ggml-backend.h 5.8 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. //
  8. // Backend buffer
  9. //
  10. struct ggml_backend_buffer;
  11. typedef struct ggml_backend_buffer * ggml_backend_buffer_t;
  12. // backend buffer functions
  13. GGML_API void ggml_backend_buffer_free (ggml_backend_buffer_t buffer);
  14. GGML_API size_t ggml_backend_buffer_get_alignment (ggml_backend_buffer_t buffer);
  15. GGML_API void * ggml_backend_buffer_get_base (ggml_backend_buffer_t buffer);
  16. GGML_API size_t ggml_backend_buffer_get_size (ggml_backend_buffer_t buffer);
  17. GGML_API size_t ggml_backend_buffer_get_alloc_size(ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  18. GGML_API void ggml_backend_buffer_init_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  19. GGML_API void ggml_backend_buffer_free_tensor (ggml_backend_buffer_t buffer, struct ggml_tensor * tensor);
  20. //
  21. // Backend
  22. //
  23. struct ggml_backend;
  24. typedef struct ggml_backend * ggml_backend_t;
  25. typedef void * ggml_backend_graph_plan_t;
  26. GGML_API ggml_backend_t ggml_get_backend(const struct ggml_tensor * tensor);
  27. GGML_API const char * ggml_backend_name(ggml_backend_t backend);
  28. GGML_API void ggml_backend_free(ggml_backend_t backend);
  29. GGML_API ggml_backend_buffer_t ggml_backend_alloc_buffer(ggml_backend_t backend, size_t size);
  30. GGML_API size_t ggml_backend_get_alignment(ggml_backend_t backend);
  31. GGML_API void ggml_backend_tensor_set_async( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
  32. GGML_API void ggml_backend_tensor_get_async(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size);
  33. GGML_API void ggml_backend_tensor_set( struct ggml_tensor * tensor, const void * data, size_t offset, size_t size);
  34. GGML_API void ggml_backend_tensor_get(const struct ggml_tensor * tensor, void * data, size_t offset, size_t size);
  35. GGML_API void ggml_backend_synchronize(ggml_backend_t backend);
  36. GGML_API ggml_backend_graph_plan_t ggml_backend_graph_plan_create (ggml_backend_t backend, struct ggml_cgraph * cgraph);
  37. GGML_API void ggml_backend_graph_plan_free (ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  38. GGML_API void ggml_backend_graph_plan_compute(ggml_backend_t backend, ggml_backend_graph_plan_t plan);
  39. GGML_API void ggml_backend_graph_compute (ggml_backend_t backend, struct ggml_cgraph * cgraph);
  40. GGML_API bool ggml_backend_supports_op (ggml_backend_t backend, const struct ggml_tensor * op);
  41. // tensor copy between different backends
  42. GGML_API void ggml_backend_tensor_copy(struct ggml_tensor * src, struct ggml_tensor * dst);
  43. //
  44. // CPU backend
  45. //
  46. GGML_API ggml_backend_t ggml_backend_cpu_init(void);
  47. GGML_API bool ggml_backend_is_cpu(ggml_backend_t backend);
  48. GGML_API void ggml_backend_cpu_set_n_threads(ggml_backend_t backend_cpu, int n_threads);
  49. // Create a backend buffer from an existing pointer
  50. GGML_API ggml_backend_buffer_t ggml_backend_cpu_buffer_from_ptr(ggml_backend_t backend_cpu, void * ptr, size_t size);
  51. //
  52. // Backend scheduler
  53. //
  54. // The backend scheduler allows for multiple backends to be used together
  55. // Handles compute buffer allocation, assignment of tensors to backends, and copying of tensors between backends
  56. // The backends are selected based on:
  57. // - the backend that supports the operation
  58. // - the location of the pre-allocated tensors (e.g. the weights)
  59. /*
  60. Example usage:
  61. sched = ggml_backend_sched_new({backend_gpu, backend_gpu2, backend_cpu}, num_backends);
  62. // sched is initialized with measure allocators and cannot be used until allocated with a measure graph
  63. // initialize buffers from a measure graph
  64. measure_graph = build_graph(sched); // use the allocr to allocate inputs as needed
  65. // in build_graph:
  66. build_graph(...) {
  67. // allocating tensors in a specific backend (optional, recommended: pre-allocate inputs in a different buffer)
  68. alloc_cpu = ggml_backend_sched_get_allocr(sched, backend_cpu);
  69. ggml_allocr_alloc(alloc_cpu, tensor);
  70. // manually assigning nodes to a backend (optional, shouldn't be needed in most cases)
  71. struct ggml_tensor * node = ggml_mul_mat(ctx, ...);
  72. ggml_backend_sched_set_node_backend(sched, node, backend_gpu);
  73. }
  74. // allocate backend buffers from measure graph
  75. ggml_backend_sched_init_measure(sched, measure_graph);
  76. // the scheduler is now ready to compute graphs
  77. // compute
  78. graph = build_graph(sched);
  79. ggml_backend_sched_graph_compute(sched, graph);
  80. */
  81. struct ggml_backend_sched;
  82. typedef struct ggml_backend_sched * ggml_backend_sched_t;
  83. // Initialize a backend scheduler
  84. GGML_API ggml_backend_sched_t ggml_backend_sched_new(ggml_backend_t * backends, int n_backends);
  85. GGML_API void ggml_backend_sched_free(ggml_backend_sched_t sched);
  86. // Initialize backend buffers from a measure graph
  87. GGML_API void ggml_backend_sched_init_measure(ggml_backend_sched_t sched, struct ggml_cgraph * measure_graph);
  88. GGML_API ggml_tallocr_t ggml_backend_sched_get_tallocr(ggml_backend_sched_t sched, ggml_backend_t backend);
  89. GGML_API ggml_backend_buffer_t ggml_backend_sched_get_buffer (ggml_backend_sched_t sched, ggml_backend_t backend);
  90. GGML_API void ggml_backend_sched_set_node_backend(ggml_backend_sched_t sched, struct ggml_tensor * node, ggml_backend_t backend);
  91. // Allocate a graph on the backend scheduler
  92. GGML_API void ggml_backend_sched_graph_compute(
  93. ggml_backend_sched_t sched,
  94. struct ggml_cgraph * graph);
  95. #ifdef __cplusplus
  96. }
  97. #endif