Update open models list

open-llm.csv

@@ -4,12 +4,12 @@ pretrained,gagan3012/MetaModel_moe,float16,74.42,0.0,36.1,apache-2.0,mixtral
 pretrained,cloudyu/Mixtral_11Bx2_MoE_19B,float16,74.41,36.0,19.19,cc-by-nc-4.0,mixtral
 pretrained,Xenon1/MetaModel_moex8,float16,74.39,4.0,69.92,apache-2.0,mixtral
 pretrained,macadeliccc/SOLAR-math-2x10.7b-v0.2,bfloat16,74.25,3.0,19.19,cc-by-nc-4.0,mixtral
-pretrained,Qwen/Qwen-72B,bfloat16,73.6,313.0,72.29,other,qwen
+pretrained,Qwen/Qwen-72B,bfloat16,73.6,314.0,72.29,other,qwen
 pretrained,macadeliccc/SOLAR-math-2x10.7b,bfloat16,73.37,0.0,19.19,apache-2.0,mixtral
 pretrained,cloudyu/Mixtral_7Bx6_MoE_35B,bfloat16,73.32,0.0,35.43,?,
 pretrained,macadeliccc/Orca-SOLAR-4x10.7b,bfloat16,73.17,0.0,36.1,apache-2.0,mixtral
 pretrained,AbacusResearch/RasGulla1-7b,bfloat16,73.0,0.0,7.24,mit,mistral
-pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,42.0,72.29,other,qwen2
+pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,43.0,72.29,other,qwen2
 pretrained,Qwen/Qwen2-beta-72B,bfloat16,72.91,0.0,72.29,other,qwen2
 pretrained,macadeliccc/piccolo-8x7b,bfloat16,72.8,1.0,46.7,cc-by-4.0,mixtral
 pretrained,rishiraj/CatPPT-base,float16,72.25,41.0,7.24,apache-2.0,mistral
@@ -17,53 +17,54 @@ pretrained,Abhinav7/NeuralPipe-7B-slerp,bfloat16,71.08,3.0,7.24,apache-2.0,
 pretrained,chargoddard/Yi-34B-Llama,bfloat16,70.95,54.0,34.39,other,llama
 pretrained,chargoddard/internlm2-20b-llama,float16,70.66,17.0,19.86,other,llama
 pretrained,freeCS-dot-org/ThetaWave-7B-v0.1,float16,70.49,0.0,7.24,apache-2.0,
-pretrained,internlm/internlm2-20b,float16,69.75,34.0,20.0,other,internlm2
+pretrained,internlm/internlm2-20b,float16,69.75,35.0,20.0,other,internlm2
 pretrained,Weyaxi/Qwen-72B-Llama,bfloat16,69.53,11.0,72.29,other,llama
-pretrained,01-ai/Yi-34B,bfloat16,69.42,1218.0,34.39,other,llama
-pretrained,deepseek-ai/deepseek-llm-67b-base,bfloat16,69.38,99.0,67.0,other,llama
+pretrained,01-ai/Yi-34B,bfloat16,69.42,1219.0,34.39,other,llama
+pretrained,deepseek-ai/deepseek-llm-67b-base,bfloat16,69.38,100.0,67.0,other,llama
 pretrained,freecs/ThetaWave-7B,bfloat16,69.35,0.0,7.24,?,
 pretrained,liminerity/Blurstral-7b-slerp,bfloat16,69.08,1.0,7.24,apache-2.0,mistral
 pretrained,cloudyu/Mixtral_7Bx4_MOE_24B,float16,68.85,9.0,24.15,cc-by-nc-4.0,mixtral
-pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1446.0,46.7,apache-2.0,mixtral
-pretrained,meta-llama/Llama-2-70b-hf,float16,67.87,781.0,68.98,,llama
-pretrained,tiiuae/falcon-180B,8bit,67.85,1065.0,179.52,unknown,falcon
+pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1454.0,46.7,apache-2.0,mixtral
+pretrained,meta-llama/Llama-2-70b-hf,float16,67.87,784.0,68.98,,llama
+pretrained,tiiuae/falcon-180B,8bit,67.85,1067.0,179.52,unknown,falcon
 pretrained,ldahee/SLAL-0.1,bfloat16,67.83,0.0,26.1,apache-2.0,
 pretrained,liminerity/Blur-7b-v1.2,bfloat16,67.74,1.0,7.24,apache-2.0,mistral
 pretrained,freecs/ThetaWave-7B-v0.2,float16,67.38,0.0,7.24,apache-2.0,
-pretrained,macadeliccc/laser-dolphin-mixtral-2x7b-dpo,bfloat16,67.16,45.0,12.88,apache-2.0,mixtral
+pretrained,macadeliccc/laser-dolphin-mixtral-2x7b-dpo,bfloat16,67.16,46.0,12.88,apache-2.0,mixtral
 pretrained,macadeliccc/polyglot-math-4x7b,float16,66.84,0.0,24.15,apache-2.0,mixtral
