llama.cpp/ggml/src/ggml-cann/common.h
hipudding 7a395f67a7
CANN: Add support for async operator submission (#12864)
Submit operators using asynchronous threads to improve performance.

Use the environment variable GGML_CANN_ASYNC_MODE to control whether
asynchronous submission is enabled. It is disabled by default.

Testing shows a 10%–20% performance improvement in scenarios with
small parameter sizes, especially in quantized models.
2025-04-17 20:34:16 +08:00

420 lines
13 KiB
C++

/*
* Copyright (c) 2023-2024 The ggml authors
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS
* IN THE SOFTWARE.
*/
#ifndef CANN_COMMON_H
#define CANN_COMMON_H
#include <acl/acl.h>
#include <cstdio>
#include <iostream>
#include <map>
#include <memory>
#include <string>
#include <vector>
#include <atomic>
#include <condition_variable>
#include <mutex>
#include <thread>
#include <unistd.h>
#include <functional>
#include "../include/ggml-cann.h"
#include "../include/ggml.h"
#include "../ggml-impl.h"
#define MATRIX_ROW_PADDING 512
#define GGML_CANN_MAX_STREAMS 8
/**
* @brief Handles CANN-related errors by printing an error message and
* terminating the program.
* @param stmt The statement that caused the error.
* @param func The function in which the error occurred.
* @param file The file in which the error occurred.
* @param line The line number at which the error occurred.
* @param msg The error message.
*/
[[noreturn]] void ggml_cann_error(const char* stmt, const char* func,
const char* file, int line, const char* msg);
/**
* @brief Checks the result of a CANN function call and invokes the error
* handler if the call fails.
* @param stmt The CANN function call to check.
* @param success The success code that indicates the call was successful.
* @param error_fn The function to call to retrieve the error message.
*/
#define ACL_CHECK_GEN(stmt, success, error_fn) \
do { \
int err_code = (stmt); \
if (err_code != (success)) { \
ggml_cann_error(#stmt, __func__, __FILE__, __LINE__, error_fn()); \
} \
} while (0);
#define ACL_CHECK(stmt) ACL_CHECK_GEN(stmt, 0, aclGetRecentErrMsg)
/**
* @brief Contains information about CANN devices.
*/
struct ggml_cann_device_info {
/**
* @brief Number of CANN devices available.
*/
int32_t device_count;
/**
* @brief Information about a single CANN device.
*/
struct cann_device_info {
int cc; /**< Compute capability. */
size_t smpb; /**< Maximum shared memory per block. */
bool vmm; /**< Virtual memory support. */
size_t vmm_granularity; /**< Granularity of virtual memory. */
size_t total_vram; /**< Total video RAM available on the device. */
};
cann_device_info devices[GGML_CANN_MAX_DEVICES] =
{}; /**< Array of CANN device information. */
};
const ggml_cann_device_info& ggml_cann_info();
void ggml_cann_set_device(int32_t device);
int32_t ggml_cann_get_device();
/**
* @brief Abstract base class for memory pools used by CANN.
*/
struct ggml_cann_pool {
/**
* @brief Virtual destructor for the memory pool.
*/
virtual ~ggml_cann_pool() = default;
/**
* @brief Allocates memory from the pool.
*
* @param size The size of the memory block to allocate.
* @param actual_size Pointer to a variable where the actual allocated size
* will be stored.
* @return Pointer to the allocated memory block.
*/
virtual void* alloc(size_t size, size_t* actual_size) = 0;
/**
* @brief Frees a previously allocated memory block.
*
* @param ptr Pointer to the memory block to free.
* @param size Size of the memory block to free.
* @note Note that all CANN opertors are running async. Make sure memory is
* still avaiable before this operator finished.
*/
virtual void free(void* ptr, size_t size) = 0;
};
/**
* @brief RAII wrapper for managing memory allocations from a CANN memory pool.
