vulkan: allow multiple devices to access gpu-visible host memory (#29741)

* vulkan: allow multiple devices to access gpu-visible host memory

* clean up erroneous newlines

* add Windows support

* handle nullptr

* fix enable condition
This commit is contained in:
Ruben Ortlam authored and GitHub committed 2026-10-13 15:05:10 +02:00
1 parent 0a731cced9
commit e0bcaccbe5
4 files changed
+153 -71

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+118 -38
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@@ -1,5 +1,27 @@
#include "ggml-vulkan-common.h"
#include <atomic>
#include <cstdint>
#include <cstdlib>
#include <mutex>
#include <shared_mutex>
static void * portable_aligned_malloc(size_t align, size_t size) {
#ifdef _WIN32
return _aligned_malloc(size, align);
#else
return std::aligned_alloc(align, size);
#endif
}
static void portable_aligned_free(void * ptr) {
#ifdef _WIN32
_aligned_free(ptr);
#else
std::free(ptr);
#endif
}
ggml_backend_buffer_type_i ggml_backend_vk_buffer_type_interface = {
/* .get_name = */ ggml_backend_vk_buffer_type_name,
/* .alloc_buffer = */ ggml_backend_vk_buffer_type_alloc_buffer,
@@ -243,67 +265,125 @@ void ggml_vk_destroy_buffer(vk_buffer& buf) {
buf.reset();
}
void * ggml_vk_host_malloc(vk_device& device, size_t size) {
VK_LOG_MEMORY("ggml_vk_host_malloc(" << size << ")");
vk_buffer buf = ggml_vk_create_buffer(device, size,
{vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent | vk::MemoryPropertyFlagBits::eHostCached,
vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent});
// caller must hold host_allocations_mutex
static size_t ggml_vk_host_allocation_find(const void * ptr) {
for (size_t i = 0; i < vk_instance.host_allocations.size(); i++) {
const uint8_t * base = (const uint8_t *) vk_instance.host_allocations[i].base;
if (ptr >= base && ptr < base + vk_instance.host_allocations[i].size) {
return i;
}
}
return SIZE_MAX;
}
if(!(buf->memory_property_flags & vk::MemoryPropertyFlagBits::eHostVisible)) {
fprintf(stderr, "WARNING: failed to allocate %.2f MB of pinned memory\n",
size/1024.0/1024.0);
device->device.freeMemory(buf->device_memory);
device->device.destroyBuffer(buf->buffer);
void * ggml_vk_host_malloc(size_t size) {
VK_LOG_MEMORY("ggml_vk_host_malloc(" << size << ")");
ggml_vk_instance_init();
if (vk_instance.multi_device) {
const size_t align = std::max<size_t>(vk_instance.host_import_alignment, TENSOR_ALIGNMENT);
const size_t alloc_size = (size + align - 1) / align * align;
void * ptr = portable_aligned_malloc(align, alloc_size);
if (ptr == nullptr) {
return nullptr;
}
vk_host_allocation entry;
entry.base = ptr;
entry.size = alloc_size;
std::unique_lock<std::shared_mutex> guard(vk_instance.host_allocations_mutex);
vk_instance.host_allocations.push_back(std::move(entry));
return ptr;
}
vk_device dev0 = ggml_vk_get_device(0);
vk_buffer buf;
try {
buf = ggml_vk_create_buffer(dev0, size,
{vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent | vk::MemoryPropertyFlagBits::eHostCached,
vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent});
} catch (vk::SystemError&) {
return nullptr;
}
std::lock_guard<std::shared_mutex> guard(device->pinned_memory_mutex);
device->pinned_memory.push_back(std::make_tuple(buf->ptr, size, buf));
if (!(buf->memory_property_flags & vk::MemoryPropertyFlagBits::eHostVisible)) {
fprintf(stderr, "WARNING: failed to allocate %.2f MB of pinned memory\n", size / 1024.0 / 1024.0);
ggml_vk_destroy_buffer(buf);
return nullptr;
}
vk_host_allocation entry;
entry.base = buf->ptr;
entry.size = size;
entry.views[dev0->idx] = buf;
std::unique_lock<std::shared_mutex> guard(vk_instance.host_allocations_mutex);
vk_instance.host_allocations.push_back(std::move(entry));
return buf->ptr;
}
void ggml_vk_host_free(vk_device& device, void* ptr) {
void ggml_vk_host_free(void * ptr) {
if (ptr == nullptr) {
return;
}
VK_LOG_MEMORY("ggml_vk_host_free(" << ptr << ")");
std::lock_guard<std::shared_mutex> guard(device->pinned_memory_mutex);
vk_buffer buf;
size_t index;
