sync : ggml (backend v2) (#3912)
* sync : ggml (backend v2) (wip) * sync : migrate examples and llama.cpp to dynamic graphs (wip) * sync : update tests + fix max op params to 64 ggml-ci * sync : ggml-cuda ggml-ci * llama : fix save/load state context size ggml-ci * sync : try to fix build on tvOS * sync : pass custom graph sizes in training examples * sync : update graph copies to new ggml API * sync : update sync-ggml.sh with new files * scripts : fix header in sync script * train : fix context size calculations * llama : increase inference graph size up to 4096 nodes * train : allocate grads for backward graphs * train : allocate grads for gb_tmp
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22 changed files with 1994 additions and 864 deletions
80
ggml-alloc.h
80
ggml-alloc.h
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@ -6,27 +6,79 @@
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extern "C" {
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#endif
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struct ggml_backend;
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struct ggml_backend_buffer;
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GGML_API struct ggml_allocr * ggml_allocr_new(void * data, size_t size, size_t alignment);
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GGML_API struct ggml_allocr * ggml_allocr_new_measure(size_t alignment);
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GGML_API struct ggml_allocr * ggml_allocr_new_from_buffer(struct ggml_backend_buffer * buffer);
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//
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// Legacy API
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//
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typedef struct ggml_allocr * ggml_allocr_t;
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// initialize allocator for use with CPU backend only
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GGML_API ggml_allocr_t ggml_allocr_new(void * data, size_t size, size_t alignment);
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GGML_API ggml_allocr_t ggml_allocr_new_measure(size_t alignment);
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// initialize allocator for use with ggml-backend
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GGML_API ggml_allocr_t ggml_allocr_new_from_buffer(struct ggml_backend_buffer * buffer);
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GGML_API ggml_allocr_t ggml_allocr_new_from_backend(struct ggml_backend * backend, size_t size); // allocates an owned buffer
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GGML_API ggml_allocr_t ggml_allocr_new_measure_from_backend(struct ggml_backend * backend);
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GGML_API struct ggml_backend_buffer * ggml_allocr_get_buffer(ggml_allocr_t alloc);
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// tell the allocator to parse nodes following the order described in the list
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// you should call this if your graph are optimized to execute out-of-order
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GGML_API void ggml_allocr_set_parse_seq(struct ggml_allocr * alloc, const int * list, int n);
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GGML_API void ggml_allocr_set_parse_seq(ggml_allocr_t alloc, const int * list, int n);
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GGML_API void ggml_allocr_free (struct ggml_allocr * alloc);
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GGML_API bool ggml_allocr_is_measure (struct ggml_allocr * alloc);
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GGML_API void ggml_allocr_reset (struct ggml_allocr * alloc);
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GGML_API void ggml_allocr_alloc (struct ggml_allocr * alloc, struct ggml_tensor * tensor);
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GGML_API size_t ggml_allocr_alloc_graph(struct ggml_allocr * alloc, struct ggml_cgraph * graph);
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GGML_API size_t ggml_allocr_max_size (struct ggml_allocr * alloc);
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GGML_API void ggml_allocr_free (ggml_allocr_t alloc);
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GGML_API bool ggml_allocr_is_measure (ggml_allocr_t alloc);
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GGML_API void ggml_allocr_reset (ggml_allocr_t alloc);
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GGML_API void ggml_allocr_alloc (ggml_allocr_t alloc, struct ggml_tensor * tensor);
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GGML_API size_t ggml_allocr_max_size (ggml_allocr_t alloc);
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GGML_API size_t ggml_allocr_alloc_graph_n(
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struct ggml_allocr * alloc,
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struct ggml_cgraph ** graphs, int n_graphs,
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struct ggml_tensor *** inputs, struct ggml_tensor *** outputs);
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GGML_API size_t ggml_allocr_alloc_graph(ggml_allocr_t alloc, struct ggml_cgraph * graph);
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//
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// ggml-backend v2 API
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//
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// Seperate tensor and graph allocator objects
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// This is necessary for multi-backend allocation because the graph allocator needs to use multiple tensor allocators
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// The original API is kept as a wrapper around the new API
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// Tensor allocator
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typedef struct ggml_tallocr * ggml_tallocr_t;
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GGML_API ggml_tallocr_t ggml_tallocr_new(void * data, size_t size, size_t alignment);
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GGML_API ggml_tallocr_t ggml_tallocr_new_measure(size_t alignment);
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GGML_API ggml_tallocr_t ggml_tallocr_new_from_buffer(struct ggml_backend_buffer * buffer);
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GGML_API ggml_tallocr_t ggml_tallocr_new_from_backend(struct ggml_backend * backend, size_t size); // allocates an owned buffer
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GGML_API ggml_tallocr_t ggml_tallocr_new_measure_from_backend(struct ggml_backend * backend);
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GGML_API struct ggml_backend_buffer * ggml_tallocr_get_buffer(ggml_tallocr_t talloc);
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GGML_API void ggml_tallocr_free (ggml_tallocr_t talloc);
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GGML_API bool ggml_tallocr_is_measure (ggml_tallocr_t talloc);
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GGML_API void ggml_tallocr_reset (ggml_tallocr_t talloc);
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GGML_API void ggml_tallocr_alloc (ggml_tallocr_t talloc, struct ggml_tensor * tensor);
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GGML_API size_t ggml_tallocr_max_size (ggml_tallocr_t talloc);
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// Graph allocator
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typedef struct ggml_gallocr * ggml_gallocr_t;
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GGML_API ggml_gallocr_t ggml_gallocr_new(void);
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GGML_API void ggml_gallocr_free(ggml_gallocr_t galloc);
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GGML_API void ggml_gallocr_set_parse_seq(ggml_gallocr_t galloc, const int * list, int n);
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GGML_API size_t ggml_gallocr_alloc_graph(ggml_gallocr_t galloc, ggml_tallocr_t talloc, struct ggml_cgraph * graph);
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// Allocate tensors from the allocators given by the hash table
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GGML_API void ggml_gallocr_alloc_graph_n(
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ggml_gallocr_t galloc,
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struct ggml_cgraph * graph,
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struct ggml_hash_set hash_set,
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ggml_tallocr_t * hash_node_talloc);
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#ifdef __cplusplus
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}
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