Update open models list

open-llm.csv

@@ -9,13 +9,13 @@ pretrained,macadeliccc/SOLAR-math-2x10.7b,bfloat16,73.37,0.0,19.19,?,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,?,mixtral
 pretrained,AbacusResearch/RasGulla1-7b,bfloat16,73.0,0.0,7.24,apache-2.0,mistral
-pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,26.0,72.29,other,qwen2
 pretrained,Qwen/Qwen2-beta-72B,bfloat16,72.91,0.0,72.29,other,qwen2
+pretrained,Qwen/Qwen1.5-72B,bfloat16,72.91,26.0,72.29,other,qwen2
 pretrained,macadeliccc/piccolo-8x7b,bfloat16,72.8,1.0,46.7,cc-by-4.0,mixtral
 pretrained,rishiraj/CatPPT-base,float16,72.25,37.0,7.24,apache-2.0,mistral
 pretrained,Abhinav7/NeuralPipe-7B-slerp,bfloat16,71.08,0.0,7.24,?,
 pretrained,chargoddard/Yi-34B-Llama,bfloat16,70.95,0.0,34.39,?,llama
-pretrained,01-ai/Yi-34B-200K,bfloat16,70.81,229.0,34.39,other,llama
+pretrained,01-ai/Yi-34B-200K,bfloat16,70.81,230.0,34.39,other,llama
 pretrained,chargoddard/internlm2-20b-llama,float16,70.66,0.0,19.86,?,llama
 pretrained,freeCS-dot-org/ThetaWave-7B-v0.1,float16,70.49,0.0,7.24,apache-2.0,
 pretrained,internlm/internlm2-20b,float16,69.75,0.0,20.0,?,internlm2
@@ -25,16 +25,16 @@ pretrained,deepseek-ai/deepseek-llm-67b-base,bfloat16,69.38,98.0,67.0,other,llam
 pretrained,freecs/ThetaWave-7B,bfloat16,69.35,0.0,7.24,?,
 pretrained,liminerity/Blurstral-7b-slerp,bfloat16,69.08,0.0,7.24,?,mistral
 pretrained,cloudyu/Mixtral_7Bx4_MOE_24B,float16,68.85,0.0,24.15,?,mixtral
-pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1378.0,46.7,apache-2.0,mixtral
-pretrained,meta-llama/Llama-2-70b-hf,float16,67.87,760.0,68.98,,llama
-pretrained,tiiuae/falcon-180B,8bit,67.85,1045.0,179.52,unknown,falcon
+pretrained,mistralai/Mixtral-8x7B-v0.1,bfloat16,68.42,1384.0,46.7,apache-2.0,mixtral
+pretrained,meta-llama/Llama-2-70b-hf,float16,67.87,762.0,68.98,,llama
+pretrained,tiiuae/falcon-180B,8bit,67.85,1046.0,179.52,unknown,falcon
 pretrained,ldahee/SLAL-0.1,bfloat16,67.83,0.0,26.1,apache-2.0,llama
 pretrained,liminerity/Blur-7b-v1.2,bfloat16,67.74,0.0,7.24,?,mistral
 pretrained,freecs/ThetaWave-7B-v0.2,float16,67.38,0.0,7.24,apache-2.0,
 pretrained,macadeliccc/laser-dolphin-mixtral-2x7b-dpo,bfloat16,67.16,0.0,12.88,?,mixtral
 pretrained,macadeliccc/polyglot-math-4x7b,float16,66.84,0.0,24.15,?,mixtral
-pretrained,Qwen/Qwen2-beta-14B,bfloat16,66.7,0.0,14.17,other,qwen2
 pretrained,Qwen/Qwen1.5-14B,bfloat16,66.7,11.0,14.17,other,qwen2
+pretrained,Qwen/Qwen2-beta-14B,bfloat16,66.7,0.0,14.17,other,qwen2
 pretrained,HIT-SCIR/Chinese-Mixtral-8x7B,bfloat16,66.69,41.0,46.91,apache-2.0,mixtral
 pretrained,upstage/SOLAR-10.7B-v1.0,float16,66.04,0.0,10.73,?,llama
 pretrained,liminerity/Blured-Ties-7B,bfloat16,65.92,0.0,7.24,?,mistral
@@ -43,7 +43,7 @@ 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,?,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,bfloat16,64.2,26.0,10.7,apache-2.0,llama
