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| extern "C" { | |
| // | |
| // Backend buffer | |
| // | |
| struct ggml_backend_buffer; | |
| typedef struct ggml_backend_buffer * ggml_backend_buffer_t; | |
| // backend buffer functions | |
| GGML_API void ggml_backend_buffer_free (ggml_backend_buffer_t buffer); | |
| GGML_API size_t ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer); | |
| GGML_API void * ggml_backend_buffer_get_base (ggml_backend_buffer_t buffer); | |
| GGML_API size_t ggml_backend_buffer_get_size (ggml_backend_buffer_t buffer); | |
| GGML_API size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor); | |
| GGML_API void ggml_backend_buffer_init_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor); | |
| GGML_API void ggml_backend_buffer_free_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor); | |
| // | |
| // Backend | |
| // | |
| struct ggml_backend; | |
| typedef struct ggml_backend * ggml_backend_t; | |
| typedef void * ggml_backend_graph_plan_t; | |
| GGML_API ggml_backend_t ggml_get_backend(const struct ggml_tensor * tensor); | |
| GGML_API const char * ggml_backend_name(ggml_backend_t backend); | |
| GGML_API void ggml_backend_free(ggml_backend_t backend); | |
| GGML_API ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size); | |
| GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend); | |
| GGML_API void ggml_backend_tensor_set_async( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); | |
| GGML_API void ggml_backend_tensor_get_async(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); | |
| GGML_API void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); | |
| GGML_API void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); | |
| GGML_API void ggml_backend_synchronize(ggml_backend_t backend); | |
| GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create (ggml_backend_t backend, struct ggml_cgraph * cgraph); | |
| GGML_API void ggml_backend_graph_plan_free (ggml_backend_t backend, ggml_backend_graph_plan_t plan); | |
| GGML_API void ggml_backend_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan); | |
| GGML_API void ggml_backend_graph_compute (ggml_backend_t backend, struct ggml_cgraph * cgraph); | |
| GGML_API bool ggml_backend_supports_op (ggml_backend_t backend, const struct ggml_tensor * op); | |
| // tensor copy between different backends | |
| GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst); | |
| // | |
| // CPU backend | |
| // | |
| GGML_API ggml_backend_t ggml_backend_cpu_init(void); | |
| GGML_API bool ggml_backend_is_cpu(ggml_backend_t backend); | |
| GGML_API void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads); | |
| // Create a backend buffer from an existing pointer | |
| GGML_API ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(ggml_backend_t backend_cpu, void * ptr, size_t size); | |
| // | |
| // Backend scheduler | |
| // | |
| // The backend scheduler allows for multiple backends to be used together | |
| // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends | |
| // The backends are selected based on: | |
| // - the backend that supports the operation | |
| // - the location of the pre-allocated tensors (e.g. the weights) | |
| /* | |
| Example usage: | |
| sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, num_backends); | |
| // sched is initialized with measure allocators and cannot be used until allocated with a measure graph | |
| // initialize buffers from a measure graph | |
| measure_graph = build_graph(sched); // use the allocr to allocate inputs as needed | |
| // in build_graph: | |
| build_graph(...) { | |
| // allocating tensors in a specific backend (optional, recommended: pre-allocate inputs in a different buffer) | |
| alloc_cpu = ggml_backend_sched_get_allocr(sched, backend_cpu); | |
| ggml_allocr_alloc(alloc_cpu, tensor); | |
| // manually assigning nodes to a backend (optional, shouldn't be needed in most cases) | |
| struct ggml_tensor * node = ggml_mul_mat(ctx, ...); | |
| ggml_backend_sched_set_node_backend(sched, node, backend_gpu); | |
| } | |
| // allocate backend buffers from measure graph | |
| ggml_backend_sched_init_measure(sched, measure_graph); | |
| // the scheduler is now ready to compute graphs | |
| // compute | |
| graph = build_graph(sched); | |
| ggml_backend_sched_graph_compute(sched, graph); | |
| */ | |
| struct ggml_backend_sched; | |
| typedef struct ggml_backend_sched * ggml_backend_sched_t; | |
| // Initialize a backend scheduler | |
| GGML_API ggml_backend_sched_t ggml_backend_sched_new(ggml_backend_t * backends, int n_backends); | |
| GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched); | |
| // Initialize backend buffers from a measure graph | |
| GGML_API void ggml_backend_sched_init_measure(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph); | |
| GGML_API ggml_tallocr_t ggml_backend_sched_get_tallocr(ggml_backend_sched_t sched, ggml_backend_t backend); | |
| GGML_API ggml_backend_buffer_t ggml_backend_sched_get_buffer (ggml_backend_sched_t sched, ggml_backend_t backend); | |
| GGML_API void ggml_backend_sched_set_node_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend); | |
| // Allocate a graph on the backend scheduler | |
| GGML_API void ggml_backend_sched_graph_compute( | |
| ggml_backend_sched_t sched, | |
| struct ggml_cgraph * graph); | |
| } | |