ggml-backend.h 14 KB

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  1. #pragma once
  2. #include "ggml.h"
  3. #include "ggml-alloc.h"
  4. #ifdef __cplusplus
  5. extern "C" {
  6. #endif
  7. typedef struct ggml_backend_buffer_type * ggml_backend_buffer_type_t;
  8. typedef struct ggml_backend_buffer * ggml_backend_buffer_t;
  9. typedef struct ggml_backend_event * ggml_backend_event_t;
  10. typedef struct ggml_backend * ggml_backend_t;
  11. typedef void * ggml_backend_graph_plan_t;
  12. //
  13. // Backend buffer
  14. //
  15. // buffer type
  16. GGML_API const char * ggml_backend_buft_name (ggml_backend_buffer_type_t buft);
  17. GGML_API GGML_CALL ggml_backend_buffer_t ggml_backend_buft_alloc_buffer (ggml_backend_buffer_type_t buft, size_t size);
  18. GGML_API size_t ggml_backend_buft_get_alignment (ggml_backend_buffer_type_t buft);
  19. GGML_API size_t ggml_backend_buft_get_max_size (ggml_backend_buffer_type_t buft);
  20. GGML_API GGML_CALL size_t ggml_backend_buft_get_alloc_size (ggml_backend_buffer_type_t buft, struct ggml_tensor * tensor);
  21. GGML_API bool ggml_backend_buft_is_host (ggml_backend_buffer_type_t buft);
  22. // buffer
  23. enum ggml_backend_buffer_usage {
  24. GGML_BACKEND_BUFFER_USAGE_ANY = 0,
  25. GGML_BACKEND_BUFFER_USAGE_WEIGHTS = 1,
  26. GGML_BACKEND_BUFFER_USAGE_COMPUTE = 2,
  27. };
  28. GGML_API const char * ggml_backend_buffer_name (ggml_backend_buffer_t buffer);
  29. GGML_API void ggml_backend_buffer_free (ggml_backend_buffer_t buffer);
  30. GGML_API void * ggml_backend_buffer_get_base (ggml_backend_buffer_t buffer);
  31. GGML_API size_t ggml_backend_buffer_get_size (ggml_backend_buffer_t buffer);
  32. GGML_API GGML_CALL void ggml_backend_buffer_init_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  33. GGML_API size_t ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer);
  34. GGML_API size_t ggml_backend_buffer_get_max_size (ggml_backend_buffer_t buffer);
  35. GGML_API size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  36. GGML_API void ggml_backend_buffer_clear (ggml_backend_buffer_t buffer, uint8_t value);
  37. GGML_API bool ggml_backend_buffer_is_host (ggml_backend_buffer_t buffer);
  38. GGML_API void ggml_backend_buffer_set_usage (ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
  39. GGML_API enum ggml_backend_buffer_usage ggml_backend_buffer_get_usage (ggml_backend_buffer_t buffer);
  40. GGML_API ggml_backend_buffer_type_t ggml_backend_buffer_get_type (ggml_backend_buffer_t buffer);
  41. GGML_API void ggml_backend_buffer_reset (ggml_backend_buffer_t buffer);
  42. //
  43. // Backend
  44. //
  45. GGML_API ggml_guid_t ggml_backend_guid(ggml_backend_t backend);
  46. GGML_API const char * ggml_backend_name(ggml_backend_t backend);
  47. GGML_API void ggml_backend_free(ggml_backend_t backend);
  48. GGML_API ggml_backend_buffer_type_t ggml_backend_get_default_buffer_type(ggml_backend_t backend);
  49. GGML_API ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size);
  50. GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend);
  51. GGML_API size_t ggml_backend_get_max_size(ggml_backend_t backend);
  52. GGML_API void ggml_backend_tensor_set_async(ggml_backend_t backend, struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
  53. GGML_API void ggml_backend_tensor_get_async(ggml_backend_t backend, const struct ggml_tensor * tensor, void * data, size_t offset, size_t size);
  54. // "offset" refers to the offset of the tensor data for setting/getting data
  55. GGML_API GGML_CALL void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
  56. GGML_API GGML_CALL void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size);
  57. GGML_API void ggml_backend_synchronize(ggml_backend_t backend);
  58. GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create(ggml_backend_t backend, struct ggml_cgraph * cgraph);
  59. GGML_API void ggml_backend_graph_plan_free (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  60. GGML_API enum ggml_status ggml_backend_graph_plan_compute (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  61. GGML_API enum ggml_status ggml_backend_graph_compute (ggml_backend_t backend, struct ggml_cgraph * cgraph);
