Update open models list

open-llm.csv

@@ -4,29 +4,29 @@ 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,bfloat16,73.6,314.0,72.29,other,qwen
+pretrained,Qwen/Qwen-72B,bfloat16,73.6,317.0,72.29,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,bfloat16,73.0,1.0,7.24,mit,mistral
-pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,49.0,72.29,other,qwen2
 pretrained,Qwen/Qwen2-beta-72B,bfloat16,72.91,0.0,72.29,other,qwen2
+pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,50.0,72.29,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
-pretrained,databricks/dbrx-base,bfloat16,71.9,498.0,131.6,other,
+pretrained,rishiraj/CatPPT-base,float16,72.25,42.0,7.24,apache-2.0,mistral
+pretrained,databricks/dbrx-base,bfloat16,71.9,507.0,131.6,other,
 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,float16,70.66,18.0,19.86,other,llama
 pretrained,freeCS-dot-org/ThetaWave-7B-v0.1,float16,70.49,0.0,7.24,apache-2.0,
-pretrained,Qwen/Qwen1.5-32B,float16,70.47,46.0,32.51,other,qwen2
-pretrained,internlm/internlm2-20b,float16,69.75,40.0,20.0,other,internlm2
+pretrained,Qwen/Qwen1.5-32B,float16,70.47,54.0,32.51,other,qwen2
+pretrained,internlm/internlm2-20b,float16,69.75,41.0,20.0,other,internlm2
 pretrained,Weyaxi/Qwen-72B-Llama,bfloat16,69.53,11.0,72.29,other,llama
 pretrained,01-ai/Yi-34B,bfloat16,69.42,1227.0,34.39,other,llama
 pretrained,deepseek-ai/deepseek-llm-67b-base,bfloat16,69.38,99.0,67.0,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,float16,68.85,10.0,24.15,cc-by-nc-4.0,mixtral
-pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1474.0,46.7,apache-2.0,mixtral
+pretrained,cloudyu/Mixtral_7Bx4_MOE_24B,float16,68.85,11.0,24.15,cc-by-nc-4.0,mixtral
+pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1476.0,46.7,apache-2.0,mixtral
 pretrained,meta-llama/Llama-2-70b-hf,float16,67.87,789.0,68.98,,llama
 pretrained,tiiuae/falcon-180B,8bit,67.85,1079.0,179.52,unknown,falcon
 pretrained,ldahee/SLAL-0.1,bfloat16,67.83,0.0,26.1,apache-2.0,
@@ -34,10 +34,10 @@ 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,bfloat16,67.16,46.0,12.88,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,bfloat16,66.7,27.0,14.17,other,qwen2
+pretrained,Qwen/Qwen2-beta-14B,bfloat16,66.7,0.0,14.17,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,float16,66.04,220.0,10.73,apache-2.0,llama
+pretrained,upstage/SOLAR-10.7B-v1.0,float16,66.04,222.0,10.73,apache-2.0,llama
 pretrained,liminerity/Blured-Ties-7B,bfloat16,65.92,0.0,7.24,apache-2.0,mistral
 pretrained,Qwen/Qwen-14B,float16,65.86,196.0,14.17,,qwen
 pretrained,Replete-AI/Mistral-Evolved-11b-v0.1,float16,65.8,29.0,11.17,apache-2.0,mistral
@@ -45,7 +45,7 @@ pretrained,AIGeekLabs/radiantloom-mixtral-8x7b-fusion,float16,65.24,0.0,46.7,?,m
 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,bfloat16,64.2,28.0,10.7,apache-2.0,llama
-pretrained,google/gemma-7b,bfloat16,63.75,2739.0,8.54,gemma,gemma
+pretrained,google/gemma-7b,bfloat16,63.75,2751.0,8.54,gemma,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
