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