 pretrained,Qwen/Qwen2-beta-14B,bfloat16,66.7,0.0,14.17,other,qwen2
-pretrained,Qwen/Qwen1.5-14B,bfloat16,66.7,21.0,14.17,other,qwen2
+pretrained,Qwen/Qwen1.5-14B,bfloat16,66.7,22.0,14.17,other,qwen2
 pretrained,HIT-SCIR/Chinese-Mixtral-8x7B,bfloat16,66.69,42.0,46.91,apache-2.0,mixtral
-pretrained,upstage/SOLAR-10.7B-v1.0,float16,66.04,211.0,10.73,apache-2.0,llama
+pretrained,upstage/SOLAR-10.7B-v1.0,float16,66.04,214.0,10.73,apache-2.0,llama
 pretrained,liminerity/Blured-Ties-7B,bfloat16,65.92,0.0,7.24,apache-2.0,mistral
 pretrained,Qwen/Qwen-14B,float16,65.86,195.0,14.17,,qwen
-pretrained,Replete-AI/Mistral-Evolved-11b-v0.1,float16,65.8,25.0,11.17,apache-2.0,mistral
+pretrained,Replete-AI/Mistral-Evolved-11b-v0.1,float16,65.8,28.0,11.17,apache-2.0,mistral
 pretrained,AIGeekLabs/radiantloom-mixtral-8x7b-fusion,float16,65.24,0.0,46.7,?,mixtral
 pretrained,KnutJaegersberg/internlm-20b-llama,float16,65.09,0.0,20.0,other,llama
 pretrained,yanolja/KoSOLAR-10.7B-v0.3,bfloat16,64.76,0.0,10.8,apache-2.0,llama
 pretrained,yanolja/KoSOLAR-10.7B-v0.2,bfloat16,64.2,27.0,10.7,apache-2.0,llama
-pretrained,google/gemma-7b,bfloat16,63.75,2630.0,8.54,other,gemma
+pretrained,google/gemma-7b,bfloat16,63.75,2658.0,8.54,other,gemma
 pretrained,TigerResearch/tigerbot-70b-base,float16,63.71,0.0,68.95,?,llama
 pretrained,KnutJaegersberg/Qwen-14B-Llamafied,float16,63.09,5.0,14.0,other,llama
 pretrained,tourist800/Marcoro14-7B-slerp,float16,63.08,0.0,7.24,apache-2.0,mistral
 pretrained,huggyllama/llama-65b,float16,62.79,69.0,65.29,other,llama
-pretrained,intervitens/internlm2-base-20b-llama,bfloat16,62.69,0.0,19.86,other,llama
 pretrained,chargoddard/internlm2-base-20b-llama,float16,62.69,3.0,19.86,other,llama
+pretrained,intervitens/internlm2-base-20b-llama,bfloat16,62.69,0.0,19.86,other,llama
 pretrained,gmonsoon/delta-4b-orange,bfloat16,62.23,0.0,4.67,apache-2.0,phi
+pretrained,IDEA-CCNL/Ziya2-13B-Base,float16,62.04,13.0,13.0,apache-2.0,llama
 pretrained,Qwen/Qwen1.5-7B,bfloat16,61.76,20.0,7.72,other,qwen2
-pretrained,amu/spin-phi2,float16,61.68,5.0,2.78,apache-2.0,phi
+pretrained,amu/spin-phi2,float16,61.68,7.0,2.78,apache-2.0,phi
 pretrained,Deci/DeciLM-7B,float16,61.55,214.0,7.04,apache-2.0,deci
-pretrained,microsoft/phi-2,float16,61.33,2987.0,2.78,mit,phi
+pretrained,microsoft/phi-2,float16,61.33,2995.0,2.78,mit,phi
 pretrained,huggingface/llama-65b,float16,61.19,0.0,65.29,other,llama
 pretrained,TencentARC/Mistral_Pro_8B_v0.1,float16,61.06,62.0,8.99,apache-2.0,mistral
 pretrained,gmonsoon/Delta-4B-Base,bfloat16,61.04,0.0,4.67,apache-2.0,phi
-pretrained,mistralai/Mistral-7B-v0.1,float16,60.97,3023.0,7.24,apache-2.0,mistral
+pretrained,mistralai/Mistral-7B-v0.1,float16,60.97,3035.0,7.24,apache-2.0,mistral
 pretrained,andysalerno/mistral-sft-v3,bfloat16,60.93,3.0,7.24,apache-2.0,mistral
 pretrained,awnr/Mistral-7B-v0.1-half-naive-A,float16,60.79,0.0,7.24,apache-2.0,mistral
 pretrained,duoqi/Nanbeige-16B-Base-Llama,bfloat16,60.7,3.0,15.83,apache-2.0,llama
-pretrained,unsloth/mistral-7b-v0.2,bfloat16,60.34,13.0,7.24,apache-2.0,mistral
-pretrained,codellama/CodeLlama-70b-Instruct-hf,bfloat16,59.98,187.0,68.98,llama2,llama
+pretrained,unsloth/mistral-7b-v0.2,bfloat16,60.34,14.0,7.24,apache-2.0,mistral
