ggml-backend.h 10 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 * ggml_backend_t;
  10. typedef void * ggml_backend_graph_plan_t;
  11. //
  12. // Backend buffer
  13. //
  14. // buffer type
  15. GGML_API const char * ggml_backend_buft_name (ggml_backend_buffer_type_t buft);
  16. GGML_API GGML_CALL ggml_backend_buffer_t ggml_backend_buft_alloc_buffer (ggml_backend_buffer_type_t buft, size_t size);
  17. GGML_API size_t ggml_backend_buft_get_alignment (ggml_backend_buffer_type_t buft);
  18. GGML_API GGML_CALL size_t ggml_backend_buft_get_alloc_size (ggml_backend_buffer_type_t buft, struct ggml_tensor * tensor);
  19. GGML_API bool ggml_backend_buft_supports_backend(ggml_backend_buffer_type_t buft, ggml_backend_t backend);
  20. GGML_API bool ggml_backend_buft_is_host (ggml_backend_buffer_type_t buft);
  21. // buffer
  22. enum ggml_backend_buffer_usage {
  23. GGML_BACKEND_BUFFER_USAGE_ANY = 0,
  24. GGML_BACKEND_BUFFER_USAGE_WEIGHTS = 1,
  25. };
  26. GGML_API const char * ggml_backend_buffer_name (ggml_backend_buffer_t buffer);
  27. GGML_API void ggml_backend_buffer_free (ggml_backend_buffer_t buffer);
  28. GGML_API void * ggml_backend_buffer_get_base (ggml_backend_buffer_t buffer);
  29. GGML_API size_t ggml_backend_buffer_get_size (ggml_backend_buffer_t buffer);
  30. GGML_API GGML_CALL void ggml_backend_buffer_init_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  31. GGML_API size_t ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer);
  32. GGML_API size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  33. GGML_API void ggml_backend_buffer_clear (ggml_backend_buffer_t buffer, uint8_t value);
  34. GGML_API bool ggml_backend_buffer_is_host (ggml_backend_buffer_t buffer);
  35. GGML_API void ggml_backend_buffer_set_usage (ggml_backend_buffer_t buffer, enum ggml_backend_buffer_usage usage);
  36. GGML_API ggml_backend_buffer_type_t ggml_backend_buffer_get_type (ggml_backend_buffer_t buffer);
  37. GGML_API void ggml_backend_buffer_reset (ggml_backend_buffer_t buffer);
  38. //
  39. // Backend
  40. //
  41. GGML_API const char * ggml_backend_name(ggml_backend_t backend);
  42. GGML_API void ggml_backend_free(ggml_backend_t backend);
  43. GGML_API ggml_backend_buffer_type_t ggml_backend_get_default_buffer_type(ggml_backend_t backend);
  44. GGML_API ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size);
  45. GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend);
  46. 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);
  47. 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);
  48. GGML_API GGML_CALL void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
  49. GGML_API GGML_CALL void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size);
  50. GGML_API void ggml_backend_synchronize(ggml_backend_t backend);
  51. GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create (ggml_backend_t backend, struct ggml_cgraph * cgraph);
  52. GGML_API void ggml_backend_graph_plan_free (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  53. GGML_API void ggml_backend_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  54. GGML_API bool ggml_backend_graph_compute (ggml_backend_t backend, struct ggml_cgraph * cgraph);
  55. GGML_API bool ggml_backend_supports_op (ggml_backend_t backend, const struct ggml_tensor * op);
  56. // tensor copy between different backends
  57. GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst);
  58. GGML_API void ggml_backend_tensor_copy_async(ggml_backend_t backend, struct ggml_tensor * src, struct ggml_tensor * dst); // automatic fallback to sync copy
  59. //
  60. // CPU backend
  61. //
  62. GGML_API ggml_backend_t ggml_backend_cpu_init(void);
  63. GGML_API GGML_CALL bool ggml_backend_is_cpu (ggml_backend_t backend);
  64. GGML_API void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads);
  65. // Create a backend buffer from an existing pointer
  66. GGML_API GGML_CALL ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(void * ptr, size_t size);
  67. GGML_API GGML_CALL ggml_backend_buffer_type_t ggml_backend_cpu_buffer_type(void);
  68. #ifdef GGML_USE_CPU_HBM
  69. GGML_API ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void);
  70. #endif
  71. //
  72. // Backend registry
  73. //
  74. // The backend registry is a registry of all the available backends, and allows initializing backends in a generic way
  75. GGML_API size_t ggml_backend_reg_get_count(void);
  76. GGML_API size_t ggml_backend_reg_find_by_name(const char * name);
