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3 Commits

Author SHA1 Message Date
Jeff Bolz
2524c26164 vulkan: fix push constant size for quantize_q8_1 (#18687)
I added an assert to catch further mismatches, and it found several.
Fix those, too.
2026-01-08 15:40:58 +01:00
Jeff Bolz
cb14b06995 vulkan: optimize ssm_scan (#18630)
* vulkan: optimize ssm_scan

* fix warp vs subgroup naming
2026-01-08 15:16:54 +01:00
Adrien Gallouët
55abc39355 vendor : update cpp-httplib to 0.30.0 (#18660)
* vendor : update cpp-httplib to 0.30.0
* common : allow custom headers when downloading
2026-01-08 13:53:54 +01:00
10 changed files with 2292 additions and 649 deletions

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@@ -129,11 +129,3 @@ void common_params_add_preset_options(std::vector<common_arg> & args);
// initialize argument parser context - used by test-arg-parser and preset
common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr);
struct common_remote_params {
std::vector<std::string> headers;
long timeout = 0; // CURLOPT_TIMEOUT, in seconds ; 0 means no timeout
long max_size = 0; // max size of the response ; unlimited if 0 ; max is 2GB
};
// get remote file content, returns <http_code, raw_response_body>
std::pair<long, std::vector<char>> common_remote_get_content(const std::string & url, const common_remote_params & params);