@@ -53,29 +53,29 @@ pretrained,huggyllama/llama-65b,float16,62.79,70.0,65.29,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,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,IDEA-CCNL/Ziya2-13B-Base,float16,62.04,14.0,13.0,apache-2.0,llama
 pretrained,Qwen/Qwen1.5-7B,bfloat16,61.76,25.0,7.72,other,qwen2
 pretrained,amu/spin-phi2,float16,61.68,8.0,2.78,apache-2.0,phi
 pretrained,Deci/DeciLM-7B,float16,61.55,214.0,7.04,apache-2.0,deci
-pretrained,microsoft/phi-2,float16,61.33,3030.0,2.78,mit,phi
+pretrained,microsoft/phi-2,float16,61.33,3036.0,2.78,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,float16,60.97,3069.0,7.24,apache-2.0,mistral
+pretrained,mistralai/Mistral-7B-v0.1,float16,60.97,3073.0,7.24,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,bfloat16,60.34,17.0,7.24,apache-2.0,mistral
 pretrained,codellama/CodeLlama-70b-Instruct-hf,bfloat16,59.98,189.0,68.98,llama2,llama
 pretrained,internlm/internlm-20b,float16,59.55,72.0,20.0,apache-2.0,internlm
-pretrained,Qwen/Qwen-7B,float16,59.19,337.0,7.72,other,qwen
+pretrained,Qwen/Qwen-7B,float16,59.19,338.0,7.72,other,qwen
 pretrained,codellama/CodeLlama-70b-hf,bfloat16,58.93,291.0,68.98,llama2,llama
 pretrained,hfl/chinese-mixtral,float16,58.57,3.0,46.7,apache-2.0,mixtral
 pretrained,ZySec-AI/ZySec-7B,float16,58.41,25.0,7.24,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,float16,58.07,2396.0,40.0,apache-2.0,falcon
-pretrained,scb10x/typhoon-7b,float16,58.05,73.0,7.0,apache-2.0,mistral
+pretrained,scb10x/typhoon-7b,float16,58.05,74.0,7.0,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,bfloat16,57.05,22.0,3.95,other,qwen2
@@ -93,7 +93,7 @@ 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,float16,54.08,356.0,6.06,other,llama
-pretrained,sail/Sailor-7B,float16,53.82,22.0,7.72,apache-2.0,qwen2
+pretrained,sail/Sailor-7B,float16,53.82,23.0,7.72,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
@@ -104,55 +104,55 @@ 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,float16,51.33,132.0,13.02,other,llama
+pretrained,huggyllama/llama-13b,float16,51.33,133.0,13.02,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,Wanfq/FuseLLM-7B,bfloat16,51.07,18.0,7.0,apache-2.0,llama
 pretrained,deepseek-ai/deepseek-moe-16b-base,float16,51.07,68.0,16.38,other,deepseek
-pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1278.0,6.74,,llama
+pretrained,Wanfq/FuseLLM-7B,bfloat16,51.07,18.0,7.0,apache-2.0,llama
+pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1282.0,6.74,,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,bfloat16,47.69,1255.0,1.5,mit,phi
+pretrained,microsoft/phi-1_5,bfloat16,47.69,1256.0,1.5,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,float16,47.24,26.0,7.0,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,float16,46.58,306.0,2.8,cc-by-sa-4.0,stablelm
 pretrained,Qwen/Qwen1.5-1.8B,bfloat16,46.55,25.0,1.84,other,qwen2
-pretrained,google/gemma-2b,float16,46.37,633.0,2.51,gemma,gemma