+pretrained,codellama/CodeLlama-70b-Instruct-hf,bfloat16,59.98,188.0,68.98,llama2,llama
 pretrained,internlm/internlm-20b,float16,59.55,72.0,20.0,apache-2.0,internlm
 pretrained,Qwen/Qwen-7B,float16,59.19,336.0,7.72,other,qwen
 pretrained,codellama/CodeLlama-70b-hf,bfloat16,58.93,289.0,68.98,llama2,llama
@@ -71,69 +72,70 @@ pretrained,hfl/chinese-mixtral,float16,58.57,3.0,46.7,apache-2.0,mixtral
 pretrained,ZySec-AI/ZySec-7B,float16,58.41,24.0,7.24,apache-2.0,mistral
 pretrained,Cartinoe5930/iDUS-8layers,float16,58.38,0.0,10.73,?,llama
 pretrained,Cartinoe5930/SOLAR-DUS-implement,float16,58.1,0.0,10.73,apache-2.0,llama
-pretrained,tiiuae/falcon-40b,float16,58.07,2390.0,40.0,apache-2.0,falcon
-pretrained,scb10x/typhoon-7b,float16,58.05,69.0,7.0,apache-2.0,mistral
-pretrained,codellama/CodeLlama-70b-Python-hf,bfloat16,58.0,99.0,68.98,llama2,llama
+pretrained,tiiuae/falcon-40b,float16,58.07,2392.0,40.0,apache-2.0,falcon
+pretrained,scb10x/typhoon-7b,float16,58.05,70.0,7.0,apache-2.0,mistral
+pretrained,codellama/CodeLlama-70b-Python-hf,bfloat16,58.0,101.0,68.98,llama2,llama
 pretrained,gordicaleksa/YugoGPT,bfloat16,57.35,23.0,7.24,apache-2.0,mistral
-pretrained,Qwen/Qwen1.5-4B,bfloat16,57.05,16.0,3.95,other,qwen2
+pretrained,Qwen/Qwen1.5-4B,bfloat16,57.05,17.0,3.95,other,qwen2
 pretrained,huggingface/llama-30b,float16,56.94,0.0,32.53,other,llama
 pretrained,hon9kon9ize/CantoneseLLM-6B-preview202402,bfloat16,56.93,6.0,6.06,other,llama
 pretrained,01-ai/Yi-6B-200K,float16,56.69,165.0,6.06,other,llama
+pretrained,Qwen/Qwen1.5-MoE-A2.7B,float16,56.03,70.0,14.32,other,
 pretrained,yanolja/EEVE-Korean-2.8B-v1.0,bfloat16,55.9,4.0,2.82,apache-2.0,phi
-pretrained,meta-llama/Llama-2-13b-hf,float16,55.69,520.0,13.02,,llama
+pretrained,meta-llama/Llama-2-13b-hf,float16,55.69,522.0,13.02,,llama
 pretrained,Abhaykoul/HelpingAI-3B,float16,55.59,0.0,2.8,mit,
 pretrained,codellama/CodeLlama-34b-hf,float16,55.28,160.0,33.74,llama2,llama
-pretrained,Qwen/Qwen1.5-7B-Chat,bfloat16,55.13,97.0,7.72,other,qwen2
+pretrained,Qwen/Qwen1.5-7B-Chat,bfloat16,55.13,98.0,7.72,other,qwen2
 pretrained,aihub-app/ZySec-8B-v2,float16,54.63,0.0,8.54,other,
 pretrained,ZySec-AI/ZySec-7B-v2,float16,54.63,0.0,8.54,other,
 pretrained,BAAI/Aquila2-34B,bfloat16,54.5,17.0,34.0,other,llama
 pretrained,gmonsoon/Delta-4B-notso-base,bfloat16,54.23,0.0,4.67,apache-2.0,phi
-pretrained,01-ai/Yi-6B,float16,54.08,353.0,6.06,other,llama
+pretrained,01-ai/Yi-6B,float16,54.08,354.0,6.06,other,llama
 pretrained,sail/Sailor-7B,float16,53.82,21.0,7.72,apache-2.0,qwen2
 pretrained,TheBloke/Llama-2-13B-fp16,float16,53.67,57.0,13.0,,llama
 pretrained,chargoddard/internlm2-base-7b-llama,bfloat16,53.62,1.0,7.74,other,llama
 pretrained,TigerResearch/tigerbot-13b-base,bfloat16,53.42,0.0,13.0,?,llama
 pretrained,liminerity/mm4-3b,float16,53.22,3.0,3.0,apache-2.0,llama
 pretrained,mosaicml/mpt-30b,float16,52.77,335.0,30.0,apache-2.0,mpt
-pretrained,nnethercott/llava-v1.5-7b-hf-vicuna,float16,52.28,0.0,6.74,llama2,llama
 pretrained,nnethercott/llava-v1.5-7b_vicuna,float16,52.28,0.0,6.74,llama2,llama
+pretrained,nnethercott/llava-v1.5-7b-hf-vicuna,float16,52.28,0.0,6.74,llama2,llama
 pretrained,augmxnt/shisa-base-7b-v1,bfloat16,51.64,13.0,7.96,apache-2.0,mistral
