (q5k_dense_dp4a_on && ne1 > 8 && (ne00 % 32 == 0) && (ne01 % 64 == 0)) {
|
||||
const int Mm = ne01, Nn = ne1, Kk = ne00;
|
||||
@@ -20640,6 +20642,8 @@ static void ggml_cl_mul_mat_id(ggml_backend_t backend, const ggml_tensor * src0,
|
||||
bool use_moe_dp4a = q4_0_moe_dp4a_env
|
||||
? (atoi(q4_0_moe_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E);
|
||||
// dot prod has to be available
|
||||
use_moe_dp4a = backend_ctx->has_integer_dot && use_moe_dp4a;
|
||||
// bin kernel takes precedence
|
||||
use_moe_dp4a = use_moe_dp4a && backend_ctx->kernel_gemm_moe_q4_0_f32_ns_bin == nullptr;
|
||||
|
||||
@@ -21815,6 +21819,8 @@ static void ggml_cl_mul_mat_id(ggml_backend_t backend, const ggml_tensor * src0,
|
||||
bool use_moe_dp4a = (q4k_moe_dp4a_env != nullptr)
|
||||
? (atoi(q4k_moe_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E || backend_ctx->adreno_gen == ADRENO_GPU_GEN::X1E);
|
||||
// dot prod has to be available
|
||||
use_moe_dp4a = backend_ctx->has_integer_dot && use_moe_dp4a;
|
||||
// bin kernel takes precedence
|
||||
use_moe_dp4a = use_moe_dp4a && backend_ctx->kernel_gemm_moe_q4_k_f32_ns_bin == nullptr;
|
||||
|
||||
@@ -22316,10 +22322,12 @@ static void ggml_cl_mul_mat_id(ggml_backend_t backend, const ggml_tensor * src0,
|
||||
|
||||
// dp4a (int8) q6_K MoE prefill GEMM
|
||||
static const char * q6k_moe_dp4a_env = getenv("GGML_OPENCL_Q6K_MOE_DP4A");
|
||||
static const bool use_moe_dp4a = (q6k_moe_dp4a_env != nullptr)
|
||||
bool use_moe_dp4a = (q6k_moe_dp4a_env != nullptr)
|
||||
? (atoi(q6k_moe_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E
|
||||
|| backend_ctx->adreno_gen == ADRENO_GPU_GEN::X1E);
|
||||
// dot prod has to be available
|
||||
use_moe_dp4a = backend_ctx->has_integer_dot && use_moe_dp4a;
|
||||
|
||||
cl_buffer_region region;
|
||||
region.origin = 0;
|
||||
@@ -22569,6 +22577,8 @@ static void ggml_cl_mul_mat_id(ggml_backend_t backend, const ggml_tensor * src0,
|
||||
bool use_moe_dp4a = mxfp4_moe_dp4a_env
|
||||
? (atoi(mxfp4_moe_dp4a_env) != 0)
|
||||
: (backend_ctx->adreno_gen == ADRENO_GPU_GEN::X2E);
|
||||
// dot prod has to be available
|
||||
use_moe_dp4a = backend_ctx->has_integer_dot && use_moe_dp4a;
|
||||
// bin kernel takes precedence
|
||||
use_moe_dp4a = use_moe_dp4a && backend_ctx->kernel_gemm_moe_mxfp4_f32_ns_bin == nullptr;
|
||||
|
||||
|
||||
Reference in New Issue
Block a user