Update README.md

README.md

@@ -180,28 +180,6 @@ Draw your own conclusions as well !
 
 New quants IQ1 :
 
-V1 :
-
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,Hellaswag,22.5,1000,,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,Arc-Challenge,25.08361204,,299,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,Arc-Easy,24.56140351,,570,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,MMLU,24.92012780,,313,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,Thruthful-QA,19.33904529,,817,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,Winogrande,50.8287,,1267,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2116-iMat-c32_ch400-IQ1_S.gguf,-,wikitext,117089.7230,512,512,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,327
-
-V2 :
-
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,Hellaswag,76.3,1000,,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,Arc-Challenge,45.15050167,,299,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,Arc-Easy,67.54385965,,570,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,MMLU,39.93610224,,313,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,Thruthful-QA,29.37576499,,817,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,Winogrande,72.6914,,1267,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,wikitext,7.0861,512,512,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,wikitext,5.8372,4096,4096,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2128-iMat-c32_ch400-IQ1_S_v2.gguf,-,wikitext,5.7746,8192,8192,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-
 V3 :
 
 - miqu-1-70b-Requant-b2131-iMat-c32_ch400-IQ1_S_v3.gguf,-,Hellaswag,78.1,1000,,2024-02-12 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
@@ -223,4 +201,33 @@ V5 :
 - miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_S_v5.gguf,-,Thruthful-QA,34.14932681,,817,2024-03-13 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
 - miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_S_v5.gguf,-,Winogrande,73.9542,,1267,2024-03-13 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
 - miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_S_v5.gguf,-,wikitext,6.2547,512,512,2024-03-13 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
-- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_S_v5.gguf,-,wikitext,5.2290,4096,4096,2024-03-13 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_S_v5.gguf,-,wikitext,5.2290,4096,4096,2024-03-13 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+
+-----
+
+CUSTOM QUANTS :
+
+New quantizations strategies to bundle optimally the last tensor quantizations of Ikawrakow (LlamaCPP b2404 and beyond) and reach the hightest possible quality/size ratio.
+A work in progress. These quants strategies will be updated as soon as higher IQ tensor quants are available for the pertinent tensors.
+
+Here's one new quant strategy, currently labelled IQ1_FSR, a 2% smaller quant than .IQ1_S v3/v5 with a quality slightly above IQ1_S_v3 but quite a bit lower than IQ1_S_v5 :
+
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,Hellaswag,79.9,1000,,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,Arc-Challenge,50.16722408,,299,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,Arc-Easy,69.47368421,,570,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,MMLU,39.29712460,,313,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,Thruthful-QA,34.27172583,,817,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,Winogrande,72.2178,,1267,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,wikitext,6.4324,512,512,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_FS.gguf,-,wikitext,5.3399,4096,4096,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+
+Second new quant strategy, currently labelled IQ1_PS, a 0.5% bigger quant than .IQ1_S v3/v5 with a quality a bit above with IQ1_S_v5 :
+
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,Hellaswag,80.5,1000,,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,Arc-Challenge,49.16387960,,299,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,Arc-Easy,72.45614035,,570,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,MMLU,43.45047923,,313,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,Thruthful-QA,33.90452876,,817,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,Winogrande,74.3489,,1267,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,wikitext,6.1692,512,512,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,
+- miqu-1-70b-Requant-b2409-iMat-c512_ch600-IQ1_PS.gguf,-,wikitext,5.1600,4096,4096,2024-03-14 00:00:00,,70b,Mistral_Medium,32768,,,GGUF,Miqudev,Nexesenex,