*/
struct ggml_cann_pool_alloc {
ggml_cann_pool* pool = nullptr; /**< Pointer to the memory pool. */
void* ptr = nullptr; /**< Pointer to the allocated memory block. */
size_t actual_size = 0; /**< Actual size of the allocated memory block. */
/**
* @brief Default constructor.
*/
ggml_cann_pool_alloc() = default;
/**
* @brief Constructor that initializes the memory pool.
* @param pool Reference to the memory pool.
*/
explicit ggml_cann_pool_alloc(ggml_cann_pool& pool) : pool(&pool) {}
/**
* @brief Constructor that initializes the memory pool and allocates memory.
* @param pool Reference to the memory pool.
* @param size Size of the memory block to allocate.
*/
ggml_cann_pool_alloc(ggml_cann_pool& pool, size_t size) : pool(&pool) {
alloc(size);
}
/**
* @brief Destructor that frees the allocated memory block.
*/
~ggml_cann_pool_alloc() {
if (ptr != nullptr) {
pool->free(ptr, actual_size);
}
}
/**
* @brief Allocates memory from the pool.
* @param size Size of the memory block to allocate.
* @return Pointer to the allocated memory block.
*/
void* alloc(size_t size) {
GGML_ASSERT(pool != nullptr);
GGML_ASSERT(ptr == nullptr);
ptr = pool->alloc(size, &this->actual_size);
return ptr;
}
/**
* @brief Allocates memory from a specific memory pool.
* @param pool Reference to the memory pool.
* @param size Size of the memory block to allocate.
* @return Pointer to the allocated memory block.
*/
void* alloc(ggml_cann_pool& pool, size_t size) {
this->pool = &pool;
return alloc(size);
}
/**
* @brief Gets the pointer to the allocated memory block.
* @return Pointer to the allocated memory block.
*/
void* get() { return ptr; }
// Deleted copy constructor
ggml_cann_pool_alloc(const ggml_cann_pool_alloc&) = delete;
// Deleted move constructor
ggml_cann_pool_alloc(ggml_cann_pool_alloc&&) = delete;
// Deleted copy assignment operator
ggml_cann_pool_alloc& operator=(const ggml_cann_pool_alloc&) = delete;
// Deleted move assignment operator
ggml_cann_pool_alloc& operator=(ggml_cann_pool_alloc&&) = delete;
};
/**
* @brief Function pointer type for ACLNN operator calls.
*/
using aclnn_func_t = aclnnStatus (*)(void*, uint64_t, aclOpExecutor*, aclrtStream);
/**
* @brief Base class for all CANN tasks to be submitted to the task queue.
*
* Users should override the run_task() method with actual task logic.
*/
class cann_task {
public:
virtual void run_task() {}
};
/**
* @brief A lock-free ring-buffer based task queue for asynchronously executing cann_task instances.
*/
class cann_task_queue {
public:
/**
* @brief Constructs a task queue with a fixed power-of-two capacity for a specific device.
*
* @param capacity Queue capacity. Must be a power of 2.
* @param device Target device ID (used for context setting).
*/
explicit cann_task_queue(size_t capacity, int32_t device)
: buffer_(capacity), capacity_(capacity), head_(0), tail_(0),
running_(false), device_(device) {
GGML_ASSERT((capacity & (capacity - 1)) == 0 && "capacity must be power of 2");
mask_ = capacity_ - 1;
}
/**
* @brief Attempts to enqueue a task into the queue.
*
* @param item Unique pointer to the task.
* @return true if the task was successfully enqueued, false if the queue was full.
*/
bool enqueue(std::unique_ptr<cann_task>&& item) {
size_t next_tail = (tail_ + 1) & mask_;
if (next_tail == head_) {
return false;
}
buffer_[tail_] = std::move(item);
std::atomic_thread_fence(std::memory_order_release);
tail_ = next_tail;
return true;
}
/**
* @brief Submits a task to the queue, and starts the worker thread if not already running.