+pretrained,google/gemma-2b,float16,46.37,638.0,2.51,gemma,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,float16,46.07,4515.0,176.25,bigscience-bloom-rail-1.0,bloom
+pretrained,bigscience/bloom,float16,46.07,4519.0,176.25,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,bfloat16,45.25,153.0,1.64,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,KnutJaegersberg/Qwen-1_8B-Llamafied,float16,44.75,17.0,1.84,other,llama
 pretrained,freecs/ThetaWave-14B-v0.1,float16,44.54,0.0,14.22,apache-2.0,
-pretrained,mosaicml/mpt-7b,float16,44.28,1140.0,7.0,apache-2.0,mpt
+pretrained,mosaicml/mpt-7b,float16,44.28,1142.0,7.0,apache-2.0,mpt
 pretrained,openlm-research/open_llama_7b_v2,float16,44.26,109.0,7.0,apache-2.0,llama
 pretrained,sail/Sailor-4B,float16,44.19,4.0,3.95,apache-2.0,qwen2
-pretrained,tiiuae/falcon-7b,float16,44.17,1020.0,7.0,apache-2.0,falcon
+pretrained,tiiuae/falcon-7b,float16,44.17,1021.0,7.0,apache-2.0,falcon
 pretrained,AI-Sweden-Models/gpt-sw3-40b,float16,43.42,6.0,39.93,other,gpt2
-pretrained,qnguyen3/quan-1.8b-base,bfloat16,43.35,2.0,1.8,other,llama
 pretrained,codellama/CodeLlama-13b-hf,float16,43.35,89.0,13.02,llama2,llama
+pretrained,qnguyen3/quan-1.8b-base,bfloat16,43.35,3.0,1.8,other,llama
 pretrained,bigcode/starcoder2-7b,float16,42.95,129.0,7.17,bigcode-openrail-m,starcoder2
 pretrained,facebook/opt-66b,float16,42.78,175.0,66.0,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
-pretrained,Writer/palmyra-large,float16,42.09,22.0,0.0,apache-2.0,gpt2
 pretrained,RWKV/rwkv-raven-14b,float16,42.09,55.0,14.0,,rwkv
+pretrained,Writer/palmyra-large,float16,42.09,22.0,0.0,apache-2.0,gpt2
 pretrained,facebook/opt-30b,float16,42.0,133.0,30.0,other,opt
-pretrained,EleutherAI/gpt-neox-20b,float16,41.69,490.0,20.74,apache-2.0,gpt_neox
+pretrained,EleutherAI/gpt-neox-20b,float16,41.69,491.0,20.74,apache-2.0,gpt_neox
 pretrained,togethercomputer/RedPajama-INCITE-7B-Base,float16,41.49,93.0,7.0,apache-2.0,gpt_neox
 pretrained,GeneZC/MiniMA-3B,float16,41.44,21.0,3.02,apache-2.0,llama
 pretrained,NucleusAI/nucleus-22B-token-500B,float16,41.33,25.0,21.83,mit,llama
 pretrained,togethercomputer/RedPajama-INCITE-Base-7B-v0.1,float16,41.25,0.0,6.65,?,gpt_neox
 pretrained,LLM360/Amber,float16,40.97,61.0,0.0,apache-2.0,llama
-pretrained,deepseek-ai/deepseek-coder-6.7b-base,bfloat16,40.87,65.0,6.74,other,llama
+pretrained,deepseek-ai/deepseek-coder-6.7b-base,bfloat16,40.87,66.0,6.74,other,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,float16,40.28,121.0,3.0,apache-2.0,llama
@@ -191,13 +191,13 @@ 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,float16,36.42,130.0,1.1,apache-2.0,llama
 pretrained,facebook/xglm-7.5B,float16,36.38,54.0,7.5,mit,xglm
 pretrained,cerebras/Cerebras-GPT-6.7B,float16,36.27,65.0,6.7,apache-2.0,gpt2
-pretrained,EleutherAI/gpt-neo-2.7B,float16,36.2,384.0,2.72,mit,gpt_neo
+pretrained,EleutherAI/gpt-neo-2.7B,float16,36.2,385.0,2.72,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,float16,36.07,84.0,3.0,bigscience-bloom-rail-1.0,bloom