View File

@@ -308,7 +308,8 @@ static bool common_download_head(CURL * curl,
// download one single file from remote URL to local path
static bool common_download_file_single_online(const std::string & url,
const std::string & path,
const std::string & bearer_token) {
const std::string & bearer_token,
const common_header_list & custom_headers) {
static const int max_attempts = 3;
static const int retry_delay_seconds = 2;
for (int i = 0; i < max_attempts; ++i) {
@@ -330,6 +331,11 @@ static bool common_download_file_single_online(const std::string & url,
common_load_model_from_url_headers headers;
curl_easy_setopt(curl.get(), CURLOPT_HEADERDATA, &headers);
curl_slist_ptr http_headers;
for (const auto & h : custom_headers) {
std::string s = h.first + ": " + h.second;
http_headers.ptr = curl_slist_append(http_headers.ptr, s.c_str());
}
const bool was_perform_successful = common_download_head(curl.get(), http_headers, url, bearer_token);
if (!was_perform_successful) {
head_request_ok = false;
@@ -454,8 +460,10 @@ std::pair<long, std::vector<char>> common_remote_get_content(const std::string &
curl_easy_setopt(curl.get(), CURLOPT_MAXFILESIZE, params.max_size);
}
http_headers.ptr = curl_slist_append(http_headers.ptr, "User-Agent: llama-cpp");
for (const auto & header : params.headers) {
http_headers.ptr = curl_slist_append(http_headers.ptr, header.c_str());
std::string header_ = header.first + ": " + header.second;
http_headers.ptr = curl_slist_append(http_headers.ptr, header_.c_str());
}
curl_easy_setopt(curl.get(), CURLOPT_HTTPHEADER, http_headers.ptr);
@@ -619,7 +627,8 @@ static bool common_pull_file(httplib::Client & cli,
// download one single file from remote URL to local path
static bool common_download_file_single_online(const std::string & url,
const std::string & path,
const std::string & bearer_token) {
const std::string & bearer_token,
const common_header_list & custom_headers) {
static const int max_attempts = 3;
static const int retry_delay_seconds = 2;
@@ -629,6 +638,9 @@ static bool common_download_file_single_online(const std::string & url,
if (!bearer_token.empty()) {
default_headers.insert({"Authorization", "Bearer " + bearer_token});
}
for (const auto & h : custom_headers) {
default_headers.emplace(h.first, h.second);
}
cli.set_default_headers(default_headers);
const bool file_exists = std::filesystem::exists(path);
@@ -734,13 +746,9 @@ std::pair<long, std::vector<char>> common_remote_get_content(const std::string
auto [cli, parts] = common_http_client(url);
httplib::Headers headers = {{"User-Agent", "llama-cpp"}};
for (const auto & header : params.headers) {
size_t pos = header.find(':');
if (pos != std::string::npos) {
headers.emplace(header.substr(0, pos), header.substr(pos + 1));
} else {
headers.emplace(header, "");
}
headers.emplace(header.first, header.second);
}
if (params.timeout > 0) {
@@ -772,9 +780,10 @@ std::pair<long, std::vector<char>> common_remote_get_content(const std::string
static bool common_download_file_single(const std::string & url,
const std::string & path,
const std::string & bearer_token,
bool offline) {
bool offline,
const common_header_list & headers) {
if (!offline) {
return common_download_file_single_online(url, path, bearer_token);
return common_download_file_single_online(url, path, bearer_token, headers);
}
if (!std::filesystem::exists(path)) {
@@ -788,13 +797,24 @@ static bool common_download_file_single(const std::string & url,
// download multiple files from remote URLs to local paths
// the input is a vector of pairs <url, path>
static bool common_download_file_multiple(const std::vector<std::pair<std::string, std::string>> & urls, const std::string & bearer_token, bool offline) {
static bool common_download_file_multiple(const std::vector<std::pair<std::string, std::string>> & urls,
const std::string & bearer_token,
bool offline,
const common_header_list & headers) {
// Prepare download in parallel
std::vector<std::future<bool>> futures_download;
futures_download.reserve(urls.size());
for (auto const & item : urls) {
futures_download.push_back(std::async(std::launch::async, [bearer_token, offline](const std::pair<std::string, std::string> & it) -> bool {
return common_download_file_single(it.first, it.second, bearer_token, offline);
}, item));
futures_download.push_back(
std::async(
std::launch::async,
