Requantization of a Q5_K_M quant of a trending 70b model without better quant/fp16 available, this through a Q8_0 intermediary step.
Model has a theta of 1,000,000, and not 10,000, like Llama 2 models usually have.
So, no Alpha or Rope Base Frequency up to its base 32k context, if it works as intended.
And if it does, no linear rope is necessary either to reach the base 32k context.
Benchs I made with the original Q2_K quant published by Miqudev :
- miqu-1-70b.q2_K.gguf,-,Hellaswag,87.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Hellaswag,86.5,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Hellaswag,86,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Hellaswag_Bin,81.5,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Hellaswag_Bin,83.7,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Hellaswag_Bin,84,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Arc-Challenge,56.18729097,,299,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Arc-Easy,75.78947368,,570,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,MMLU,46.96485623,,313,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,Thruthful-QA,41.49326805,,817,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqude
- miqu-1-70b.q2_K.gguf,-,Winogrande,78.2163,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,
- miqu-1-70b.q2_K.gguf,-,wikitext,4.6476,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
- miqu-1-70b.q2_K.gguf,-,wikitext,4.3063,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,655
- miqu-1-70b.q2_K.gguf,-,wikitext,4.6576,512,512,2024-01-29 01:40:00,RBF500000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
- miqu-1-70b.q2_K.gguf,-,wikitext,4.7762,512,512,2024-01-29 01:40:00,RBF100000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
- miqu-1-70b.q2_K.gguf,-,wikitext,4.8766,512,512,2024-01-29 01:40:00,RBF50000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
- miqu-1-70b.q2_K.gguf,-,wikitext,5.3367,512,512,2024-01-29 01:40:00,RBF10000,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,81
- miqu-1-70b.q2_K.gguf,-,wikitext,3.8606,4096,4096,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,miqudev,41
Benchs I made with the Q3_K_M I quantized from Miqudev's Q5_K_M with an intermediary Q8_0 step, and an iMatrix of 12800 tokens from wiki.train.raw :
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag,88.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag,88.1,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag,87.3,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag_Bin,82,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag_Bin,85.1,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Hellaswag_Bin,84.85,,2000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Arc-Challenge,57.19063545,,299,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Arc-Easy,77.19298246,,570,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,MMLU,50.15974441,,313,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Thruthful-QA,41.49326805,,817,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,Winogrande,78.8477,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,
- miqu-1-70b.Q3_K_M.gguf,-,wikitext,4.2957,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,81
- miqu-1-70b.Q3_K_M.gguf,-,wikitext,3.8380,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,655
TbC