#include "ggml-metal-tuning.h" #include #include #include namespace ggml_metal_tuning { int fa_vec_ne11_bucket(int64_t ne11) { for (int i = 0; i < (int) std::size(FA_VEC_NE11_BUCKETS); ++i) { if (ne11 < FA_VEC_NE11_BUCKETS[i]) { return i; } } return (int) std::size(FA_VEC_NE11_BUCKETS); } int fa_vec_ne01_bucket(int64_t ne01) { for (int i = 0; i < (int) std::size(FA_VEC_NE01_BUCKETS); ++i) { if (ne01 < FA_VEC_NE01_BUCKETS[i]) { return i; } } return (int) std::size(FA_VEC_NE01_BUCKETS); } int fa_vec_baseline_ne(int dk, int dv) { if (dk == 32 && dv == 32) { return 4; } if (dk == 64 && dv == 64) { return 2; } if (dk == 96 && dv == 96) { return 4; } if (dk == 128 && dv == 128) { return 1; } if (dk == 192 && dv == 192) { return 2; } if (dk == 192 && dv == 128) { return 2; } if (dk == 256 && dv == 256) { return 1; } if (dk == 320 && dv == 256) { return 2; } if (dk == 512 && dv == 512) { return 1; } if (dk == 576 && dv == 512) { return 2; } return 4; // template default } fa_vec_cfg_t fa_vec_baseline_cfg(int dk, int dv) { return { 1, (int8_t) fa_vec_baseline_ne(dk, dv) }; } // Generated by `ggml-metal-tuning fa-vec`; do not hand-edit. // One row per kept bucket, plus per-(dtype,dk,dv) ne11-collapsed domain defaults // (ne11_b = FA_VEC_NE11_DEFAULT, ne01_b = domain). To retune or add a device, re-run the // sweep and paste its output. See ggml-metal-tuning.h for the row/lookup semantics. // ref: https://github.com/ggml-org/llama.cpp/pull/27824 constexpr fa_vec_entry_t fa_vec_tuned_table[] = { { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, 1, 1 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, 1, 3 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 192, 128, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 320, 256, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 320, 256, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 96, 96, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 96, 96, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 192, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 192, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 192, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 512, 512, 3, 3 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 320, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 512, 512, 2, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 512, 512, 3, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 64, 64, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 128, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 128, 128, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 192, 128, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 256, 256, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 320, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 320, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 192, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 256, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 320, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 320, 256, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 320, 256, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 320, 256, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 320, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 192, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 128, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 256, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 256, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 320, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 1, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 320, 256, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M1_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 32, 32, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 128, 128, 1, 1 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 128, 128, 1, 3 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 192, 128, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 320, 256, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 320, 256, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 512, 512, 2, 3 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 512, 512, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 96, 96, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 576, 512, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 576, 512, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 576, 512, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 576, 512, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q4_1, 576, 512, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 192, 128, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 320, 256, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 64, 64, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 192, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 256, 256, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 256, 256, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 192, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 96, 96, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, 2, 4 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 192, 128, 3, 4 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 64, 64, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 320, 256, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 320, 256, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M2_ULTRA, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 128, 128, 2, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 128, 128, 2, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 192, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 192, 128, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 256, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 320, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_F16, 512, 512, 3, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 128, 128, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, 3, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 96, 96, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 128, 128, 2, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 192, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 128, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 256, 256, 2, 3 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 320, 256, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 320, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 2, 0 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 3, 0 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 2, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 3, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 512, 512, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 576, 512, 2, 0 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 576, 512, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 576, 512, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_F16, 576, 512, 3, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 64, 64, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_MAX, GGML_TYPE_Q8_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 64, 64, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 96, 96, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 128, 128, 1, 1 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 192, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 128, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 256, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 512, 512, 3, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_F16, 512, 512, 3, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 192, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 192, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 128, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 128, 128, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 256, 256, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 256, 256, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 256, 256, 2, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 320, 256, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 128, 128, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 128, 128, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 256, 256, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 256, 256, 2, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 320, 256, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 320, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 320, 256, 1, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 512, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q5_1, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 192, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 512, 512, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M3_ULTRA, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 128, 128, 2, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 128, 128, 2, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 192, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 256, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 320, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 512, 512, 3, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 512, 512, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 512, 512, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_F16, 512, 512, 3, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q4_1, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 128, 128, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_0, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q5_1, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 32, 32, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 192, 128, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 256, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 320, 256, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_F16, 512, 512, 3, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 512, 512, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, 2, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 320, 256, 3, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_0, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 128, 128, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 320, 256, 1, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 320, 256, 3, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q5_1, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_PRO, GGML_TYPE_Q8_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 64, 64, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 192, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 320, 256, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q4_1, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 96, 96, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 320, 256, 1, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 320, 256, 1, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 320, 256, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 96, 96, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 96, 96, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 256, 256, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 256, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 256, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 320, 256, 1, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 320, 256, 1, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 320, 256, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M4_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 96, 96, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 192, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 3, 2 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 192, 128, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 256, 256, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 256, 256, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 2, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 3, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 3, 2 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 512, 512, 3, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 576, 