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 And now, the IQ3_XXS, new SOTA 3 bits quant from LlamaCPP, made in the same way : - miqu-1-70b.IQ3_XXS.gguf,-,Hellaswag,89,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Hellaswag,88.3,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Hellaswag_Bin,82.75,,400,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Hellaswag_Bin,85,,1000,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Arc-Challenge,55.85284281,,299,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Arc-Easy,78.59649123,,570,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,MMLU,48.88178914,,313,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Thruthful-QA,41.73806610,,817,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,Winogrande,78.3741,,1267,2024-01-29 05:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, - miqu-1-70b.IQ3_XXS.gguf,-,wikitext,4.4319,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,81 - miqu-1-70b.IQ3_XXS.gguf,-,wikitext,4.0309,512,512,2024-01-29 01:40:00,RBF1000000,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex,655 - miqu-1-70b.IQ3_XXS.gguf,-,wikitext,3.5141,4096,4096,2024-01-29 01:40:00,,70b,Mistral_Medium,32768,,,GGUF,miqudev,Nexesenex, TbC