-pretrained,bigcode/starcoder,bfloat16,35.73,2688.0,0.0,bigcode-openrail-m,gpt_bigcode
+pretrained,bigcode/starcoder,bfloat16,35.73,2689.0,0.0,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,?,
+pretrained,freecs/Llama-3-7b,float16,35.6,0.0,6.91,?,
 pretrained,bigcode/starcoderbase,bfloat16,35.55,379.0,0.0,bigcode-openrail-m,gpt_bigcode
 pretrained,RWKV/rwkv-4-3b-pile,float16,35.25,2.0,3.0,,rwkv
 pretrained,Writer/palmyra-base,float16,35.18,40.0,0.0,apache-2.0,gpt2
@@ -207,17 +207,17 @@ pretrained,EleutherAI/pythia-1.3b,float16,34.46,0.0,1.31,?,gpt_neox
 pretrained,croissantllm/CroissantCool-v0.2,bfloat16,34.45,0.0,1.34,mit,llama
 pretrained,NYTK/PULI-GPTrio,float16,34.42,10.0,0.0,cc-by-nc-4.0,gpt_neox
 pretrained,gpt2-xl,float16,34.38,0.0,1.61,mit,gpt2
-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,stabilityai/stablelm-base-alpha-7b,float16,34.37,210.0,7.0,cc-by-sa-4.0,gpt_neox
 pretrained,AI-Sweden-Models/gpt-sw3-1.3b,bfloat16,34.31,3.0,1.44,apache-2.0,gpt2
+pretrained,facebook/xglm-4.5B,float16,34.31,20.0,5.08,mit,xglm
 pretrained,croissantllm/CroissantLLMBase,float16,33.99,25.0,0.0,mit,llama
 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,float16,33.58,233.0,1.37,mit,gpt_neo
 pretrained,EleutherAI/polyglot-ko-12.8b,float16,33.33,78.0,13.06,apache-2.0,gpt_neox
-pretrained,RWKV/rwkv-4-1b5-pile,float16,33.25,6.0,1.0,,rwkv
 pretrained,cerebras/Cerebras-GPT-2.7B,float16,33.25,41.0,2.7,apache-2.0,gpt2
+pretrained,RWKV/rwkv-4-1b5-pile,float16,33.25,6.0,1.0,,rwkv
 pretrained,RaoFoundation/774M-03_09_2024,float16,33.22,0.0,0.77,mit,llama
 pretrained,sail/Sailor-0.5B,float16,33.05,7.0,0.62,apache-2.0,qwen2
 pretrained,TurkuNLP/gpt3-finnish-13B,float16,32.95,12.0,13.0,apache-2.0,bloom
@@ -226,7 +226,7 @@ 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,float16,32.07,215.0,0.81,mit,gpt2
+pretrained,openai-community/gpt2-large,float16,32.07,216.0,0.81,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
@@ -241,10 +241,10 @@ pretrained,yec019/fbopt-350m-8bit,8bit,30.21,0.0,0.33,unknown,opt
 pretrained,ahxt/llama2_xs_460M_experimental,float16,30.17,12.0,0.46,,llama
 pretrained,ahxt/LiteLlama-460M-1T,bfloat16,30.16,153.0,0.46,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,bigcode/starcoderbase-1b,bfloat16,30.06,50.0,1.14,bigcode-openrail-m,gpt_bigcode
 pretrained,facebook/opt-350m,float16,30.01,109.0,0.35,other,opt
 pretrained,0x7o/BulgakovLM-3B,float16,29.72,0.0,2.84,apache-2.0,gptj
-pretrained,facebook/xglm-564M,float16,29.55,42.0,0.56,mit,xglm
+pretrained,facebook/xglm-564M,float16,29.55,43.0,0.56,mit,xglm
 pretrained,JackFram/llama-160m,float16,29.55,14.0,0.16,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
@@ -252,27 +252,26 @@ 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,float16,29.47,159.0,0.15,mit,gpt_neo
 pretrained,BEE-spoke-data/smol_llama-220M-GQA,bfloat16,29.44,9.0,0.22,apache-2.0,llama
-pretrained,princeton-nlp/Sheared-Pythia-160m,float16,29.41,3.0,0.16,apache-2.0,gpt_neox