512, 2, 0 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 576, 512, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_F16, 576, 512, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 32, 32, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 512, 512, 3, 0 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 512, 512, 2, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 512, 512, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 64, 64, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 192, 128, 3, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 256, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 512, 512, 2, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 512, 512, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 512, 512, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_F16, 576, 512, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 96, 96, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 192, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 512, 512, 1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 512, 512, -1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 512, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q4_0, 512, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 64, 64, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_PRO, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 3, 0 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 64, 64, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 96, 96, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 1, 2 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 128, 128, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 192, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 192, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 192, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 128, 1, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 192, 128, 3, 2 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 256, 256, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 256, 256, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 256, 256, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 320, 256, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 512, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 512, 512, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 512, 512, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 512, 512, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 512, 512, 3, 4 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 2, 0 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 1, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_F16, 576, 512, 2, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 32, 32, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 64, 64, 3, 4 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 96, 96, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 128, 128, 3, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, 2, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 192, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 1, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 2, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 3, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 256, 256, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 320, 256, 2, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 320, 256, 3, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 2, 3 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 3, 1 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 3, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 512, 512, 3, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 3, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_0, 576, 512, 3, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 32, 32, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, 3, 0 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 64, 64, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, 1, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 96, 96, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 2, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 128, 128, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 1, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 192, 3, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, 3, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, 2, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 256, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 2, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 320, 256, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, -1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 1, 3 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 2, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 3, 1 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 512, 512, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 576, 512, 2, 0 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 576, 512, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 576, 512, 2, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q4_1, 576, 512, 3, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 32, 32, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 64, 64, 3, 2 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, 1, 0 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, 1, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, 2, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 192, 3, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 1, 2 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 2, 2 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 256, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 320, 256, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 3, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 512, 512, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 1 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 2, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 3, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_0, 576, 512, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 32, 32, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 32, 32, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 32, 32, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 32, 32, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 64, 64, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 96, 96, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 96, 96, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 96, 96, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 96, 96, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 128, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 3, 0 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 192, 3, 3 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, 2, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, -1, 1 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, 1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 192, 128, 3, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, 2, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, 1, 2 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, 2, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 256, 256, 3, 4 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 320, 256, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 320, 256, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 320, 256, -1, 1 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 320, 256, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 2, 0 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 3, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 1, 4 }, { 1, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 2, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 512, 512, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 1, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 2, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q5_1, 576, 512, 3, 3 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 32, 32, 3, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 64, 64, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 64, 64, 1, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 64, 64, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 96, 96, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 96, 96, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 96, 96, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 96, 96, 3, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 2, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 2, 4 }, { 2, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 128, 128, 3, 2 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, 1, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, 2, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, 3, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 192, 3, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 128, -1, 1 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 128, 1, 2 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 192, 128, 3, 2 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 256, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 256, 256, 3, 3 }, { 2, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 320, 256, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 2, 0 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 1, 3 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 2, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 2, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 2, 3 }, { 4, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 2, 4 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 3, 1 }, { 4, 1 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 512, 512, 3, 2 }, { 4, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 0 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 576, 512, -1, 1 }, { 1, 4 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 576, 512, 1, 4 }, { 1, 2 } }, { { GGML_METAL_DEVICE_M5_MAX, GGML_TYPE_Q8_0, 576, 512, 2, 1 }, { 4, 4 } }, }; static enum ggml_metal_device_id fa_vec_family_representative(int gpu_family) { switch (gpu_family) { case 9: return GGML_METAL_DEVICE_M4_MAX; default: return GGML_METAL_DEVICE_GENERIC; } } static bool g_override_set = false; static fa_vec_cfg_t g_override_cfg = { 1, 4 }; void fa_vec_set_override(fa_vec_cfg_t cfg) { g_override_cfg = cfg; g_override_set = true; } void fa_vec_clear_override() { g_override_set = false; } static const fa_vec_cfg_t * find_cfg(const fa_vec_entry_t * tbl, size_t n, const fa_vec_key_t & k) { for (size_t i = 0; i < n; ++i) { if (memcmp(&tbl[i].key, &k, sizeof(k)) == 0) { return &tbl[i].cfg; } } return nullptr; } fa_vec_cfg_t fa_vec_pick(enum ggml_metal_device_id device_id, int gpu_family, int dtype, int dk, int dv, int64_t ne11, int64_t ne01) { if (g_override_set) { return g_override_cfg; } const fa_vec_cfg_t baseline = fa_vec_baseline_cfg(dk, dv); const int ne11_b = fa_vec_ne11_bucket(ne11); if (ne11_b == 0) { return baseline; // short KV: attention is a small slice of the step, left to baseline } const int ne01_b = fa_vec_ne01_bucket(ne01); fa_vec_key_t k{}; k.dtype = (int8_t) dtype; k.dk = (int16_t) dk; k.dv = (int16_t) dv; // exact bucket, then the ne01 domain default (ne11 collapsed); tried under each device tier auto lookup = [&](enum ggml_metal_device_id dev) -> const fa_vec_cfg_t * { k.device_id = (int8_t) dev; k.ne11_b = (int8_t) ne11_b; k.ne01_b = (int8_t) ne01_b; if (auto * c = find_cfg(fa_vec_tuned_table, std::size(fa_vec_tuned_table), k)) { return c; } k.ne11_b = FA_VEC_NE11_DEFAULT; k.ne01_b = (ne01_b == 0) ? FA_VEC_DOMAIN_DECODE : FA_VEC_DOMAIN_BATCH; return find_cfg(fa_vec_tuned_table, std::size(fa_vec_tuned_table), k); }; if (auto * c = lookup(device_id)) { return *c; } // family fallback: retry under the family's representative SKU; none -> baseline if (gpu_family > 0) { const enum ggml_metal_device_id rep = fa_vec_family_representative(gpu_family); if (rep != GGML_METAL_DEVICE_GENERIC) { if (auto * c = lookup(rep)) { return *c; } } } return baseline; } } // namespace ggml_metal_tuning