 pretrained,huggingface/llama-13b,float16,51.36,0.0,13.02,other,llama
 pretrained,huggyllama/llama-13b,float16,51.33,130.0,13.02,other,llama
 pretrained,leonarad/hope_for,float16,51.3,0.0,46.7,unknown,
 pretrained,leonarad/hope_for_7b_1.0v,float16,51.16,0.0,7.24,?,
 pretrained,chargoddard/llama-2-26b-trenchcoat-stack,float16,51.13,2.0,25.7,llama2,llama
+pretrained,deepseek-ai/deepseek-moe-16b-base,float16,51.07,68.0,16.38,other,deepseek
 pretrained,Wanfq/FuseLLM-7B,bfloat16,51.07,18.0,7.0,apache-2.0,llama
-pretrained,deepseek-ai/deepseek-moe-16b-base,float16,51.07,67.0,16.38,other,deepseek
-pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1246.0,6.74,,llama
+pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1252.0,6.74,,llama
 pretrained,vishesht27/22-Neuro_Model,bfloat16,50.23,0.0,7.24,?,mistral
 pretrained,leonarad/hope_for_7b_1.1v,float16,50.19,0.0,7.24,unknown,
 pretrained,cognitivecomputations/yayi2-30b-llama,float16,48.46,22.0,30.4,other,llama
 pretrained,itsliupeng/openllama-7b-icl,bfloat16,47.93,3.0,7.0,apache-2.0,llama
-pretrained,microsoft/phi-1_5,bfloat16,47.69,1245.0,1.5,mit,phi
+pretrained,microsoft/phi-1_5,bfloat16,47.69,1247.0,1.5,mit,phi
 pretrained,golaxy/gowizardlm,float16,47.64,0.0,0.0,apache-2.0,llama
 pretrained,openlm-research/open_llama_13b,float16,47.26,452.0,13.0,apache-2.0,llama
 pretrained,mosaicml/mpt-7b-8k,float16,47.24,25.0,7.0,apache-2.0,mpt
 pretrained,itsliupeng/openllama-7b-base,bfloat16,47.09,6.0,7.0,apache-2.0,llama
 pretrained,stabilityai/stablelm-3b-4e1t,float16,46.58,303.0,2.8,cc-by-sa-4.0,stablelm
-pretrained,Qwen/Qwen1.5-1.8B,bfloat16,46.55,15.0,1.84,other,qwen2
-pretrained,google/gemma-2b,float16,46.37,597.0,2.51,other,gemma
+pretrained,Qwen/Qwen1.5-1.8B,bfloat16,46.55,19.0,1.84,other,qwen2
+pretrained,google/gemma-2b,float16,46.37,606.0,2.51,other,gemma
 pretrained,stabilityai/stablelm-base-alpha-7b-v2,float16,46.18,47.0,6.89,cc-by-sa-4.0,stablelm_alpha
-pretrained,bigscience/bloom,float16,46.07,4491.0,176.25,bigscience-bloom-rail-1.0,bloom
+pretrained,bigscience/bloom,float16,46.07,4498.0,176.25,bigscience-bloom-rail-1.0,bloom
 pretrained,nxn1231/yi6,bfloat16,45.82,0.0,6.06,mit,llama
 pretrained,huggingface/llama-7b,float16,45.65,0.0,6.74,other,llama
 pretrained,DevaMalla/llama-base-7b,float16,45.62,0.0,6.61,?,llama
-pretrained,stabilityai/stablelm-2-1_6b,bfloat16,45.25,144.0,1.64,other,stablelm
+pretrained,stabilityai/stablelm-2-1_6b,bfloat16,45.25,147.0,1.64,other,stablelm
 pretrained,abhinand/gemma-2b-tamil,bfloat16,45.13,0.0,2.51,other,gemma
 pretrained,KnutJaegersberg/Qwen-1_8B-Llamafied,float16,44.75,16.0,1.84,other,llama
 pretrained,freecs/ThetaWave-14B-v0.1,float16,44.54,0.0,14.22,apache-2.0,
 pretrained,mosaicml/mpt-7b,float16,44.28,1134.0,7.0,apache-2.0,mpt
 pretrained,openlm-research/open_llama_7b_v2,float16,44.26,108.0,7.0,apache-2.0,llama
 pretrained,sail/Sailor-4B,float16,44.19,4.0,3.95,apache-2.0,qwen2
-pretrained,tiiuae/falcon-7b,float16,44.17,1016.0,7.0,apache-2.0,falcon
+pretrained,tiiuae/falcon-7b,float16,44.17,1017.0,7.0,apache-2.0,falcon
 pretrained,AI-Sweden-Models/gpt-sw3-40b,float16,43.42,6.0,39.93,other,gpt2
+pretrained,codellama/CodeLlama-13b-hf,float16,43.35,89.0,13.02,llama2,llama
