/* * 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 #include #include #include #include #include #include #include #include #include #include #include #include #include #include #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(); std::optional get_env(const std::string & name); bool parse_bool(const std::string & value); int parse_integer(const std::string & value); /** * @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 && 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 && 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> buffer_; const size_t capacity_; size_t mask_; size_t head_; size_t tail_; bool running_; std::thread thread_; int32_t device_; }; #ifdef USE_ACL_GRAPH struct ggml_graph_node_properties { // dst tensor void * node_address; int64_t ne[GGML_MAX_DIMS]; size_t nb[GGML_MAX_DIMS]; // src tensor void * src_address[GGML_MAX_SRC]; int64_t src_ne[GGML_MAX_SRC][GGML_MAX_DIMS]; size_t src_nb[GGML_MAX_SRC][GGML_MAX_DIMS]; // op ggml_op node_op; int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)]; }; struct ggml_cann_graph { ~ggml_cann_graph() { if (graph != nullptr) { ACL_CHECK(aclmdlRIDestroy(graph)); } } aclmdlRI graph = nullptr; std::vector ggml_graph_properties; }; /** * @brief LRU cache for managing ggml_cann_graph objects. * * This class maintains a list of shared_ptr to ggml_cann_graph objects * and enforces a maximum capacity. It provides methods to push new graphs, * move existing graphs to the front (most recently used), and clear the cache. */ struct ggml_cann_graph_lru_cache { size_t capacity; /**< Maximum number of graphs in the cache. */ std::list cache_list; /**< List storing cached graphs as raw pointers. */ ggml_cann_graph_lru_cache() { capacity = parse_integer(get_env("GGML_CANN_GRAPH_CACHE_CAPACITY").value_or("12")); } /** * @brief Push a new graph to the front of the cache. * If the cache exceeds capacity, the least recently used graph is deleted. * @param new_node Pointer to the new ggml_cann_graph to cache. * Ownership is transferred to the cache (cache will delete it). */ void push(ggml_cann_graph * new_node) { if (cache_list.size() >= capacity) { ggml_cann_graph * old = cache_list.back(); cache_list.pop_back(); delete old; // free the old graph } cache_list.push_front(new_node); } /** * @brief Move an existing graph to the front of the cache. * @param node Pointer to the ggml_cann_graph to move. */ void move_to_front(ggml_cann_graph * node) { cache_list.remove(node); cache_list.push_front(node); } /** * @brief Clear all graphs from the cache (also frees memory). */ void clear() { for (auto ptr : cache_list) { delete ptr; } cache_list.clear(); } /** * @brief Destructor that clears the cache and frees all cached graphs. */ ~ggml_cann_graph_lru_cache() { clear(); } }; #endif // USE_ACL_GRAPH struct ggml_cann_rope_cache { ~ggml_cann_rope_cache() { if (theta_scale_cache != nullptr) { ACL_CHECK(aclrtFree(theta_scale_cache)); } if (sin_cache != nullptr) { ACL_CHECK(aclrtFree(sin_cache)); } if (cos_cache != nullptr) { ACL_CHECK(aclrtFree(cos_cache)); } } void * theta_scale_cache = nullptr; int64_t theta_scale_length = 0; // sin/cos cache, used only to accelerate first layer on each device void * sin_cache = nullptr; void * cos_cache = nullptr; int64_t position_length = 0; // Properties to check before reusing the sincos cache bool cached = false; float ext_factor = 0.0f; float theta_scale = 0.0f; float freq_scale = 0.0f; float attn_factor = 0.0f; bool is_neox = false; }; struct ggml_cann_tensor_cache { ~ggml_cann_tensor_cache() { if (cache != nullptr) { ACL_CHECK(aclrtFree(cache)); } } void * cache = nullptr; int64_t size = 0; }; /** * @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. */ #ifdef USE_ACL_GRAPH /// Cached CANN ACL graph used for executing the current ggml computation graph. ggml_cann_graph_lru_cache graph_lru_cache; bool acl_graph_mode = true; #endif cann_task_queue task_queue; bool async_mode; // Rope Cache ggml_cann_rope_cache rope_cache; // Constant Pool ggml_cann_tensor_cache rms_norm_one_tensor_cache; ggml_cann_tensor_cache rms_norm_zero_tensor_cache; 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 = parse_bool(get_env("GGML_CANN_ASYNC_MODE").value_or("")); GGML_LOG_INFO("%s: device %d async operator submission is %s\n", __func__, device, async_mode ? "ON" : "OFF"); #ifdef USE_ACL_GRAPH acl_graph_mode = parse_bool(get_env("GGML_CANN_ACL_GRAPH").value_or("on")); GGML_LOG_INFO("%s: device %d execution mode is %s (%s)\n", __func__, device, acl_graph_mode ? "GRAPH" : "EAGER", acl_graph_mode ? "acl graph enabled" : "acl graph disabled"); #endif } /** * @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) { // If the device is not set here, destroying the stream later may cause a mismatch // between the thread contexts where the stream was created and destroyed. // However, I printed the device_id, thread_id, and stream, and they are all consistent. ACL_CHECK(aclrtSetDevice(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 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 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