Bu yerda 8-bitli belgilangan nuqta turidan foydalanuvchi va RELU liniyalanmaganligini qo'shadigan modifikatsiya qilingan kod: ```c #include "hls_math.h" #include "hls_stream.h" #include "ap_fixed.h" // Ma'lumotlar turlarini aniqlang ap_fixed<8,2> fixed_type; typedef hls::stream<fixed_type> stream_type; // Linear qatlam funksiyasini aniqlang void linear_layerstream_type&amp; input_stream, fixed_type og'irligi[], fixed_type yonboshi[], stream_type&amp; output_stream) { // Kirish va chiqish konstantalari sonini o'rnating N = 1024; // Linear hisoblashni amalga oshiring i{\displaystyle i} i{\
spam fails_task lang_mismatch pii not_appropriate hate_speech sexual_content quality toxicity humor helpfulness creativity violence