 pretrained,qnguyen3/quan-1.8b-base,bfloat16,43.35,2.0,1.8,other,llama
-pretrained,codellama/CodeLlama-13b-hf,float16,43.35,87.0,13.02,llama2,llama
 pretrained,facebook/opt-66b,float16,42.78,174.0,66.0,other,opt
 pretrained,Salesforce/codegen-16B-nl,float16,42.59,18.0,16.0,bsd-3-clause,codegen
 pretrained,openlm-research/open_llama_7b,float16,42.31,122.0,7.0,apache-2.0,llama
@@ -148,21 +150,21 @@ pretrained,togethercomputer/RedPajama-INCITE-Base-7B-v0.1,float16,41.25,0.0,6.65
 pretrained,LLM360/Amber,float16,40.97,59.0,0.0,apache-2.0,llama
 pretrained,AI-Sweden-Models/gpt-sw3-20b,bfloat16,40.71,2.0,20.92,other,gpt2
 pretrained,freecs/ThetaWave-28B-v0.1,float16,40.4,0.0,28.18,apache-2.0,
-pretrained,openlm-research/open_llama_3b_v2,float16,40.28,114.0,3.0,apache-2.0,llama
+pretrained,openlm-research/open_llama_3b_v2,float16,40.28,115.0,3.0,apache-2.0,llama
 pretrained,EleutherAI/gpt-j-6b,float16,40.1,1362.0,6.0,apache-2.0,gptj
 pretrained,facebook/opt-13b,float16,40.06,62.0,13.0,other,opt
 pretrained,Salesforce/codegen-6B-nl,float16,40.0,4.0,6.0,bsd-3-clause,codegen
 pretrained,KnutJaegersberg/Nanbeige-16B-Base-32K-llama,float16,39.99,0.0,15.83,?,
 pretrained,RWKV/rwkv-4-14b-pile,float16,39.92,3.0,14.0,,rwkv
-pretrained,codellama/CodeLlama-7b-hf,4bit,39.81,270.0,6.74,llama2,llama
+pretrained,codellama/CodeLlama-7b-hf,4bit,39.81,275.0,6.74,llama2,llama
 pretrained,EleutherAI/pythia-12b-deduped,float16,39.7,50.0,12.0,apache-2.0,gpt_neox
 pretrained,AI-Sweden-Models/gpt-sw3-6.7b-v2,bfloat16,39.49,2.0,7.11,other,gpt2
 pretrained,EleutherAI/pythia-6.9b-deduped,float16,39.3,7.0,6.9,apache-2.0,gpt_neox
-pretrained,bigscience/bloom-7b1,float16,39.18,175.0,7.07,bigscience-bloom-rail-1.0,bloom
-pretrained,h2oai/h2o-danube-1.8b-base,bfloat16,39.12,36.0,1.83,apache-2.0,mistral
+pretrained,bigscience/bloom-7b1,float16,39.18,176.0,7.07,bigscience-bloom-rail-1.0,bloom
+pretrained,h2oai/h2o-danube-1.8b-base,bfloat16,39.12,39.0,1.83,apache-2.0,mistral
 pretrained,facebook/opt-6.7b,float16,39.08,94.0,6.7,other,opt
-pretrained,EleutherAI/pythia-12b,float16,38.82,126.0,12.0,apache-2.0,gpt_neox
-pretrained,Qwen/Qwen1.5-0.5B,bfloat16,38.62,83.0,0.62,other,qwen2
+pretrained,EleutherAI/pythia-12b,float16,38.82,128.0,12.0,apache-2.0,gpt_neox
+pretrained,Qwen/Qwen1.5-0.5B,bfloat16,38.62,88.0,0.62,other,qwen2
 pretrained,matsuo-lab/weblab-10b,float16,38.59,60.0,10.0,cc-by-nc-4.0,gpt_neox
 pretrained,togethercomputer/RedPajama-INCITE-Base-3B-v1,float16,38.54,87.0,3.0,apache-2.0,gpt_neox
 pretrained,openlm-research/open_llama_3b,float16,38.26,140.0,3.0,apache-2.0,llama
@@ -177,7 +179,7 @@ pretrained,Dampish/StellarX-4B-V0,float16,37.31,1.0,4.0,cc-by-nc-sa-4.0,gpt_neox
 pretrained,AI-Sweden-Models/gpt-sw3-6.7b,bfloat16,37.23,0.0,7.11,other,gpt2
 pretrained,EleutherAI/pythia-2.7b,float16,37.09,0.0,2.91,?,gpt_neox
 pretrained,tiiuae/falcon-rw-1b,float16,37.07,95.0,1.0,apache-2.0,falcon
-pretrained,facebook/opt-2.7b,float16,36.74,72.0,2.7,other,opt
+pretrained,facebook/opt-2.7b,float16,36.74,73.0,2.7,other,opt
 pretrained,EleutherAI/pythia-2.8b-deduped,float16,36.72,13.0,2.91,apache-2.0,gpt_neox
 pretrained,sail/Sailor-1.8B,float16,36.59,6.0,1.84,apache-2.0,qwen2
 pretrained,TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T,float16,36.42,125.0,1.1,apache-2.0,llama
