ggml : allocate graphs in a context (#2392)
* ggml : graph allocation in contexts * allocate work buffer as a ggml_object in ggml_graph_compute_with_ctx * llama.cpp : allocate graph in the context * add GGML_PAD --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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3 changed files with 136 additions and 90 deletions
21
ggml.h
21
ggml.h
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@ -208,6 +208,7 @@
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#define GGML_UNUSED(x) (void)(x)
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#define GGML_PAD(x, n) (((x) + (n) - 1) & ~((n) - 1))
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#define GGML_ASSERT(x) \
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do { \
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@ -396,6 +397,12 @@ extern "C" {
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GGML_UNARY_OP_SILU,
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};
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enum ggml_object_type {
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GGML_OBJECT_TENSOR,
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GGML_OBJECT_GRAPH,
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GGML_OBJECT_WORK_BUFFER
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};
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// ggml object
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struct ggml_object {
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size_t offs;
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@ -403,7 +410,9 @@ extern "C" {
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struct ggml_object * next;
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char padding[8];
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enum ggml_object_type type;
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char padding[4];
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};
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static const size_t GGML_OBJECT_SIZE = sizeof(struct ggml_object);
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@ -424,7 +433,7 @@ extern "C" {
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enum ggml_op op;
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// op params - allocated as int32_t for alignment
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int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(uint32_t)];
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int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)];
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bool is_param;
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@ -485,6 +494,8 @@ extern "C" {
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int64_t perf_time_us;
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};
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static const size_t GGML_GRAPH_SIZE = sizeof(struct ggml_cgraph);
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// scratch buffer
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struct ggml_scratch {
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size_t offs;
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@ -1391,11 +1402,17 @@ extern "C" {
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struct ggml_context * ctx,
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struct ggml_tensor * tensor);
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GGML_API void ggml_build_forward_expand(struct ggml_cgraph * cgraph, struct ggml_tensor * tensor);
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GGML_API struct ggml_cgraph ggml_build_forward (struct ggml_tensor * tensor);
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GGML_API struct ggml_cgraph ggml_build_backward(struct ggml_context * ctx, struct ggml_cgraph * gf, bool keep);
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// graph allocation in a context
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GGML_API struct ggml_cgraph * ggml_new_graph (struct ggml_context * ctx);
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GGML_API struct ggml_cgraph * ggml_build_forward_ctx(struct ggml_context * ctx, struct ggml_tensor * tensor);
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GGML_API size_t ggml_graph_overhead(void);
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// ggml_graph_plan() has to be called before ggml_graph_compute()
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// when plan.work_size > 0, caller must allocate memory for plan.work_data
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GGML_API struct ggml_cplan ggml_graph_plan (struct ggml_cgraph * cgraph, int n_threads /*= GGML_DEFAULT_N_THREADS*/);
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