ggml : refactor online repacking (#10446)
* rename ggml-cpu-aarch64.c to .cpp * reformat extra cpu backend. - clean Q4_0_N_M and IQ4_0_N_M - remove from "file" tensor type - allow only with dynamic repack - extract cpu extra bufts and convert to C++ - hbm - "aarch64" - more generic use of extra buffer - generalise extra_supports_op - new API for "cpu-accel": - amx - aarch64 * clang-format * Clean Q4_0_N_M ref Enable restrict on C++ * add op GGML_OP_MUL_MAT_ID for Q4_0_N_M with runtime repack * added/corrected control on tensor size for Q4 repacking. * Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * add debug logs on repacks. --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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33 changed files with 1136 additions and 1049 deletions
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@ -103,24 +103,14 @@ extern "C" {
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// Internal types and functions exposed for tests and benchmarks
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typedef void (*ggml_from_float_to_mat_t)
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(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, int64_t k, int64_t bs);
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typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx,
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const void * GGML_RESTRICT y, size_t by, int nrc);
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typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x,
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const void * GGML_RESTRICT y, int nr, int nc);
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typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x,
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const void * GGML_RESTRICT y, int nr, int nc);
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struct ggml_type_traits_cpu {
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ggml_from_float_t from_float;
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ggml_from_float_to_mat_t from_float_to_mat;
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ggml_vec_dot_t vec_dot;
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enum ggml_type vec_dot_type;
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int64_t nrows; // number of rows to process simultaneously
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int64_t ncols; // number of columns to process simultaneously
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ggml_gemv_t gemv;
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ggml_gemm_t gemm;
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};
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GGML_BACKEND_API const struct ggml_type_traits_cpu * ggml_get_type_traits_cpu(enum ggml_type type);
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@ -140,13 +130,6 @@ extern "C" {
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GGML_BACKEND_API ggml_backend_reg_t ggml_backend_cpu_reg(void);
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#ifdef GGML_USE_CPU_HBM
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GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cpu_hbm_buffer_type(void);
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#endif
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GGML_BACKEND_API ggml_backend_buffer_type_t ggml_backend_cpu_aarch64_buffer_type(void);
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GGML_BACKEND_API bool ggml_backend_cpu_buft_is_aarch64(ggml_backend_buffer_type_t buft);
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#ifdef __cplusplus
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}
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#endif
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