@@ -185,8 +187,8 @@ pretrained,facebook/xglm-7.5B,float16,36.38,54.0,7.5,mit,xglm
 pretrained,cerebras/Cerebras-GPT-6.7B,float16,36.27,64.0,6.7,apache-2.0,gpt2
 pretrained,EleutherAI/gpt-neo-2.7B,float16,36.2,384.0,2.72,mit,gpt_neo
 pretrained,Dampish/StellarX-4B-V0.2,float16,36.15,2.0,4.0,cc-by-nc-sa-4.0,gpt_neox
-pretrained,bigscience/bloom-3b,float16,36.07,82.0,3.0,bigscience-bloom-rail-1.0,bloom
-pretrained,bigcode/starcoder,bfloat16,35.73,2683.0,0.0,bigcode-openrail-m,gpt_bigcode
+pretrained,bigscience/bloom-3b,float16,36.07,83.0,3.0,bigscience-bloom-rail-1.0,bloom
+pretrained,bigcode/starcoder,bfloat16,35.73,2684.0,0.0,bigcode-openrail-m,gpt_bigcode
 pretrained,Dans-DiscountModels/ShearedLlama-1.3b-FFT-Test1,bfloat16,35.71,1.0,1.3,apache-2.0,llama
 pretrained,freecs/Llama-3-7b,float16,35.6,0.0,6.91,?,
 pretrained,freecs/Tiny-Llama-3-7b,float16,35.6,0.0,6.91,?,
@@ -198,12 +200,12 @@ pretrained,bn22/tinyllama_frankenmerge,float16,34.64,0.0,1.54,apache-2.0,llama
 pretrained,EleutherAI/pythia-1.3b,float16,34.46,0.0,1.31,?,gpt_neox
 pretrained,NYTK/PULI-GPTrio,float16,34.42,11.0,0.0,cc-by-nc-4.0,gpt_neox
 pretrained,gpt2-xl,float16,34.38,0.0,1.61,mit,gpt2
-pretrained,PY007/TinyLlama-1.1B-intermediate-step-480k-1T,float16,34.37,0.0,1.03,?,llama
 pretrained,stabilityai/stablelm-base-alpha-7b,float16,34.37,210.0,7.0,cc-by-sa-4.0,gpt_neox
+pretrained,PY007/TinyLlama-1.1B-intermediate-step-480k-1T,float16,34.37,0.0,1.03,?,llama
 pretrained,facebook/xglm-4.5B,float16,34.31,20.0,5.08,mit,xglm
 pretrained,AI-Sweden-Models/gpt-sw3-1.3b,bfloat16,34.31,3.0,1.44,apache-2.0,gpt2
 pretrained,croissantllm/CroissantLLMBase,float16,33.99,25.0,0.0,mit,llama
-pretrained,bigcode/starcoderbase-7b,bfloat16,33.75,29.0,7.0,bigcode-openrail-m,gpt_bigcode
+pretrained,bigcode/starcoderbase-7b,bfloat16,33.75,30.0,7.0,bigcode-openrail-m,gpt_bigcode
 pretrained,PY007/TinyLlama-1.1B-intermediate-step-240k-503b,float16,33.72,0.0,1.1,?,llama
 pretrained,EleutherAI/gpt-neo-1.3B,float16,33.58,231.0,1.37,mit,gpt_neo
 pretrained,EleutherAI/polyglot-ko-12.8b,float16,33.33,76.0,13.06,apache-2.0,gpt_neox
@@ -217,7 +219,7 @@ pretrained,Kunhao/pile-7b-250b-tokens,bfloat16,32.44,0.0,7.0,,llama
 pretrained,Salesforce/codegen-6B-multi,float16,32.43,18.0,6.0,bsd-3-clause,codegen
 pretrained,rinna/bilingual-gpt-neox-4b-8k,float16,32.23,25.0,3.95,mit,gpt_neox
 pretrained,rinna/bilingual-gpt-neox-4b,float16,32.14,26.0,3.95,mit,gpt_neox
-pretrained,openai-community/gpt2-large,float16,32.07,212.0,0.81,mit,gpt2
+pretrained,openai-community/gpt2-large,float16,32.07,213.0,0.81,mit,gpt2
 pretrained,PY007/TinyLlama-1.1B-step-50K-105b,float16,31.86,0.0,1.1,?,llama
 pretrained,EleutherAI/pythia-410m,float16,31.55,16.0,0.51,apache-2.0,gpt_neox
 pretrained,stabilityai/stablelm-base-alpha-3b,float16,31.5,83.0,3.0,['cc-by-sa-4.0'],gpt_neox
@@ -234,13 +236,13 @@ pretrained,ahxt/LiteLlama-460M-1T,bfloat16,30.16,152.0,0.46,mit,llama
 pretrained,uukuguy/Orca-2-7b-f16,float16,30.15,0.0,7.0,llama2,llama
 pretrained,bigcode/starcoderbase-1b,bfloat16,30.06,49.0,1.14,bigcode-openrail-m,gpt_bigcode
 pretrained,facebook/opt-350m,float16,30.01,107.0,0.35,other,opt
+pretrained,JackFram/llama-160m,float16,29.55,13.0,0.16,apache-2.0,llama