  62. GGML_API enum ggml_status ggml_backend_graph_compute_async(ggml_backend_t backend, struct ggml_cgraph * cgraph);
  63. GGML_API bool ggml_backend_supports_op(ggml_backend_t backend, const struct ggml_tensor * op);
  64. GGML_API bool ggml_backend_supports_buft(ggml_backend_t backend, ggml_backend_buffer_type_t buft);
  65. GGML_API bool ggml_backend_offload_op(ggml_backend_t backend, const struct ggml_tensor * op);
  66. // tensor copy between different backends
  67. GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst);
  68. // asynchronous copy
  69. // the copy is performed after all the currently queued operations in backend_src
  70. // backend_dst will wait for the copy to complete before performing other operations
  71. // automatic fallback to sync copy if async is not supported
  72. GGML_API void ggml_backend_tensor_copy_async(ggml_backend_t backend_src, ggml_backend_t backend_dst, struct ggml_tensor * src, struct ggml_tensor * dst);
  73. // events
  74. GGML_API ggml_backend_event_t ggml_backend_event_new (ggml_backend_t backend);
  75. GGML_API void ggml_backend_event_free (ggml_backend_event_t event);
  76. GGML_API void ggml_backend_event_record (ggml_backend_event_t event);
  77. GGML_API void ggml_backend_event_synchronize(ggml_backend_event_t event);
  78. GGML_API void ggml_backend_event_wait (ggml_backend_t backend, ggml_backend_event_t event);
  79. //
  80. // CPU backend
  81. //
  82. GGML_API ggml_backend_t ggml_backend_cpu_init(void);
  83. GGML_API GGML_CALL bool ggml_backend_is_cpu (ggml_backend_t backend);
  84. GGML_API void ggml_backend_cpu_set_n_threads (ggml_backend_t backend_cpu, int n_threads);
  85. GGML_API void ggml_backend_cpu_set_threadpool (ggml_backend_t backend_cpu, ggml_threadpool_t threadpool);
  86. GGML_API void ggml_backend_cpu_set_abort_callback(ggml_backend_t backend_cpu, ggml_abort_callback abort_callback, void * abort_callback_data);
  87. // Create a backend buffer from an existing pointer
  88. GGML_API GGML_CALL ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(void * ptr, size_t size);
  89. GGML_API GGML_CALL ggml_backend_buffer_type_t ggml_backend_cpu_buffer_type(void);
  90. #ifdef GGML_USE_CPU_HBM
  91. GGML_API ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void);
  92. #endif
  93. //
  94. // Backend registry
  95. //
  96. // The backend registry is a registry of all the available backends, and allows initializing backends in a generic way
  97. GGML_API size_t ggml_backend_reg_get_count(void);
  98. GGML_API size_t ggml_backend_reg_find_by_name(const char * name);
  99. GGML_API ggml_backend_t ggml_backend_reg_init_backend_from_str(const char * backend_str); // str is backend_name:params (params is optional)
  100. GGML_API const char * ggml_backend_reg_get_name(size_t i);
  101. GGML_API ggml_backend_t ggml_backend_reg_init_backend(size_t i, const char * params); // params is backend-specific
  102. GGML_API ggml_backend_buffer_type_t ggml_backend_reg_get_default_buffer_type(size_t i);
  103. GGML_API ggml_backend_buffer_t ggml_backend_reg_alloc_buffer(size_t i, size_t size);
  104. //
  105. // Backend scheduler
  106. //
  107. // The backend scheduler allows for multiple backends to be used together
  108. // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends
  109. // The backends are selected based on:
  110. // - the backend that supports the operation
  111. // - the location of the pre-allocated tensors (e.g. the weights)
  112. /*
  113. Example usage:
  114. // operations that use tensors allocated in a buffer with USAGE_WEIGHTS will be assigned
  115. // preferrably to run on the same backend as the buffer
  116. ggml_backend_buffer_set_usage(buf_weights, GGML_BACKEND_BUFFER_USAGE_WEIGHTS);
  117. sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, NULL, num_backends, GGML_DEFAULT_GRAPH_SIZE, false);
  118. // initialize buffers from a max size graph (optional)
  119. reserve_graph = build_graph(sched, max_batch_size);
  120. // manually assign nodes to a backend (optional, should not be needed in most cases)
  121. struct ggml_tensor * node = ggml_mul_mat(ctx, ...);
  122. ggml_backend_sched_set_tensor_backend(sched, node, backend_gpu);