[&bearer_token, offline, &headers](const std::pair<std::string, std::string> & it) -> bool {
return common_download_file_single(it.first, it.second, bearer_token, offline, headers);
},
item
)
);
}
// Wait for all downloads to complete
@@ -807,17 +827,17 @@ static bool common_download_file_multiple(const std::vector<std::pair<std::strin
return true;
}
bool common_download_model(
const common_params_model & model,
const std::string & bearer_token,
bool offline) {
bool common_download_model(const common_params_model & model,
const std::string & bearer_token,
bool offline,
const common_header_list & headers) {
// Basic validation of the model.url
if (model.url.empty()) {
LOG_ERR("%s: invalid model url\n", __func__);
return false;
}
if (!common_download_file_single(model.url, model.path, bearer_token, offline)) {
if (!common_download_file_single(model.url, model.path, bearer_token, offline, headers)) {
return false;
}
@@ -876,13 +896,16 @@ bool common_download_model(
}
// Download in parallel
common_download_file_multiple(urls, bearer_token, offline);
common_download_file_multiple(urls, bearer_token, offline, headers);
}
return true;
}
common_hf_file_res common_get_hf_file(const std::string & hf_repo_with_tag, const std::string & bearer_token, bool offline) {
common_hf_file_res common_get_hf_file(const std::string & hf_repo_with_tag,
const std::string & bearer_token,
bool offline,
const common_header_list & custom_headers) {
auto parts = string_split<std::string>(hf_repo_with_tag, ':');
std::string tag = parts.size() > 1 ? parts.back() : "latest";
std::string hf_repo = parts[0];
@@ -893,10 +916,10 @@ common_hf_file_res common_get_hf_file(const std::string & hf_repo_with_tag, cons
std::string url = get_model_endpoint() + "v2/" + hf_repo + "/manifests/" + tag;
// headers
std::vector<std::string> headers;
headers.push_back("Accept: application/json");
common_header_list headers = custom_headers;
headers.push_back({"Accept", "application/json"});
if (!bearer_token.empty()) {
headers.push_back("Authorization: Bearer " + bearer_token);
headers.push_back({"Authorization", "Bearer " + bearer_token});
}
// Important: the User-Agent must be "llama-cpp" to get the "ggufFile" field in the response
// User-Agent header is already set in common_remote_get_content, no need to set it here
@@ -1031,9 +1054,10 @@ std::string common_docker_resolve_model(const std::string & docker) {
const std::string url_prefix = "https://registry-1.docker.io/v2/" + repo;
std::string manifest_url = url_prefix + "/manifests/" + tag;
common_remote_params manifest_params;
manifest_params.headers.push_back("Authorization: Bearer " + token);
manifest_params.headers.push_back(
"Accept: application/vnd.docker.distribution.manifest.v2+json,application/vnd.oci.image.manifest.v1+json");
manifest_params.headers.push_back({"Authorization", "Bearer " + token});
manifest_params.headers.push_back({"Accept",
"application/vnd.docker.distribution.manifest.v2+json,application/vnd.oci.image.manifest.v1+json"
});
auto manifest_res = common_remote_get_content(manifest_url, manifest_params);
if (manifest_res.first != 200) {
throw std::runtime_error("Failed to get Docker manifest, HTTP code: " + std::to_string(manifest_res.first));
@@ -1070,7 +1094,7 @@ std::string common_docker_resolve_model(const std::string & docker) {
std::string local_path = fs_get_cache_file(model_filename);
const std::string blob_url = url_prefix + "/blobs/" + gguf_digest;
if (!common_download_file_single(blob_url, local_path, token, false)) {
if (!common_download_file_single(blob_url, local_path, token, false, {})) {
throw std::runtime_error("Failed to download Docker Model");
}
@@ -1084,11 +1108,11 @@ std::string common_docker_resolve_model(const std::string & docker) {
#else
common_hf_file_res common_get_hf_file(const std::string &, const std::string &, bool) {
common_hf_file_res common_get_hf_file(const std::string &, const std::string &, bool, const common_header_list &) {
throw std::runtime_error("download functionality is not enabled in this build");
}
bool common_download_model(const common_params_model &, const std::string &, bool) {
bool common_download_model(const common_params_model &, const std::string &, bool, const common_header_list &) {
throw std::runtime_error("download functionality is not enabled in this build");
}