 pretrained,facebook/xglm-564M,float16,29.55,41.0,0.56,mit,xglm
-pretrained,JackFram/llama-160m,float16,29.55,12.0,0.16,apache-2.0,llama
 pretrained,winglian/Llama-2-3b-hf,bfloat16,29.53,4.0,3.0,,llama
 pretrained,Cartinoe5930/iDUS,float16,29.51,0.0,10.73,?,llama
 pretrained,abhinand/mistral7b-test001,float16,29.49,0.0,7.58,?,
 pretrained,codeparrot/codeparrot,float16,29.48,96.0,0.0,,gpt2
-pretrained,EleutherAI/gpt-neo-125m,float16,29.47,157.0,0.15,mit,gpt_neo
+pretrained,EleutherAI/gpt-neo-125m,float16,29.47,158.0,0.15,mit,gpt_neo
 pretrained,BEE-spoke-data/smol_llama-220M-GQA,bfloat16,29.44,9.0,0.22,apache-2.0,llama
 pretrained,bigcode/tiny_starcoder_py,float16,29.41,66.0,0.16,bigcode-openrail-m,gpt_bigcode
 pretrained,princeton-nlp/Sheared-Pythia-160m,float16,29.41,3.0,0.16,apache-2.0,gpt_neox
@@ -252,49 +254,49 @@ pretrained,yyjjtt/test-model,float16,29.31,0.0,0.0,llama2,llama
 pretrained,bit-dny/MindLLM,float16,29.28,0.0,0.0,apache-2.0,gpt_neo
 pretrained,BEE-spoke-data/NanoLlama-GQA-L10-A32_KV8-v13-KI,bfloat16,29.23,0.0,0.22,apache-2.0,llama
 pretrained,crumb/nano-mistral,bfloat16,29.2,1.0,0.17,apache-2.0,mistral
-pretrained,facebook/opt-125m,float16,29.15,107.0,0.12,other,opt
-pretrained,Dans-DiscountModels/TinyMistral-v2.5-MiniPile-Guidelines-E1,float16,29.15,3.0,0.0,apache-2.0,mistral
+pretrained,Dans-DiscountModels/TinyMistral-v2.5-MiniPile-Guidelines-E1,float16,29.15,2.0,0.0,apache-2.0,mistral
+pretrained,facebook/opt-125m,float16,29.15,109.0,0.12,other,opt
 pretrained,pszemraj/pythia-31m-KI_v1-2048-scratch,bfloat16,29.15,0.0,0.03,apache-2.0,gpt_neox
 pretrained,roneneldan/TinyStories-1M,float16,29.14,28.0,0.0,,gpt_neo
 pretrained,TurkuNLP/gpt3-finnish-large,float16,29.11,4.0,0.0,apache-2.0,bloom
 pretrained,KnutJaegersberg/internlm-20b-llamafied,float16,29.08,0.0,19.56,?,
 pretrained,OEvortex/HelpingAI-110M,float16,29.05,2.0,0.11,other,llama
 pretrained,EleutherAI/pythia-160m,float16,29.02,18.0,0.21,apache-2.0,gpt_neox
-pretrained,crumb/model-a-48.5m,bfloat16,28.98,1.0,0.05,apache-2.0,mistral
 pretrained,chargoddard/SmolLlamix-8x101M,bfloat16,28.98,11.0,0.4,apache-2.0,mixtral
-pretrained,BEE-spoke-data/smol_llama-101M-GQA,bfloat16,28.97,18.0,0.1,apache-2.0,llama
+pretrained,crumb/model-a-48.5m,bfloat16,28.98,1.0,0.05,apache-2.0,mistral
+pretrained,BEE-spoke-data/smol_llama-101M-GQA,bfloat16,28.97,19.0,0.1,apache-2.0,llama
 pretrained,xformAI/opt-125m-gqa-ub-6-best-for-KV-cache,float16,28.93,0.0,0.12,mit,opt
 pretrained,EleutherAI/pythia-70m,float16,28.93,38.0,0.1,apache-2.0,gpt_neox
-pretrained,Felladrin/Minueza-32M-Base,float16,28.92,7.0,0.03,apache-2.0,mistral
 pretrained,vilm/Mixsmol-4x400M-v0.1-epoch2,bfloat16,28.92,5.0,1.77,apache-2.0,mixtral
+pretrained,Felladrin/Minueza-32M-Base,float16,28.92,7.0,0.03,apache-2.0,mistral
 pretrained,cyberagent/open-calm-large,float16,28.88,9.0,0.0,cc-by-sa-4.0,gpt_neox
 pretrained,pszemraj/pythia-31m-goodwiki-deduped-2048-scratch,bfloat16,28.85,1.0,0.03,apache-2.0,gpt_neox
 pretrained,saarvajanik/facebook-opt-6.7b-gqa-ub-16-best-for-KV-cache,float16,28.84,0.0,6.7,mit,opt
 pretrained,ethzanalytics/pythia-31m,float16,28.81,0.0,0.03,apache-2.0,gpt_neox
 pretrained,Locutusque/TinyMistral-248M-v2,float16,28.78,14.0,0.25,apache-2.0,mistral