  77. GGML_API ggml_backend_t ggml_backend_reg_init_backend_from_str(const char * backend_str); // str is name[:params]
  78. GGML_API const char * ggml_backend_reg_get_name(size_t i);
  79. GGML_API ggml_backend_t ggml_backend_reg_init_backend(size_t i, const char * params); // params is backend-specific
  80. GGML_API ggml_backend_buffer_type_t ggml_backend_reg_get_default_buffer_type(size_t i);
  81. GGML_API ggml_backend_buffer_t ggml_backend_reg_alloc_buffer(size_t i, size_t size);
  82. //
  83. // Backend scheduler
  84. //
  85. // The backend scheduler allows for multiple backends to be used together
  86. // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends
  87. // The backends are selected based on:
  88. // - the backend that supports the operation
  89. // - the location of the pre-allocated tensors (e.g. the weights)
  90. /*
  91. Example usage:
  92. sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, num_backends);
  93. // sched is initialized with measure allocators and cannot be used until allocated with a measure graph
  94. // initialize buffers from a measure graph
  95. measure_graph = build_graph(sched); // use the allocr to allocate inputs as needed
  96. // in build_graph:
  97. build_graph(...) {
  98. // allocating tensors in a specific backend (optional, recommended: pre-allocate inputs in a different buffer)
  99. alloc_cpu = ggml_backend_sched_get_allocr(sched, backend_cpu);
  100. ggml_allocr_alloc(alloc_cpu, tensor);
  101. // manually assigning nodes to a backend (optional, shouldn't be needed in most cases)
  102. struct ggml_tensor * node = ggml_mul_mat(ctx, ...);
  103. ggml_backend_sched_set_node_backend(sched, node, backend_gpu);
  104. }
  105. // allocate backend buffers from measure graph
  106. ggml_backend_sched_init_measure(sched, measure_graph);
  107. // the scheduler is now ready to compute graphs
  108. // compute
  109. graph = build_graph(sched);
  110. ggml_backend_sched_graph_compute(sched, graph);
  111. */
  112. struct ggml_backend_sched;
  113. typedef struct ggml_backend_sched * ggml_backend_sched_t;
  114. // Initialize a backend scheduler
  115. 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);
  116. GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched);
  117. // Initialize backend buffers from a measure graph
  118. GGML_API void ggml_backend_sched_init_measure(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph);
  119. // Get the number of splits of the last graph
  120. GGML_API int ggml_backend_sched_get_n_splits(ggml_backend_sched_t sched);
  121. GGML_API ggml_tallocr_t ggml_backend_sched_get_tallocr(ggml_backend_sched_t sched, ggml_backend_t backend);
  122. GGML_API ggml_backend_buffer_t ggml_backend_sched_get_buffer (ggml_backend_sched_t sched, ggml_backend_t backend);
  123. GGML_API void ggml_backend_sched_set_node_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend);
  124. GGML_API ggml_backend_t ggml_backend_sched_get_node_backend(ggml_backend_sched_t sched, struct ggml_tensor * node);
  125. // Allocate and compute graph on the backend scheduler
  126. GGML_API void ggml_backend_sched_graph_compute(ggml_backend_sched_t sched, struct ggml_cgraph * graph);
  127. // Reset all assignments and allocators - must be called before using the sched allocators to allocate inputs
  128. GGML_API void ggml_backend_sched_reset(ggml_backend_sched_t sched);
  129. //
  130. // Utils
  131. //
  132. struct ggml_backend_graph_copy {
  133. ggml_backend_buffer_t buffer;
  134. struct ggml_context * ctx_allocated;
  135. struct ggml_context * ctx_unallocated;
  136. struct ggml_cgraph * graph;
  137. };
  138. // Copy a graph to a different backend
  139. GGML_API struct ggml_backend_graph_copy ggml_backend_graph_copy(ggml_backend_t backend, struct ggml_cgraph * graph);
  140. GGML_API void ggml_backend_graph_copy_free(struct ggml_backend_graph_copy copy);
  141. typedef bool (*GGML_CALL ggml_backend_eval_callback)(int node_index, struct ggml_tensor * t1, struct ggml_tensor * t2, void * user_data);
  142. // Compare the output of two backends
  143. 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);
  144. // Tensor initialization
  145. GGML_API void ggml_backend_tensor_alloc(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor, void * addr);
  146. GGML_API void ggml_backend_view_init(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  147. #ifdef __cplusplus
  148. }
  149. #endif