View File

@@ -1,12 +1,21 @@
#pragma once
#include <string>
#include <vector>
struct common_params_model;
//
// download functionalities
//
using common_header = std::pair<std::string, std::string>;
using common_header_list = std::vector<common_header>;
struct common_remote_params {
common_header_list headers;
long timeout = 0; // in seconds, 0 means no timeout
long max_size = 0; // unlimited if 0
};
// get remote file content, returns <http_code, raw_response_body>
std::pair<long, std::vector<char>> common_remote_get_content(const std::string & url, const common_remote_params & params);
struct common_cached_model_info {
std::string manifest_path;
@@ -41,13 +50,17 @@ struct common_hf_file_res {
common_hf_file_res common_get_hf_file(
const std::string & hf_repo_with_tag,
const std::string & bearer_token,
bool offline);
bool offline,
const common_header_list & headers = {}
);
// returns true if download succeeded
bool common_download_model(
const common_params_model & model,
const std::string & bearer_token,
bool offline);
bool offline,
const common_header_list & headers = {}
);
// returns list of cached models
std::vector<common_cached_model_info> common_list_cached_models();

View File

@@ -570,6 +570,7 @@ struct vk_device_struct {
bool uma;
bool prefer_host_memory;
bool float_controls_rte_fp16;
bool subgroup_basic;
bool subgroup_arithmetic;
bool subgroup_shuffle;
bool subgroup_ballot;
@@ -1504,6 +1505,11 @@ template <> void init_pushconst_fastdiv(vk_op_sum_rows_push_constants &p) {
init_fastdiv_values(p.ne01, p.ne0_1mp, p.ne0_1L);
}
struct vk_quantize_q8_1_push_constants {
uint32_t ne;
uint32_t num_blocks;
};
// Allow pre-recording command buffers
struct vk_staging_memcpy {
vk_staging_memcpy(void * _dst, const void * _src, size_t _n) : dst(_dst), src(_src), n(_n) {}
@@ -3340,12 +3346,12 @@ static void ggml_vk_load_shaders(vk_device& device) {
GGML_ASSERT(device->subgroup_ballot);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_subgroup_f16, wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_subgroup_f16_f32, wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_subgroup_f16, wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_subgroup_f16_f32, wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id);
#if defined(GGML_VULKAN_BFLOAT16_GLSLC_SUPPORT)
if (device->coopmat_bf16_support) {
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id);
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id);
}
#endif
@@ -3453,9 +3459,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
#endif
if (device->subgroup_ballot && device->subgroup_require_full_support && subgroup_min_size_16) {
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_subgroup_f16, wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_subgroup_f16_f32, wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_subgroup_f16, wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_subgroup_f16_f32, wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_subgroup_q4_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size);
@@ -3497,9 +3503,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
}
#endif
} else {
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_f32_f32, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_f16, wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_f16_f32, wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_f32_f32, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16, matmul_id_f16, wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM2(GGML_TYPE_F16, pipeline_matmul_id_f16_f32, matmul_id_f16_f32, wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM2(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0], matmul_id_q4_0_f32, mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
@@ -3614,9 +3620,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
#endif
if (device->subgroup_ballot && device->subgroup_require_full_support && subgroup_min_size_16) {
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16.f32acc, matmul_id_subgroup_f16, , wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_subgroup_f16_f32, , wg_denoms, warptile_id, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_subgroup_f32_f32, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16.f32acc, matmul_id_subgroup_f16, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_subgroup_f16_f32, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_subgroup_bf16, , wg_denoms, warptile_id, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size_16);
CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0].f32acc, matmul_id_subgroup_q4_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size);
@@ -3640,9 +3646,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
CREATE_MM(GGML_TYPE_IQ4_NL, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_IQ4_NL].f32acc, matmul_id_subgroup_iq4_nl_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size);
CREATE_MM(GGML_TYPE_MXFP4, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_MXFP4].f32acc, matmul_id_subgroup_mxfp4_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, mul_mat_subgroup_size);
} else {
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_f32_f32, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16.f32acc, matmul_id_f16, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_f16_f32, , wg_denoms, warptile, vk_mat_mat_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F32, pipeline_matmul_id_f32, matmul_id_f32_f32, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16.f32acc, matmul_id_f16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_F16, pipeline_matmul_id_f16_f32.f32acc, matmul_id_f16_f32, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_BF16, pipeline_matmul_id_bf16, matmul_id_bf16, , wg_denoms, warptile, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