 pretrained,BEE-spoke-data/verysmol_llama-v11-KIx2,float16,28.7,3.0,0.06,apache-2.0,llama
-pretrained,xformAI/facebook-opt-125m-qcqa-ub-6-best-for-KV-cache,float16,28.66,0.0,0.12,mit,opt
 pretrained,kenhktsui/nano-phi-115M-v0.1,float16,28.66,3.0,0.12,mit,phi
+pretrained,xformAI/facebook-opt-125m-qcqa-ub-6-best-for-KV-cache,float16,28.66,0.0,0.12,mit,opt
 pretrained,RWKV/rwkv-4-169m-pile,float16,28.64,7.0,0.17,,rwkv
 pretrained,pszemraj/pythia-31m-simplewiki-scratch-bf16,bfloat16,28.61,0.0,0.03,apache-2.0,gpt_neox
 pretrained,pszemraj/pythia-31m-simplepile-lite-2048-scratch-2e,bfloat16,28.6,0.0,0.03,apache-2.0,gpt_neox
 pretrained,saarvajanik/facebook-opt-6.7b-qcqa-ub-16-best-for-KV-cache,float16,28.58,0.0,6.7,mit,opt
-pretrained,openai-community/gpt2,float16,28.53,1766.0,0.14,mit,gpt2
 pretrained,gpt2,float16,28.53,0.0,0.14,mit,gpt2
+pretrained,openai-community/gpt2,float16,28.53,1776.0,0.14,mit,gpt2
 pretrained,bigcode/gpt_bigcode-santacoder,float16,28.49,23.0,1.12,openrail,gpt_bigcode
 pretrained,BEE-spoke-data/Mixtral-GQA-400m-v2,bfloat16,28.45,1.0,2.01,apache-2.0,mixtral
-pretrained,AI-Sweden-Models/gpt-sw3-126m,float16,28.45,0.0,0.19,other,gpt2
 pretrained,Cheng98/llama-39m,float16,28.45,0.0,0.04,llama2,llama
+pretrained,AI-Sweden-Models/gpt-sw3-126m,float16,28.45,0.0,0.19,other,gpt2
+pretrained,EleutherAI/pythia-70m-deduped,float16,28.44,22.0,0.1,apache-2.0,gpt_neox
 pretrained,roneneldan/TinyStories-28M,float16,28.44,7.0,0.03,,gpt_neo
-pretrained,EleutherAI/pythia-70m-deduped,float16,28.44,21.0,0.1,apache-2.0,gpt_neox
 pretrained,budecosystem/boomer-1b,float16,28.44,3.0,1.0,apache-2.0,llama
 pretrained,Dans-DiscountModels/TinyMistral-v2-Test1,float16,28.42,1.0,0.0,apache-2.0,mistral
 pretrained,roneneldan/TinyStories-33M,float16,28.41,79.0,0.03,,gpt_neo
 pretrained,SaylorTwift/gpt2_test,float16,28.4,0.0,0.14,mit,gpt2
 pretrained,xformAI/facebook-opt-125m-qcqa-ub-6-best-for-q-loss,float16,28.37,0.0,0.12,mit,opt
 pretrained,roneneldan/TinyStories-8M,float16,28.31,4.0,0.01,,gpt_neo
-pretrained,instructkr/ko-wand-136M,bfloat16,28.29,1.0,0.14,['apache-2.0'],mistral
 pretrained,Locutusque/TinyMistral-248M-v2.5,float16,28.29,22.0,0.25,apache-2.0,mistral
+pretrained,instructkr/ko-wand-136M,bfloat16,28.29,1.0,0.14,['apache-2.0'],mistral
 pretrained,pszemraj/pythia-31m-simplewiki-2048,bfloat16,28.27,1.0,0.03,apache-2.0,gpt_neox
 pretrained,saarvajanik/facebook-opt-6.7b-qcqa-ub-16-best-for-q-loss,float16,28.25,0.0,6.7,mit,opt
 pretrained,beomi/KoRWKV-6B,float16,28.19,2.0,6.53,mit,rwkv
@@ -303,7 +305,7 @@ pretrained,BEE-spoke-data/smol_llama-81M-tied,bfloat16,28.17,4.0,0.08,apache-2.0
 pretrained,TurkuNLP/gpt3-finnish-small,float16,27.95,9.0,0.0,apache-2.0,bloom
 pretrained,cerebras/Cerebras-GPT-111M,float16,27.75,71.0,0.11,apache-2.0,gpt2
 pretrained,Locutusque/TinyMistral-248m,float16,27.73,0.0,0.25,?,mistral
-pretrained,ai-forever/mGPT,float16,27.61,218.0,0.0,apache-2.0,gpt2
+pretrained,ai-forever/mGPT,float16,27.61,219.0,0.0,apache-2.0,gpt2
 pretrained,FabbriSimo01/Facebook_opt_1.3b_Quantized,float16,21.78,0.0,1.3,mit,opt
 pretrained,team-lucid/mptk-1b,float16,20.76,1.0,1.31,apache-2.0,mpt
 pretrained,wtang06/mpt-125m-c4,float16,20.07,1.0,0.12,apache-2.0,mpt