/ ggml-backend-impl.h
ggml-backend-impl.h
1 #pragma once 2 3 // ggml-backend internal header 4 5 #include "ggml-backend.h" 6 7 #ifdef __cplusplus 8 extern "C" { 9 #endif 10 11 // 12 // Backend buffer 13 // 14 15 // buffer type 16 typedef void * ggml_backend_buffer_type_context_t; 17 18 struct ggml_backend_buffer_type_i { 19 const char * (*GGML_CALL get_name) (ggml_backend_buffer_type_t buft); 20 // allocate a buffer of this type 21 ggml_backend_buffer_t (*GGML_CALL alloc_buffer) (ggml_backend_buffer_type_t buft, size_t size); 22 // tensor alignment 23 size_t (*GGML_CALL get_alignment) (ggml_backend_buffer_type_t buft); 24 // max buffer size that can be allocated 25 size_t (*GGML_CALL get_max_size) (ggml_backend_buffer_type_t buft); 26 // data size needed to allocate the tensor, including padding 27 size_t (*GGML_CALL get_alloc_size) (ggml_backend_buffer_type_t buft, const struct ggml_tensor * tensor); 28 // check if tensor data is in host memory 29 bool (*GGML_CALL is_host) (ggml_backend_buffer_type_t buft); 30 }; 31 32 struct ggml_backend_buffer_type { 33 struct ggml_backend_buffer_type_i iface; 34 ggml_backend_buffer_type_context_t context; 35 }; 36 37 // buffer 38 typedef void * ggml_backend_buffer_context_t; 39 40 struct ggml_backend_buffer_i { 41 const char * (*GGML_CALL get_name) (ggml_backend_buffer_t buffer); 42 void (*GGML_CALL free_buffer)(ggml_backend_buffer_t buffer); 43 void * (*GGML_CALL get_base) (ggml_backend_buffer_t buffer); 44 void (*GGML_CALL init_tensor)(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor); 45 void (*GGML_CALL set_tensor) (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); 46 void (*GGML_CALL get_tensor) (ggml_backend_buffer_t buffer, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); 47 bool (*GGML_CALL cpy_tensor) (ggml_backend_buffer_t buffer, const struct ggml_tensor * src, struct ggml_tensor * dst); // dst is in the buffer, src may be in any buffer 48 void (*GGML_CALL clear) (ggml_backend_buffer_t buffer, uint8_t value); 49 void (*GGML_CALL reset) (ggml_backend_buffer_t buffer); // reset any internal state due to tensor initialization, such as tensor extras 50 }; 51 52 struct ggml_backend_buffer { 53 struct ggml_backend_buffer_i iface; 54 ggml_backend_buffer_type_t buft; 55 ggml_backend_buffer_context_t context; 56 size_t size; 57 enum ggml_backend_buffer_usage usage; 58 }; 59 60 GGML_CALL ggml_backend_buffer_t ggml_backend_buffer_init( 61 ggml_backend_buffer_type_t buft, 62 struct ggml_backend_buffer_i iface, 63 ggml_backend_buffer_context_t context, 64 size_t size); 65 66 // do not use directly, use ggml_backend_tensor_copy instead 67 bool ggml_backend_buffer_copy_tensor(const struct ggml_tensor * src, struct ggml_tensor * dst); 68 69 // buffer that contains a collection of buffers 70 GGML_CALL ggml_backend_buffer_t ggml_backend_multi_buffer_alloc_buffer(ggml_backend_buffer_t * buffers, size_t n_buffers); 71 GGML_CALL bool ggml_backend_buffer_is_multi_buffer(ggml_backend_buffer_t buffer); 72 GGML_CALL void ggml_backend_multi_buffer_set_usage(ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage); 73 74 // 75 // Backend 76 // 77 78 typedef void * ggml_backend_context_t; 79 80 struct ggml_backend_i { 81 const char * (*GGML_CALL get_name)(ggml_backend_t backend); 82 83 void (*GGML_CALL free)(ggml_backend_t backend); 84 85 // buffer allocation 86 ggml_backend_buffer_type_t (*GGML_CALL get_default_buffer_type)(ggml_backend_t backend); 87 88 // (optional) asynchronous tensor data access 89 void (*GGML_CALL set_tensor_async)(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size); 90 void (*GGML_CALL get_tensor_async)(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size); 91 bool (*GGML_CALL cpy_tensor_async)(ggml_backend_t backend_src, ggml_backend_t backend_dst, const struct ggml_tensor * src, struct ggml_tensor * dst); 92 93 // (optional) complete all pending operations 94 void (*GGML_CALL synchronize)(ggml_backend_t backend); 95 96 // compute graph with a plan (not used currently) 97 // create a new plan for a graph 98 ggml_backend_graph_plan_t (*GGML_CALL graph_plan_create) (ggml_backend_t backend, const struct ggml_cgraph * cgraph); 99 void (*GGML_CALL graph_plan_free) (ggml_backend_t backend, ggml_backend_graph_plan_t plan); 100 // update the plan with a new graph - this should be faster than creating a new plan when the graph has the same topology 101 void (*GGML_CALL graph_plan_update) (ggml_backend_t backend, ggml_backend_graph_plan_t plan, const struct ggml_cgraph * cgraph); 102 // compute the graph with the plan 103 enum ggml_status (*GGML_CALL graph_plan_compute)(ggml_backend_t backend, ggml_backend_graph_plan_t plan); 104 105 // compute graph without a plan (async) 106 enum ggml_status (*GGML_CALL graph_compute) (ggml_backend_t backend, struct ggml_cgraph * cgraph); 107 108 // check if the backend can compute an operation 109 bool (*GGML_CALL supports_op)(ggml_backend_t backend, const struct ggml_tensor * op); 110 111 // check if the backend can use tensors allocated in a buffer type 112 bool (*GGML_CALL supports_buft)(ggml_backend_t backend, ggml_backend_buffer_type_t buft); 113 114 // check if the backend wants to run an operation, even if the weights are allocated in a CPU buffer 115 // these should be expensive operations with large batch sizes that may benefit from running on this backend 116 // even if the weight has to be copied from the CPU temporarily 117 bool (*GGML_CALL offload_op)(ggml_backend_t backend, const struct ggml_tensor * op); 118 119 // (optional) event synchronization 120 // create a new event that can record events on this backend instance 121 ggml_backend_event_t (*GGML_CALL event_new) (ggml_backend_t backend); 122 void (*GGML_CALL event_free) (ggml_backend_event_t event); 123 // record an event on the backend instance that created it 124 void (*GGML_CALL event_record) (ggml_backend_event_t event); 125 // wait for an event on on a different backend instance 126 void (*GGML_CALL event_wait) (ggml_backend_t backend, ggml_backend_event_t event); 127 // block until an event is recorded 128 void (*GGML_CALL event_synchronize) (ggml_backend_event_t event); 129 }; 130 131 struct ggml_backend { 132 ggml_guid_t guid; 133 134 struct ggml_backend_i iface; 135 ggml_backend_context_t context; 136 }; 137 138 struct ggml_backend_event { 139 ggml_backend_t backend; 140 void * context; 141 }; 142 143 // 144 // Backend registry 145 // 146 147 typedef ggml_backend_t (*GGML_CALL ggml_backend_init_fn)(const char * params, void * user_data); 148 149 GGML_CALL void ggml_backend_register(const char * name, ggml_backend_init_fn init_fn, ggml_backend_buffer_type_t default_buffer_type, void * user_data); 150 151 #ifdef __cplusplus 152 } 153 #endif