CREATE_MM(GGML_TYPE_Q4_0, pipeline_dequant_mul_mat_mat_id[GGML_TYPE_Q4_0].f32acc, matmul_id_q4_0_f32, , mmq_wg_denoms, warptile_mmqid, vk_mat_mat_id_push_constants, mul_mat_id_param_count, _id, 0);
@@ -3840,22 +3846,22 @@ static void ggml_vk_load_shaders(vk_device& device) {
const uint32_t subgroup_size_int = (device->vendor_id == VK_VENDOR_ID_INTEL && device->subgroup_size_control) ? device->subgroup_min_size : device->subgroup_size;
const uint32_t wg_size_subgroup_int = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size_int : (subgroup_size_int * 4);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_q8_1_f32", arr_dmmv_id_q4_0_q8_1_f32_len[reduc], arr_dmmv_id_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_q8_1_f32", arr_dmmv_id_q4_1_q8_1_f32_len[reduc], arr_dmmv_id_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_q8_1_f32", arr_dmmv_id_q5_0_q8_1_f32_len[reduc], arr_dmmv_id_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_q8_1_f32", arr_dmmv_id_q5_1_q8_1_f32_len[reduc], arr_dmmv_id_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_q8_1_f32", arr_dmmv_id_q8_0_q8_1_f32_len[reduc], arr_dmmv_id_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_q8_1_f32", arr_dmmv_id_q4_0_q8_1_f32_len[reduc], arr_dmmv_id_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_q8_1_f32", arr_dmmv_id_q4_1_q8_1_f32_len[reduc], arr_dmmv_id_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_q8_1_f32", arr_dmmv_id_q5_0_q8_1_f32_len[reduc], arr_dmmv_id_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_q8_1_f32", arr_dmmv_id_q5_1_q8_1_f32_len[reduc], arr_dmmv_id_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_q8_1_f32", arr_dmmv_id_q8_0_q8_1_f32_len[reduc], arr_dmmv_id_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_q8_1_f32", arr_dmmv_id_mxfp4_q8_1_f32_len[reduc], arr_dmmv_id_mxfp4_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_q8_1_f32", arr_dmmv_id_mxfp4_q8_1_f32_len[reduc], arr_dmmv_id_mxfp4_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_q8_1_f32", arr_dmmv_id_q2_k_q8_1_f32_len[reduc], arr_dmmv_id_q2_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_q8_1_f32", arr_dmmv_id_q3_k_q8_1_f32_len[reduc], arr_dmmv_id_q3_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_q8_1_f32", arr_dmmv_id_q4_k_q8_1_f32_len[reduc], arr_dmmv_id_q4_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_q8_1_f32", arr_dmmv_id_q5_k_q8_1_f32_len[reduc], arr_dmmv_id_q5_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_q8_1_f32", arr_dmmv_id_q6_k_q8_1_f32_len[reduc], arr_dmmv_id_q6_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_q8_1_f32", arr_dmmv_id_q2_k_q8_1_f32_len[reduc], arr_dmmv_id_q2_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 2*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_q8_1_f32", arr_dmmv_id_q3_k_q8_1_f32_len[reduc], arr_dmmv_id_q3_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_q8_1_f32", arr_dmmv_id_q4_k_q8_1_f32_len[reduc], arr_dmmv_id_q4_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_q8_1_f32", arr_dmmv_id_q5_k_q8_1_f32_len[reduc], arr_dmmv_id_q5_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_q8_1_f32", arr_dmmv_id_q6_k_q8_1_f32_len[reduc], arr_dmmv_id_q6_k_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_kq_int, 1, 1}, {wg_size_subgroup_int, 1*rm_kq_int}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_q8_1_f32", arr_dmmv_id_iq1_s_q8_1_f32_len[reduc], arr_dmmv_id_iq1_s_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_iq_int(0), 1, 1}, {wg_size_subgroup_int, 1*rm_iq_int(0)}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_q8_1_f32", arr_dmmv_id_iq1_m_q8_1_f32_len[reduc], arr_dmmv_id_iq1_m_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_iq_int(0), 1, 1}, {wg_size_subgroup_int, 1*rm_iq_int(0)}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_q8_1_f32", arr_dmmv_id_iq1_s_q8_1_f32_len[reduc], arr_dmmv_id_iq1_s_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_iq_int(0), 1, 1}, {wg_size_subgroup_int, 1*rm_iq_int(0)}, 1, true, use_subgroups, subgroup_size_int);
ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_q8_1_f32[w][GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_q8_1_f32", arr_dmmv_id_iq1_m_q8_1_f32_len[reduc], arr_dmmv_id_iq1_m_q8_1_f32_data[reduc], "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_iq_int(0), 1, 1}, {wg_size_subgroup_int, 1*rm_iq_int(0)}, 1, true, use_subgroups, subgroup_size_int);
}
#endif // GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT
}
@@ -3943,9 +3949,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
ggml_vk_create_pipeline(device, device->pipeline_flash_attn_split_k_reduce, "fa_split_k_reduce", fa_split_k_reduce_len, fa_split_k_reduce_data, "main", 3, 5 * sizeof(uint32_t), {1, device->subgroup_size, 1}, {device->subgroup_size}, 1, true);
if (device->subgroup_clustered && device->subgroup_require_full_support) {
ggml_vk_create_pipeline(device, device->pipeline_quantize_q8_1_x4, "quantize_q8_1_x4", quantize_q8_1_x4_subgroup_len, quantize_q8_1_x4_subgroup_data, "main", 2, 1 * sizeof(uint32_t), {32 * device->subgroup_size / 8, 1, 1}, { device->subgroup_size }, 1, true, true);
ggml_vk_create_pipeline(device, device->pipeline_quantize_q8_1_x4, "quantize_q8_1_x4", quantize_q8_1_x4_subgroup_len, quantize_q8_1_x4_subgroup_data, "main", 2, sizeof(vk_quantize_q8_1_push_constants), {32 * device->subgroup_size / 8, 1, 1}, { device->subgroup_size }, 1, true, true);
} else {
ggml_vk_create_pipeline(device, device->pipeline_quantize_q8_1_x4, "quantize_q8_1_x4", quantize_q8_1_x4_len, quantize_q8_1_x4_data, "main", 2, 1 * sizeof(uint32_t), {32 * device->subgroup_size / 8, 1, 1}, { device->subgroup_size }, 1);
