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	* sync : ggml (backend v2) (wip) * sync : migrate examples and llama.cpp to dynamic graphs (wip) * sync : update tests + fix max op params to 64 ggml-ci * sync : ggml-cuda ggml-ci * llama : fix save/load state context size ggml-ci * sync : try to fix build on tvOS * sync : pass custom graph sizes in training examples * sync : update graph copies to new ggml API * sync : update sync-ggml.sh with new files * scripts : fix header in sync script * train : fix context size calculations * llama : increase inference graph size up to 4096 nodes * train : allocate grads for backward graphs * train : allocate grads for gb_tmp
		
			
				
	
	
		
			137 lines
		
	
	
		
			5.8 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
			
		
		
	
	
			137 lines
		
	
	
		
			5.8 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
#pragma once
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#include "ggml.h"
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#include "ggml-alloc.h"
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#ifdef  __cplusplus
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extern "C" {
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#endif
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    //
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    // Backend buffer
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    //
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    struct ggml_backend_buffer;
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    typedef struct ggml_backend_buffer * ggml_backend_buffer_t;
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    // backend buffer functions
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    GGML_API void   ggml_backend_buffer_free          (ggml_backend_buffer_t buffer);
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    GGML_API size_t ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer);
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    GGML_API void * ggml_backend_buffer_get_base      (ggml_backend_buffer_t buffer);
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    GGML_API size_t ggml_backend_buffer_get_size      (ggml_backend_buffer_t buffer);
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    GGML_API size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
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    GGML_API void   ggml_backend_buffer_init_tensor   (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
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    GGML_API void   ggml_backend_buffer_free_tensor   (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
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    //
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    // Backend
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    //
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    struct ggml_backend;
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    typedef struct ggml_backend * ggml_backend_t;
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    typedef void * ggml_backend_graph_plan_t;
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    GGML_API ggml_backend_t ggml_get_backend(const struct ggml_tensor * tensor);
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    GGML_API const char * ggml_backend_name(ggml_backend_t backend);
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    GGML_API void         ggml_backend_free(ggml_backend_t backend);
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    GGML_API ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size);
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    GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend);
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    GGML_API void ggml_backend_tensor_set_async(      struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
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    GGML_API void ggml_backend_tensor_get_async(const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
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    GGML_API void ggml_backend_tensor_set(      struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
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    GGML_API void ggml_backend_tensor_get(const struct ggml_tensor * tensor,       void * data, size_t offset, size_t size);
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    GGML_API void ggml_backend_synchronize(ggml_backend_t backend);
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    GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create (ggml_backend_t backend, struct ggml_cgraph * cgraph);
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    GGML_API void ggml_backend_graph_plan_free   (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
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    GGML_API void ggml_backend_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan);
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    GGML_API void ggml_backend_graph_compute     (ggml_backend_t backend, struct ggml_cgraph * cgraph);
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    GGML_API bool ggml_backend_supports_op       (ggml_backend_t backend, const struct ggml_tensor * op);
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    // tensor copy between different backends
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    GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst);
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    //
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    // CPU backend
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    //
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    GGML_API ggml_backend_t ggml_backend_cpu_init(void);
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    GGML_API bool ggml_backend_is_cpu(ggml_backend_t backend);
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    GGML_API void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads);
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    // Create a backend buffer from an existing pointer
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    GGML_API ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(ggml_backend_t backend_cpu, void * ptr, size_t size);
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    //
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    // Backend scheduler
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    //
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    // The backend scheduler allows for multiple backends to be used together
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    // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends
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    // The backends are selected based on:
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    // - the backend that supports the operation
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    // - the location of the pre-allocated tensors (e.g. the weights)
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    /*
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      Example usage:
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        sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, num_backends);
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        // sched is initialized with measure allocators and cannot be used until allocated with a measure graph
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        // initialize buffers from a measure graph
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        measure_graph = build_graph(sched); // use the allocr to allocate inputs as needed
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        // in build_graph:
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        build_graph(...) {
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            // allocating tensors in a specific backend (optional, recommended: pre-allocate inputs in a different buffer)
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            alloc_cpu = ggml_backend_sched_get_allocr(sched, backend_cpu);
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            ggml_allocr_alloc(alloc_cpu, tensor);
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            // manually assigning nodes to a backend (optional, shouldn't be needed in most cases)
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            struct ggml_tensor * node = ggml_mul_mat(ctx, ...);
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            ggml_backend_sched_set_node_backend(sched, node, backend_gpu);
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        }
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        // allocate backend buffers from measure graph
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        ggml_backend_sched_init_measure(sched, measure_graph);
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        // the scheduler is now ready to compute graphs
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        // compute
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        graph = build_graph(sched);
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        ggml_backend_sched_graph_compute(sched, graph);
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    */
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    struct ggml_backend_sched;
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    typedef struct ggml_backend_sched * ggml_backend_sched_t;
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    // Initialize a backend scheduler
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    GGML_API ggml_backend_sched_t ggml_backend_sched_new(ggml_backend_t * backends, int n_backends);
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    GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched);
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    // Initialize backend buffers from a measure graph
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    GGML_API void ggml_backend_sched_init_measure(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph);
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    GGML_API ggml_tallocr_t        ggml_backend_sched_get_tallocr(ggml_backend_sched_t sched, ggml_backend_t backend);
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    GGML_API ggml_backend_buffer_t ggml_backend_sched_get_buffer (ggml_backend_sched_t sched, ggml_backend_t backend);
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    GGML_API void ggml_backend_sched_set_node_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend);
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    // Allocate a graph on the backend scheduler
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    GGML_API void ggml_backend_sched_graph_compute(
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            ggml_backend_sched_t sched,
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            struct ggml_cgraph * graph);
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#ifdef  __cplusplus
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}
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#endif
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