for (size_t i = 0; i < device->pinned_memory.size(); i++) {
const uint8_t* addr = (const uint8_t*) std::get<0>(device->pinned_memory[i]);
const uint8_t* endr = addr + std::get<1>(device->pinned_memory[i]);
if (ptr >= addr && ptr < endr) {
buf = std::get<2>(device->pinned_memory[i]);
index = i;
break;
vk_host_allocation entry;
{
std::unique_lock<std::shared_mutex> guard(vk_instance.host_allocations_mutex);
const size_t index = ggml_vk_host_allocation_find(ptr);
if (index == SIZE_MAX) {
fprintf(stderr, "WARNING: failed to free pinned memory: memory not in map\n");
return;
}
}
if (buf == nullptr) {
fprintf(stderr, "WARNING: failed to free pinned memory: memory not in map\n");
return;
entry = std::move(vk_instance.host_allocations[index]);
vk_instance.host_allocations.erase(vk_instance.host_allocations.begin() + index);
}
ggml_vk_destroy_buffer(buf);
device->pinned_memory.erase(device->pinned_memory.begin() + index);
for (auto & view : entry.views) {
ggml_vk_destroy_buffer(view);
}
if (vk_instance.multi_device) {
portable_aligned_free(entry.base);
}
}
void ggml_vk_host_get(const vk_device& device, const void * ptr, vk_buffer& buf, size_t& buf_offset) {
std::shared_lock<std::shared_mutex> guard(device->pinned_memory_mutex);
buf = nullptr;
buf_offset = 0;
for (size_t i = 0; i < device->pinned_memory.size(); i++) {
const uint8_t* addr = (const uint8_t*) std::get<0>(device->pinned_memory[i]);
const uint8_t* endr = addr + std::get<1>(device->pinned_memory[i]);
if (ptr >= addr && ptr < endr) {
buf = std::get<2>(device->pinned_memory[i]);
buf_offset = ((const uint8_t *)ptr) - addr;
break;
std::unique_lock<std::shared_mutex> guard(vk_instance.host_allocations_mutex);
const size_t index = ggml_vk_host_allocation_find(ptr);
if (index == SIZE_MAX) {
return;
}
vk_host_allocation & entry = vk_instance.host_allocations[index];
if (entry.views[device->idx] == nullptr) {
if (!vk_instance.multi_device) {
return;
}
if (!device->external_memory_host) {
static std::atomic<uint32_t> warned_mask{0};
const uint32_t bit = 1u << device->idx;
if (!(warned_mask.fetch_or(bit) & bit)) {
GGML_LOG_WARN("ggml_vulkan: %s does not support VK_EXT_external_memory_host; host memory "
"will be staged, not pinned, on this device\n", device->name.c_str());
}
return;
}
// const only propagates from the const context; the pointee is mutable
entry.views[device->idx] = ggml_vk_buffer_from_host_ptr(const_cast<vk_device&>(device), entry.base, entry.size);
if (entry.views[device->idx] == nullptr) {
return;
}
}
buf = entry.views[device->idx];
buf_offset = (const uint8_t *) ptr - (const uint8_t *) entry.base;
}
void ggml_vk_ensure_sync_staging_buffer(vk_device& device, size_t size) {
+2 -2
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@@ -45,8 +45,8 @@ bool ggml_vk_flash_attn_coopmat_shmem_support(const vk_device& device, const vk_
vk_buffer ggml_vk_create_buffer_check(vk_device& device, size_t size, vk::MemoryPropertyFlags req_flags, vk::MemoryPropertyFlags fallback_flags = vk::MemoryPropertyFlags(0));
vk_buffer ggml_vk_create_buffer_device(vk_device& device, size_t size);
void ggml_vk_destroy_buffer(vk_buffer& buf);
void * ggml_vk_host_malloc(vk_device& device, size_t size);
void ggml_vk_host_free(vk_device& device, void* ptr);
void * ggml_vk_host_malloc(size_t size);
void ggml_vk_host_free(void * ptr);
void ggml_vk_host_get(const vk_device& device, const void * ptr, vk_buffer& buf, size_t& buf_offset);
void ggml_vk_ensure_sync_staging_buffer(vk_device& device, size_t size);
void ggml_vk_ensure_sync_staging_buffer(ggml_backend_vk_context * ctx, size_t size);
+13 -24
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@@ -48,43 +48,24 @@ typedef struct VkPhysicalDeviceCooperativeMatrixDecodeVectorFeaturesNV {
#endif
#include <algorithm>
#include <cmath>
#include <functional>
#include <iomanip>
#include <iostream>
#include <tuple>
#include <vector>
#include <deque>
#include <sstream>
#include <utility>
#include <memory>
#include <limits>
#include <map>
#include <set>
#include <unordered_map>