  123. ggml_backend_sched_reserve(sched, reserve_graph);
  124. // compute
  125. graph = build_graph(sched);
  126. ggml_backend_sched_graph_compute(sched, graph);
  127. // if there are graph inputs:
  128. ggml_backend_sched_reset(sched);
  129. ggml_backend_sched_alloc_graph(sched, graph);
  130. ggml_backend_tensor_set(input_tensor, ...);
  131. ggml_backend_sched_graph_compute(sched, graph);
  132. }
  133. */
  134. struct ggml_backend_sched;
  135. typedef struct ggml_backend_sched * ggml_backend_sched_t;
  136. // when ask == true, the scheduler wants to know if the user wants to observe this node
  137. // this allows the scheduler to batch nodes together in order to evaluate them in a single call
  138. //
  139. // when ask == false, the scheduler is passing the node tensor to the user for observation
  140. // if the user returns false, the scheduler will cancel the graph compute
  141. //
  142. typedef bool (*ggml_backend_sched_eval_callback)(struct ggml_tensor * t, bool ask, void * user_data);
  143. // Initialize a backend scheduler
  144. GGML_API ggml_backend_sched_t ggml_backend_sched_new(ggml_backend_t * backends, ggml_backend_buffer_type_t * bufts, int n_backends, size_t graph_size, bool parallel);
  145. GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched);
  146. // Initialize backend buffers from a measure graph
  147. GGML_API bool ggml_backend_sched_reserve(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph);
  148. GGML_API int ggml_backend_sched_get_n_backends(ggml_backend_sched_t sched);
  149. GGML_API ggml_backend_t ggml_backend_sched_get_backend(ggml_backend_sched_t sched, int i);
  150. // Get the number of splits of the last graph
  151. GGML_API int ggml_backend_sched_get_n_splits(ggml_backend_sched_t sched);
  152. GGML_API int ggml_backend_sched_get_n_copies(ggml_backend_sched_t sched);
  153. GGML_API size_t ggml_backend_sched_get_buffer_size(ggml_backend_sched_t sched, ggml_backend_t backend);
  154. GGML_API void ggml_backend_sched_set_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend);
  155. GGML_API ggml_backend_t ggml_backend_sched_get_tensor_backend(ggml_backend_sched_t sched, struct ggml_tensor * node);
  156. // Allocate and compute graph on the backend scheduler
  157. GGML_API bool ggml_backend_sched_alloc_graph(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
  158. GGML_API enum ggml_status ggml_backend_sched_graph_compute(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
  159. GGML_API enum ggml_status ggml_backend_sched_graph_compute_async(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
  160. GGML_API void ggml_backend_sched_synchronize(ggml_backend_sched_t sched);
  161. // Reset all assignments and allocators - must be called before changing the node backends
  162. GGML_API void ggml_backend_sched_reset(ggml_backend_sched_t sched);
  163. // Set a callback to be called for each resulting node during graph compute
  164. GGML_API void ggml_backend_sched_set_eval_callback(ggml_backend_sched_t sched, ggml_backend_sched_eval_callback callback, void * user_data);
  165. //
  166. // Utils
  167. //
  168. struct ggml_backend_graph_copy {
  169. ggml_backend_buffer_t buffer;
  170. struct ggml_context * ctx_allocated;
  171. struct ggml_context * ctx_unallocated;
  172. struct ggml_cgraph * graph;
  173. };
  174. // Copy a graph to a different backend
  175. GGML_API struct ggml_backend_graph_copy ggml_backend_graph_copy(ggml_backend_t backend, struct ggml_cgraph * graph);
  176. GGML_API void ggml_backend_graph_copy_free(struct ggml_backend_graph_copy copy);
  177. typedef bool (*GGML_CALL ggml_backend_eval_callback)(int node_index, struct ggml_tensor * t1, struct ggml_tensor * t2, void * user_data);
  178. // Compare the output of two backends
  179. GGML_API bool ggml_backend_compare_graph_backend(ggml_backend_t backend1, ggml_backend_t backend2, struct ggml_cgraph * graph, ggml_backend_eval_callback callback, void * user_data);
  180. // Tensor initialization
  181. GGML_API void ggml_backend_tensor_alloc(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, void * addr);
  182. GGML_API void ggml_backend_view_init(struct ggml_tensor * tensor);
  183. #ifdef __cplusplus
  184. }
  185. #endif