ggml_vk_create_pipeline(device, device->pipeline_quantize_q8_1_x4, "quantize_q8_1_x4", quantize_q8_1_x4_len, quantize_q8_1_x4_data, "main", 2, sizeof(vk_quantize_q8_1_push_constants), {32 * device->subgroup_size / 8, 1, 1}, { device->subgroup_size }, 1);
}
for (uint32_t i = 0; i < p021_max_gqa_ratio; ++i) {
@@ -4153,9 +4159,9 @@ static void ggml_vk_load_shaders(vk_device& device) {
ggml_vk_create_pipeline(device, device->pipeline_add1_f16_f32, "add1_f16_f32", add1_f16_f32_len, add1_f16_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1);
ggml_vk_create_pipeline(device, device->pipeline_add1_f32_f32, "add1_f32_f32", add1_f32_f32_len, add1_f32_f32_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1);
ggml_vk_create_pipeline(device, device->pipeline_arange_f32, "arange_f32", arange_f32_len, arange_f32_data, "main", 1, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1);
ggml_vk_create_pipeline(device, device->pipeline_arange_f32, "arange_f32", arange_f32_len, arange_f32_data, "main", 1, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1);
ggml_vk_create_pipeline(device, device->pipeline_fill_f32, "fill_f32", fill_f32_len, fill_f32_data, "main", 1, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1);
ggml_vk_create_pipeline(device, device->pipeline_fill_f32, "fill_f32", fill_f32_len, fill_f32_data, "main", 1, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1);
#define CREATE_GLU(name) \
if (device->float_controls_rte_fp16) { \
@@ -4301,8 +4307,8 @@ static void ggml_vk_load_shaders(vk_device& device) {
ggml_vk_create_pipeline(device, device->pipeline_rwkv_wkv7_f32, "rwkv_wkv7_f32", rwkv_wkv7_f32_len, rwkv_wkv7_f32_data, "main", 8, sizeof(vk_op_rwkv_wkv7_push_constants), {1, 1, 1}, {device->subgroup_size}, 1);
if (device->subgroup_arithmetic && device->subgroup_require_full_support) {
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d128, "ssm_scan_128_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {128, device->subgroup_size, 16}, 1, true, true);
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d256, "ssm_scan_256_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {256, device->subgroup_size, 16}, 1, true, true);
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d128, "ssm_scan_128_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {128, device->subgroup_size}, 1, true, true);
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d256, "ssm_scan_256_f32", ssm_scan_subgroup_f32_len, ssm_scan_subgroup_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {256, device->subgroup_size}, 1, true, true);
} else {
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d128, "ssm_scan_128_f32", ssm_scan_f32_len, ssm_scan_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {128, device->subgroup_size, 16}, 1, true, true);
ggml_vk_create_pipeline(device, device->pipeline_ssm_scan_f32_d256, "ssm_scan_256_f32", ssm_scan_f32_len, ssm_scan_f32_data, "main", 8, sizeof(vk_op_ssm_scan_push_constants), {1, 1, 1}, {256, device->subgroup_size, 16}, 1, true, true);
@@ -4638,6 +4644,8 @@ static vk_device ggml_vk_get_device(size_t idx) {
}
device->float_controls_rte_fp16 = vk12_props.shaderRoundingModeRTEFloat16;
device->subgroup_basic = (vk11_props.subgroupSupportedStages & vk::ShaderStageFlagBits::eCompute) &&
(vk11_props.subgroupSupportedOperations & vk::SubgroupFeatureFlagBits::eBasic);
device->subgroup_arithmetic = (vk11_props.subgroupSupportedStages & vk::ShaderStageFlagBits::eCompute) &&
(vk11_props.subgroupSupportedOperations & vk::SubgroupFeatureFlagBits::eArithmetic);
#ifdef __APPLE__
@@ -6097,6 +6105,7 @@ static void ggml_vk_dispatch_pipeline(ggml_backend_vk_context* ctx, vk_context&
GGML_ASSERT(ctx->descriptor_set_idx < ctx->descriptor_sets.size());
GGML_ASSERT(descriptor_buffer_infos.size() <= MAX_PARAMETER_COUNT);
GGML_ASSERT(pipeline->parameter_count == descriptor_buffer_infos.size());
GGML_ASSERT(pipeline->push_constant_size == push_constant_size(push_constants));
vk::DescriptorSet& descriptor_set = ctx->descriptor_sets[ctx->descriptor_set_idx++];
vk::WriteDescriptorSet write_descriptor_set{ descriptor_set, 0, 0, pipeline->parameter_count, vk::DescriptorType::eStorageBuffer, nullptr, descriptor_buffer_infos.begin() };
@@ -6879,7 +6888,12 @@ static void ggml_vk_quantize_q8_1(ggml_backend_vk_context * ctx, vk_context& sub
const uint64_t max_elements = std::min<uint64_t>(uint64_t{ctx->device->properties.limits.maxComputeWorkGroupCount[0]} * pipeline->wg_denoms[0], std::numeric_limits<uint32_t>::max());
const uint32_t elements = std::min(ne, static_cast<uint32_t>(max_elements));
ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { in, out }, std::array<uint32_t, 2>{ ne, num_blocks }, { elements, 1, 1 });
const vk_quantize_q8_1_push_constants pc = {
ne,
num_blocks,
};
ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { in, out }, pc, { elements, 1, 1 });
ggml_vk_sync_buffers(ctx, subctx);
}
@@ -9870,8 +9884,9 @@ static void ggml_vk_ssm_scan(ggml_backend_vk_context * ctx, vk_context& subctx,
std::array<uint32_t, 3> elements;
const int splitH = 16;
const uint32_t num_workgroups_x = CEIL_DIV(n_head * head_dim, splitH);
const uint32_t d_state = src0->ne[0];
uint32_t num_subgroups = d_state / ctx->device->subgroup_size;
const uint32_t num_workgroups_x = CEIL_DIV(n_head * head_dim, num_subgroups);
const uint32_t num_workgroups_y = n_seq;
elements = { num_workgroups_x, num_workgroups_y, 1 };
@@ -14777,11 +14792,13 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm
return false;
}
const uint32_t SPLIT_H = 16;
size_t shmem_size = d_state * sizeof(float);
size_t stateC_size = SPLIT_H * d_state * sizeof(float);
if (shmem_size > device->properties.limits.maxComputeSharedMemorySize) {
return false;
}
if (stateC_size > device->properties.limits.maxComputeSharedMemorySize) {
if (!device->subgroup_basic) {
return false;
}

