adefa

  E2B (2.3B): 98% → 0.4%, KL Div 0.346
  E4B (4.5B): 99% → 0.7%, KL Div 0.068
  26B MoE:    98% → 0.7%, KL Div 0.090
  31B:       100% → 3.2%, KL Div 0.124

  E2B bf16: https://huggingface.co/TrevorJS/gemma-4-E2B-it-uncensored
  E2B GGUF: https://huggingface.co/TrevorJS/gemma-4-E2B-it-uncensored-GGUF
  E4B bf16: https://huggingface.co/TrevorJS/gemma-4-E4B-it-uncensored
  E4B GGUF: https://huggingface.co/TrevorJS/gemma-4-E4B-it-uncensored-GGUF
  26B bf16: https://huggingface.co/TrevorJS/gemma-4-26B-A4B-it-uncensored
  26B GGUF: https://huggingface.co/TrevorJS/gemma-4-26B-A4B-it-uncensored-GGUF
  31B bf16: https://huggingface.co/TrevorJS/gemma-4-31B-it-uncensored
  31B GGUF: https://huggingface.co/TrevorJS/gemma-4-31B-it-uncensored-GGUF

  llama-server -hf TrevorJS/gemma-4-26B-A4B-it-uncensored-GGUF -c 8192

  FP8: https://huggingface.co/Qwen/Qwen3-Coder-Next-FP8

  Sequential (single request)

    Prompt     Gen     Prompt Processing    Token Gen
    Tokens     Tokens  (tokens/sec)         (tokens/sec)
    ------     ------  -----------------    -----------
       521        49            3,157            44.2
     1,033        83            3,917            43.7
     2,057        77            3,937            43.6
     4,105        77            4,453            43.2
     8,201        77            4,710            42.2

  Parallel (concurrent requests)

    pp4096+tg128 (4K context, 128 gen):

     n    t/s
    --    ----
     1    28.5
     2    39.0
     4    50.4
     8    57.5
    16    61.4
    32    62.0

    pp8192+tg128 (8K context, 128 gen):

     n    t/s
    --    ----
     1    21.6
     2    27.1
     4    31.9
     8    32.7
    16    33.7
    32    31.7