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cont : add fa-vec tunings for M1 Pro, M2 Ultra, M5 Max

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Georgi Gerganov
2026-08-24 14:38:58 +03:00
parent 7658a24107
commit efeda76b94
1 changed files with 749 additions and 0 deletions
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ggml/src/ggml-metal/ggml-metal-tuning.cpp
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@@ -67,6 +67,388 @@ fa_vec_cfg_t fa_vec_baseline_cfg(int dk, int dv) {
// (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.
constexpr fa_vec_entry_t fa_vec_tuned_table[] = {
{ { 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_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_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 } },
@@ -257,6 +639,373 @@ constexpr fa_vec_entry_t fa_vec_tuned_table[] = {
{ { 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_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) {