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    Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
* imatrix: load * imatrix: WIP * imatrix: Add Q2_K quantization * imatrix: also guard against Q2_K_S quantization without importance matrix * imatrix: guard even more against low-bit quantization misuse --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
* Correctly set support_simdgroup_reduction and support_simdgroup_mm on iPhone/iPad * log a little bit more info on iOS
* Fix ffn_down quantization mix for MoE models In #4872 I did not consider the part where every third tensor is quantized with more bits. Fir MoE this leads to tensors of the same layer being quantized with different number of bits, which is not considered as a possibility in the inference implementation (it is assumed all experts use the same quantization). * Fix the fix * Review suggestion --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
* llama : minor fix indent * llama : check LLAMA_TRACE env for extra logging ggml-ci
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. * Speed up float -> iq4_nl conversion on CUDA --------- Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
    
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* iqk_mul_mat: better iq4_nl implementation on Zen4/AVX2 PP-512 performance for LLaMA-3.1-8B goes to 162.6 t/s up from 133.2 t/s. Co-Authored-By: Iwan Kawrakow <iwan.kawrakow@gmail.com>
  
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