View File

@@ -1,6 +1,7 @@
#version 450
#extension GL_EXT_control_flow_attributes : require
#extension GL_KHR_shader_subgroup_basic : enable
#if USE_SUBGROUP_ADD
#extension GL_KHR_shader_subgroup_arithmetic : enable
#endif
@@ -9,7 +10,8 @@
layout(constant_id = 0) const uint D_STATE = 128;
layout(constant_id = 1) const uint SUBGROUP_SIZE = 32;
layout(constant_id = 2) const uint SPLIT_H = 16;
const uint32_t c_factor = D_STATE / SUBGROUP_SIZE;
layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in;
@@ -41,22 +43,28 @@ float softplus(float x) {
}
}
shared float stateC[SPLIT_H * D_STATE];
#if !USE_SUBGROUP_ADD
shared float temp[D_STATE];
#endif
void main() {
const uint tid = gl_LocalInvocationID.x;
const uint head_idx = (gl_WorkGroupID.x * SPLIT_H) / d_head;
const uint head_off = ((gl_WorkGroupID.x * SPLIT_H) % d_head) * 4;
const uint seq_idx = gl_WorkGroupID.y;
const uint subgroup = gl_SubgroupID;
const uint lane = gl_SubgroupInvocationID;
const uint tid = gl_SubgroupID * SUBGROUP_SIZE + lane;
const uint subgroup_idx = gl_WorkGroupID.x * c_factor + subgroup;
const uint head_idx = subgroup_idx / d_head;
const uint head_off = (subgroup_idx % d_head) * 4;
const uint seq_idx = gl_WorkGroupID.y;
const uint group_off = (head_idx / (n_head / n_group)) * D_STATE * 4;
const uint s0_base_idx = (uint(ids[seq_idx]) * nb03 + head_idx * nb02 + head_off * D_STATE) / 4;
const uint x_base_idx = (seq_idx * nb13 + gl_WorkGroupID.x * SPLIT_H * 4) / 4;
const uint x_base_idx = (seq_idx * nb13 + subgroup_idx * 4) / 4;
const uint dt_base_idx = (seq_idx * nb22 + head_idx * 4) / 4;
const uint A_base_idx = (head_idx * nb31) / 4;
const uint B_base_idx = (seq_idx * nb43 + group_off) / 4;
const uint C_base_idx = (seq_idx * nb53 + group_off) / 4;
const uint y_base_idx = seq_idx * n_tok * n_head * d_head + gl_WorkGroupID.x * SPLIT_H;
const uint y_base_idx = seq_idx * n_tok * n_head * d_head + subgroup_idx;
const uint s_base_idx = (s_off + seq_idx * nb03 + head_idx * nb02 + head_off * D_STATE) / 4;
const uint stride_x = nb12 / 4;
@@ -65,76 +73,52 @@ void main() {
const uint stride_C = nb52 / 4;
const uint stride_y = n_head * d_head;
float state[SPLIT_H];
[[unroll]] for (uint j = 0; j < SPLIT_H; j++) {
state[j] = s0[s0_base_idx + j * D_STATE + tid];
float state[c_factor];
[[unroll]] for (uint j = 0; j < c_factor; j++) {
state[j] = s0[s0_base_idx + SUBGROUP_SIZE * j + lane];
}
float a = A[A_base_idx];
for (uint i = 0; i < n_tok; i++) {
const float dt_soft_plus = softplus(dt[dt_base_idx + i * stride_dt]);
float dt_soft_plus = softplus(dt[dt_base_idx + i * stride_dt]);
const float dA = exp(dt_soft_plus * A[A_base_idx]);
const float B_val = B[B_base_idx + i * stride_B + tid];
const float C_val = C[C_base_idx + i * stride_C + tid];
[[unroll]] for (uint j = 0; j < SPLIT_H; j++) {
const float x_dt = x[x_base_idx + i * stride_x + j] * dt_soft_plus;
float state_sum = 0.0f;
const float dA = exp(dt_soft_plus * a);
const float x_dt = x[x_base_idx + i * stride_x] * dt_soft_plus;
[[unroll]] for (uint j = 0; j < c_factor; j++) {
float B_val = B[B_base_idx + i * stride_B + SUBGROUP_SIZE * j + lane];
float C_val = C[C_base_idx + i * stride_C + SUBGROUP_SIZE * j + lane];
state[j] = (state[j] * dA) + (B_val * x_dt);
stateC[j * D_STATE + tid] = state[j] * C_val;
state_sum += state[j] * C_val;
}
#if USE_SUBGROUP_ADD
state_sum = subgroupAdd(state_sum);
#else
temp[tid] = state_sum;
barrier();
[[unroll]]
for (uint w = D_STATE / 2; w >= SUBGROUP_SIZE; w >>= 1) {
[[unroll]] for (uint j = 0; j < (w * SPLIT_H + D_STATE - 1) / D_STATE; j++) {
const uint k = (tid % w) + (D_STATE * (tid / w)) + j * D_STATE * (D_STATE / w);
if (k < SPLIT_H * D_STATE && (k + w) < SPLIT_H * D_STATE) {
stateC[k] += stateC[k + w];
}
[[unroll]] for (uint s = SUBGROUP_SIZE / 2; s > 0; s >>= 1) {
if (lane < s) {
temp[tid] += temp[tid + s];
}
barrier();
}
[[unroll]] for (uint j = 0; j < max(1, SPLIT_H / (D_STATE / SUBGROUP_SIZE)); j++) {
const uint idx = (tid % SUBGROUP_SIZE) +
D_STATE * (tid / SUBGROUP_SIZE) +
j * D_STATE * (D_STATE / SUBGROUP_SIZE);
const uint max_idx = SUBGROUP_SIZE - 1 +
D_STATE * ((D_STATE - 1) / SUBGROUP_SIZE) +
j * D_STATE * (D_STATE / SUBGROUP_SIZE);
if (idx < SPLIT_H * D_STATE ||
max_idx < SPLIT_H * D_STATE) {
float sc;
#if USE_SUBGROUP_ADD
sc = stateC[idx];
sc = subgroupAdd(sc);
#else
[[unroll]] for (uint offset = SUBGROUP_SIZE / 2; offset > 0; offset >>= 1) {
if (idx + offset < SPLIT_H * D_STATE) {
stateC[idx] += stateC[idx + offset];
}
barrier();
}
if (tid % SUBGROUP_SIZE == 0) {
sc = stateC[idx];
}
// get the value from lane 0
state_sum = temp[subgroup * SUBGROUP_SIZE];
barrier();
#endif
if (tid % SUBGROUP_SIZE == 0) {
const uint k = tid / SUBGROUP_SIZE + j * (D_STATE / SUBGROUP_SIZE);
d[y_base_idx + i * stride_y + k] = sc;
}
}
if (lane == 0) {
d[y_base_idx + i * stride_y] = state_sum;
}
barrier();
}
[[unroll]] for (uint j = 0; j < SPLIT_H; j++) {
d[s_base_idx + j * D_STATE + tid] = state[j];
// write back the state
[[unroll]]
for (int j = 0; j < c_factor; j++) {
d[s_base_idx + SUBGROUP_SIZE * j + lane] = state[j];
}
}