#include <shared_mutex>
#include <mutex>
#include <future>
#include <condition_variable>
#include <thread>
#if defined(_MSC_VER)
@@ -110,9 +91,7 @@ typedef struct VkPhysicalDeviceCooperativeMatrixDecodeVectorFeaturesNV {
#endif
#include "ggml-impl.h"
#include "ggml-backend-impl.h"
#include "ggml-vulkan-shaders.hpp"
#if !defined(VK_KHR_shader_bfloat16)
@@ -680,7 +659,6 @@ class vk_memory_logger;
struct vk_device_struct {
std::recursive_mutex mutex;
std::mutex queue_submit_mutex;
mutable std::shared_mutex pinned_memory_mutex;
// Guards compile_pending, all_pipelines, and the dynamic pipeline maps
// (flash_attn, fa_mask_opt, solve_tri, conv2d, etc). The actual compile
@@ -1019,8 +997,6 @@ struct vk_device_struct {
std::vector<vk_pipeline_ref> all_pipelines;
std::vector<std::tuple<void*, size_t, vk_buffer>> pinned_memory;
vk::Fence fence;
vk_buffer sync_staging;
@@ -1333,6 +1309,12 @@ struct ggml_backend_vk_buffer_context {
};
struct vk_host_allocation {
void * base = nullptr;
size_t size = 0;
vk_buffer views[GGML_VK_MAX_DEVICES]; // indexed by device->idx; null = not (yet) mapped here
};
struct vk_instance_t {
vk::Instance instance;
@@ -1347,6 +1329,13 @@ struct vk_instance_t {
std::vector<size_t> device_indices;
std::vector<bool> device_supports_membudget;
vk_device devices[GGML_VK_MAX_DEVICES];
std::vector<vk_host_allocation> host_allocations;
std::shared_mutex host_allocations_mutex;
size_t host_import_alignment = 0;
bool multi_device = false;
};
typedef void (*ggml_vk_func_t)(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst);
+20 -7
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@@ -5411,22 +5411,37 @@ void ggml_vk_instance_init() {
}
GGML_LOG_DEBUG("ggml_vulkan: Found %zu Vulkan devices:\n", vk_instance.device_indices.size());
bool all_external_memory_host = vk_instance.device_indices.size() > 1;
for (size_t i = 0; i < vk_instance.device_indices.size(); i++) {
vk::PhysicalDevice vkdev = devices[vk_instance.device_indices[i]];
std::vector<vk::ExtensionProperties> extensionprops = vkdev.enumerateDeviceExtensionProperties();
bool membudget_supported = false;
bool external_memory_host_supported = false;
for (const auto & ext : extensionprops) {
if (strcmp(VK_EXT_MEMORY_BUDGET_EXTENSION_NAME, ext.extensionName) == 0) {
membudget_supported = true;
break;
} else if (strcmp("VK_EXT_external_memory_host", ext.extensionName) == 0) {
external_memory_host_supported = true;
}
}
vk_instance.device_supports_membudget.push_back(membudget_supported);
if (external_memory_host_supported) {
vk::PhysicalDeviceProperties2 props2;
vk::PhysicalDeviceExternalMemoryHostPropertiesEXT ext_props;
props2.pNext = &ext_props;
vkdev.getProperties2(&props2);
vk_instance.host_import_alignment = std::max<size_t>(vk_instance.host_import_alignment, ext_props.minImportedHostPointerAlignment);
} else {
all_external_memory_host = false;
}
ggml_vk_print_gpu_info(i);
}
vk_instance.multi_device = all_external_memory_host;
}
void ggml_vk_init(ggml_backend_vk_context * ctx, size_t idx) {
@@ -13118,18 +13133,16 @@ static const char * ggml_backend_vk_host_buffer_type_name(ggml_backend_buffer_ty
static void ggml_backend_vk_host_buffer_free_buffer(ggml_backend_buffer_t buffer) {
VK_LOG_MEMORY("ggml_backend_vk_host_buffer_free_buffer()");
ggml_vk_host_free(vk_instance.devices[0], buffer->context);
ggml_vk_host_free(buffer->context);
}
static ggml_backend_buffer_t ggml_backend_vk_host_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) {
VK_LOG_MEMORY("ggml_backend_vk_host_buffer_type_alloc_buffer(" << size << ")");
size += 32; // Behave like the CPU buffer type
void * ptr = nullptr;
try {
ptr = ggml_vk_host_malloc(vk_instance.devices[0], size);
} catch (vk::SystemError& e) {
GGML_LOG_WARN("ggml_vulkan: Failed to allocate pinned memory (%s)\n", e.what());
void * ptr = ggml_vk_host_malloc(size);
if (ptr == nullptr) {
GGML_LOG_WARN("ggml_vulkan: Failed to allocate pinned memory\n");
// fallback to cpu buffer
return ggml_backend_buft_alloc_buffer(ggml_backend_cpu_buffer_type(), size);
}