Update README.md

README.md

@@ -1,17 +1,18 @@
 Requantization of a Q5_K_M quant of a trending 70b model without better quant/fp16 available, this through a Q8_0 intermediary step.
 
 Miku 70b has a theta of 1,000,000, like CodeLlama, and not 10,000, like Llama 2 models usually have.
-That feature singularizes it to my knowledge to ALL Llama 2 models, beside Codellamas.
+That feature singularizes it to my knowledge to ALL Llama 2 models, beside Codellamas which also have a theta of 1,000,000..
 
-So, no Alpha or Rope Base Frequency change is needed up to its base 32k context, if it works as intended.
+-> So, no Alpha or Rope Base Frequency change is needed up to its base 32k context, if it works as intended.
 And if it does, no linear/yarn rope is necessary either to reach the base 32k context.
 
-But Miqu is NOT a CodeLlama 70b (released only a few days after Miqu 70b), because :
+BUT Miqu is NOT a CodeLlama 70b (released only a few days after Miqu 70b), because :
 
 - If the Theta of CodeLlama 70b is claimed to be 1,000,000, its base rope actually seems to be 10,000 (see benchs..)
 - Which means that CodeLlama might be context limited as Llama 2 is, instead of having a baseline of 100,000 ctx max..
-- Meanwhile, Miku's perplexity is close to 70b Llama 2 (less than 4 at 512ctx), while CL 70b is around 5.5 at least.
-- The benchs less sensitive to quantization (Hellaswag, Winogrande, but others as well) confirm this as well..
+- Meanwhile, Miku's max context is 32k, and not 4k like CodeLlama 70b, and 100,000 like the other CodeLlama.
+- And also, Miku's perplexity is close to 70b Llama 2 (less than 4 at 512ctx), while CL 70b is around 5.5 at least.
+- Beyond the perplexity, the benchs less sensitive to quantization (Hellaswag, Winogrande, but others as well) confirm this as well..
 
 So, CodeLlama 70b is nerfed like the other CodeLlama in general benchmarks terms, while Miku is matching a FINETUNED Llama-2 expectations.
 
@@ -67,6 +68,8 @@ And now, the IQ3_XXS, new SOTA 3 bits quant from LlamaCPP, that I made in the sa
 - 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,
 
+---
+
 Meanwhile, CodeLlama 70b Q2_K benches as such, to compare with Miqu 70B Q2_K originally quantized from FP16 by Miqudev :
 
 - CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,Hellaswag,76.5,,400,2024-01-30 01:40:00,,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,
@@ -83,4 +86,34 @@ Meanwhile, CodeLlama 70b Q2_K benches as such, to compare with Miqu 70B Q2_K ori
 - CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,wikitext,8.5822,512,512,2024-01-30 01:40:00,RBF500000,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,81
 - CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,wikitext,7.1098,512,512,2024-01-30 01:40:00,RBF100000,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,81
 - CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,wikitext,6.8224,512,512,2024-01-30 01:40:00,RBF50000,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,81
-- CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,wikitext,6.5705,512,512,2024-01-30 01:40:00,RBF10000,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,81
+- CodeLlama-70b-Instruct-hf-Q2_K.gguf,-,wikitext,6.5705,512,512,2024-01-30 01:40:00,RBF10000,70b,CodeLlama,32768,,,GGUF,Meta,Lonestriker,81
+
+---
+
+And, for information, a comparable base Llama 2 70b finetuned by NousResearch for 32k context (Yarn) :
+
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Hellaswag,87,400,,2024-01-23 01:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Hellaswag_Bin,81.25,,400,2024-01-23 01:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Arc-Challenge,43.81270903,,299,2024-01-23 05:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Arc-Easy,65.6140,24.9890,570,2024-01-23 05:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,MMLU,,,1548,2024-01-23 05:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Thruthful-QA,30.72215422,19.8590,817,2024-01-23 05:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,Winogrande,78.1373,,1267,2024-01-23 05:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+- Yarn-Llama-2-70b-32k-Q3_K_S.gguf,-,wikitext,3.6948,512,512,2024-01-23 01:40:00,PEC8,70b,Llama_2,4096,,,GGUF,Meta,Artefact2,
+
+This yarn version performs closely to Llama 2 70b (but with 32k max context), and.. Much more poorly than Miqu 70b.
+
+---
+
+Also, for information, another requant from a Q4_K_S orphan of a 32k finetune of Sao10K's WinterGoddess 70b :
+
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Hellaswag,89.25,,400,2024-01-23 01:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Hellaswag_Bin,84,,400,2024-01-23 01:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Arc-Challenge,54.84949833,,299,2024-01-23 05:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Arc-Easy,74.03508772,,570,2024-01-23 05:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,MMLU,,,1548,2024-01-23 05:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Thruthful-QA,39.65728274,19.8590,817,2024-01-23 05:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,Winogrande,77.8216,,1267,2024-01-23 05:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+- WinterGoddess-1.4x-limarpv3-70B-L2-32k-Requant-AR-b1952-iMat-c32_ch2500-Q3_K_XS.gguf,-,wikitext,4.2327,512,512,2024-01-23 01:40:00,PEC2.5,70b,Llama_2,4096,,,GGUF,Mishima,Nexesenex,
+
+Draw your own conclusions !