*
* @param task Task to be submitted.
*/
void submit_task(std::unique_ptr<cann_task>&& task) {
while(!enqueue(std::move(task))) {
std::this_thread::yield();
continue;
}
if (!running_) {
running_ = true;
thread_ = std::thread(&cann_task_queue::execute, this);
}
}
/**
* @brief Waits until the queue is completely empty and no tasks are being processed.
*/
void wait() {
while (running_ && head_ != tail_) {
std::this_thread::yield();
continue;
}
}
/**
* @brief Stops the task queue and joins the worker thread.
*/
void stop() {
running_ = false;
if (thread_.joinable()) {
thread_.join();
}
}
private:
/**
* @brief Worker thread function that continuously dequeues and executes tasks.
*/
void execute() {
ggml_cann_set_device(device_);
while (running_) {
if(head_ == tail_) {
std::this_thread::yield();
continue;
}
std::atomic_thread_fence(std::memory_order_acquire);
buffer_[head_]->run_task();
buffer_[head_].reset();
head_ = (head_ + 1) & mask_;
}
}
std::vector<std::unique_ptr<cann_task>> buffer_;
const size_t capacity_;
size_t mask_;
size_t head_;
size_t tail_;
bool running_;
std::thread thread_;
int32_t device_;
};
/**
* @brief Context for managing CANN backend operations.
*/
struct ggml_backend_cann_context {
int32_t device; /**< Device ID. */
std::string name; /**< Name of the device. */
std::string description; /**< Description of the device. */
aclrtEvent copy_event = nullptr; /**< Event for managing copy operations. */
cann_task_queue task_queue;
bool async_mode;
aclrtStream streams[GGML_CANN_MAX_STREAMS] = {nullptr}; /**< Array of streams for the device. */
/**
* @brief Constructor for initializing the context with a given device.
* @param device Device ID.
*/
explicit ggml_backend_cann_context(int device)
: device(device), name("CANN" + std::to_string(device)), task_queue(1024, device) {
ggml_cann_set_device(device);
description = aclrtGetSocName();
async_mode = (getenv("GGML_CANN_ASYNC_MODE") != nullptr);
GGML_LOG_INFO("%s: device %d async operator submission is %s\n", __func__,
device, async_mode ? "ON" : "OFF");
}
/**
* @brief Destructor for cleaning up resources.
*/
~ggml_backend_cann_context() {
ggml_cann_set_device(device);
task_queue.stop();
if (copy_event != nullptr) {
ACL_CHECK(aclrtDestroyEvent(copy_event));
}
for (int i = 0; i < GGML_CANN_MAX_STREAMS; ++i) {
if (streams[i] != nullptr) {
ACL_CHECK(aclrtDestroyStream(streams[i]));
}
}
}
/**
* @brief Get or create a stream for a given index.
* @param stream Index of the stream.
* @return The stream corresponding to the given index.
*/
aclrtStream stream(int stream) {
if (streams[stream] == nullptr) {
ggml_cann_set_device(device);
ACL_CHECK(aclrtCreateStream(&streams[stream]));
}
return streams[stream];
}
/**
* @brief Get or create the default stream (index 0).
* @return The default stream.
*/
aclrtStream stream() { return stream(0); }
// TODO: each stream should have a memory pool.
std::unique_ptr<ggml_cann_pool>
mem_pool; /**< Memory pool for the device. */
/**
* @brief Create a new memory pool for a given device.
* @param device Device ID.
* @return A unique pointer to the new memory pool.
*/
static std::unique_ptr<ggml_cann_pool> new_pool_for_device(int device);
/**
* @brief Get or create the memory pool for the context.
* @return Reference to the memory pool.
*/
ggml_cann_pool& pool() {
if (mem_pool == nullptr) {
mem_pool = new_pool_for_device(device);
}
return *mem_pool;
}
};
#endif // CANN_COMMON_H