View File

@@ -16,7 +16,7 @@ vendor = {
# "https://github.com/mackron/miniaudio/raw/refs/tags/0.11.23/miniaudio.h": "vendor/miniaudio/miniaudio.h",
"https://github.com/mackron/miniaudio/raw/669ed3e844524fcd883231b13095baee9f6de304/miniaudio.h": "vendor/miniaudio/miniaudio.h",
"https://raw.githubusercontent.com/yhirose/cpp-httplib/refs/tags/v0.28.0/httplib.h": "vendor/cpp-httplib/httplib.h",
"https://raw.githubusercontent.com/yhirose/cpp-httplib/refs/tags/v0.30.0/httplib.h": "vendor/cpp-httplib/httplib.h",
"https://raw.githubusercontent.com/sheredom/subprocess.h/b49c56e9fe214488493021017bf3954b91c7c1f5/subprocess.h": "vendor/sheredom/subprocess.h",
}

View File

@@ -1,5 +1,6 @@
#include "arg.h"
#include "common.h"
#include "download.h"
#include <string>
#include <vector>

View File

@@ -1,10 +1,10 @@
#include "common.h"
#include "download.h"
#include "log.h"
#include "llama.h"
#include "mtmd.h"
#include "mtmd-helper.h"
#include "chat.h"
#include "arg.h" // for common_remote_get_content; TODO: use download.h only
#include "base64.hpp"
#include "server-common.h"
@@ -779,7 +779,7 @@ static void handle_media(
// download remote image
// TODO @ngxson : maybe make these params configurable
common_remote_params params;
params.headers.push_back("User-Agent: llama.cpp/" + build_info);
params.headers.push_back({"User-Agent", "llama.cpp/" + build_info});
params.max_size = 1024 * 1024 * 10; // 10MB
params.timeout = 10; // seconds
SRV_INF("downloading image from '%s'\n", url.c_str());

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