 pretrained,bigcode/tiny_starcoder_py,float16,29.41,66.0,0.16,bigcode-openrail-m,gpt_bigcode
-pretrained,cerebras/Cerebras-GPT-256M,float16,29.38,23.0,0.26,apache-2.0,gpt2
+pretrained,princeton-nlp/Sheared-Pythia-160m,float16,29.41,3.0,0.16,apache-2.0,gpt_neox
 pretrained,EleutherAI/pythia-160m-deduped,float16,29.38,2.0,0.21,apache-2.0,gpt_neox
-pretrained,Deci/DeciCoder-1b,float16,29.37,245.0,1.11,apache-2.0,llama
-pretrained,CohereForAI/c4ai-command-r-plus,bfloat16,29.36,535.0,103.81,cc-by-nc-4.0,cohere
+pretrained,cerebras/Cerebras-GPT-256M,float16,29.38,23.0,0.26,apache-2.0,gpt2
+pretrained,Deci/DeciCoder-1b,float16,29.37,246.0,1.11,apache-2.0,llama
 pretrained,chargoddard/SmolLlamix-8x101M-take2,bfloat16,29.35,0.0,0.4,apache-2.0,mixtral
 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,bfloat16,29.2,2.0,0.17,apache-2.0,mistral
 pretrained,facebook/opt-125m,float16,29.15,112.0,0.12,other,opt
-pretrained,Dans-DiscountModels/TinyMistral-v2.5-MiniPile-Guidelines-E1,float16,29.15,2.0,0.0,apache-2.0,mistral
 pretrained,pszemraj/pythia-31m-KI_v1-2048-scratch,bfloat16,29.15,0.0,0.03,apache-2.0,gpt_neox
+pretrained,Dans-DiscountModels/TinyMistral-v2.5-MiniPile-Guidelines-E1,float16,29.15,2.0,0.0,apache-2.0,mistral
 pretrained,roneneldan/TinyStories-1M,float16,29.14,29.0,0.0,,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,chargoddard/SmolLlamix-8x101M,bfloat16,28.98,11.0,0.4,apache-2.0,mixtral
 pretrained,crumb/model-a-48.5m,bfloat16,28.98,2.0,0.05,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,bfloat16,28.97,19.0,0.1,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,float16,28.93,40.0,0.1,apache-2.0,gpt_neox
@@ -284,20 +283,20 @@ pretrained,saarvajanik/facebook-opt-6.7b-gqa-ub-16-best-for-KV-cache,float16,28.
 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,gpt2,float16,28.53,0.0,0.14,mit,gpt2
-pretrained,openai-community/gpt2,float16,28.53,1800.0,0.14,mit,gpt2
+pretrained,openai-community/gpt2,float16,28.53,1806.0,0.14,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,EleutherAI/pythia-70m-deduped,float16,28.44,22.0,0.1,apache-2.0,gpt_neox
 pretrained,budecosystem/boomer-1b,float16,28.44,3.0,1.0,apache-2.0,llama
+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,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
@@ -305,16 +304,16 @@ 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,float16,28.29,23.0,0.25,apache-2.0,mistral
+pretrained,Locutusque/TinyMistral-248M-v2.5,float16,28.29,24.0,0.25,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,roneneldan/TinyStories-3M,float16,28.19,2.0,0.0,,gpt_neo
 pretrained,beomi/KoRWKV-6B,float16,28.19,2.0,6.53,mit,rwkv
+pretrained,roneneldan/TinyStories-3M,float16,28.19,2.0,0.0,,gpt_neo
 pretrained,BEE-spoke-data/smol_llama-81M-tied,bfloat16,28.17,4.0,0.08,apache-2.0,llama
 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,float16,27.61,221.0,0.0,apache-2.0,gpt2
+pretrained,ai-forever/mGPT,float16,27.61,222.0,0.0,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