-pretrained,google/gemma-7b,bfloat16,63.75,1865.0,8.54,other,gemma
+pretrained,google/gemma-7b,bfloat16,63.75,1930.0,8.54,other,gemma
 pretrained,TigerResearch/tigerbot-70b-base,float16,63.71,0.0,68.95,?,llama
 pretrained,KnutJaegersberg/Qwen-14B-Llamafied,float16,63.09,0.0,14.0,?,llama
 pretrained,tourist800/Marcoro14-7B-slerp,float16,63.08,0.0,7.24,apache-2.0,mistral
@@ -56,19 +56,19 @@ pretrained,Deci/DeciLM-7B,float16,61.55,0.0,7.04,?,deci
 pretrained,microsoft/phi-2,float16,61.33,0.0,2.78,?,phi
 pretrained,huggingface/llama-65b,float16,61.19,0.0,65.29,?,llama
 pretrained,TencentARC/Mistral_Pro_8B_v0.1,float16,61.06,58.0,8.99,apache-2.0,mistral
-pretrained,mistralai/Mistral-7B-v0.1,float16,60.97,2881.0,7.24,apache-2.0,mistral
+pretrained,mistralai/Mistral-7B-v0.1,float16,60.97,2892.0,7.24,apache-2.0,mistral
 pretrained,andysalerno/mistral-sft-v3,bfloat16,60.93,2.0,7.24,apache-2.0,mistral
 pretrained,duoqi/Nanbeige-16B-Base-Llama,bfloat16,60.7,2.0,15.83,apache-2.0,llama
 pretrained,codellama/CodeLlama-70b-Instruct-hf,bfloat16,59.98,181.0,68.98,llama2,llama
 pretrained,internlm/internlm-20b,float16,59.55,71.0,20.0,apache-2.0,internlm
-pretrained,Qwen/Qwen-7B,float16,59.19,332.0,7.72,other,qwen
-pretrained,codellama/CodeLlama-70b-hf,bfloat16,58.93,279.0,68.98,llama2,llama
+pretrained,Qwen/Qwen-7B,float16,59.19,333.0,7.72,other,qwen
+pretrained,codellama/CodeLlama-70b-hf,bfloat16,58.93,281.0,68.98,llama2,llama
 pretrained,hfl/chinese-mixtral,float16,58.57,2.0,46.7,apache-2.0,mixtral
 pretrained,Cartinoe5930/iDUS-8layers,float16,58.38,0.0,10.73,?,llama
 pretrained,Cartinoe5930/SOLAR-DUS-implement,float16,58.1,0.0,10.73,?,llama
 pretrained,tiiuae/falcon-40b,float16,58.07,2380.0,40.0,apache-2.0,falcon
 pretrained,scb10x/typhoon-7b,float16,58.05,64.0,7.0,apache-2.0,mistral
-pretrained,codellama/CodeLlama-70b-Python-hf,bfloat16,58.0,91.0,68.98,llama2,llama
+pretrained,codellama/CodeLlama-70b-Python-hf,bfloat16,58.0,93.0,68.98,llama2,llama
 pretrained,gordicaleksa/YugoGPT,bfloat16,57.35,22.0,7.24,apache-2.0,mistral
 pretrained,Qwen/Qwen1.5-4B,bfloat16,57.05,12.0,3.95,other,qwen2
 pretrained,huggingface/llama-30b,float16,56.94,0.0,32.53,?,llama
@@ -77,26 +77,26 @@ pretrained,01-ai/Yi-6B-200K,float16,56.69,155.0,6.06,other,llama
 pretrained,yanolja/EEVE-Korean-2.8B-v1.0,bfloat16,55.9,2.0,2.82,apache-2.0,phi
 pretrained,meta-llama/Llama-2-13b-hf,float16,55.69,509.0,13.02,,llama
 pretrained,codellama/CodeLlama-34b-hf,float16,55.28,157.0,33.74,llama2,llama
-pretrained,Qwen/Qwen1.5-7B-Chat,bfloat16,55.13,62.0,7.72,other,qwen2
-pretrained,ZySec-AI/ZySec-7B-v2,float16,54.63,0.0,8.54,other,gemma
+pretrained,Qwen/Qwen1.5-7B-Chat,bfloat16,55.13,63.0,7.72,other,qwen2
 pretrained,aihub-app/ZySec-8B-v2,float16,54.63,0.0,8.54,other,gemma
+pretrained,ZySec-AI/ZySec-7B-v2,float16,54.63,1.0,8.54,other,gemma
 pretrained,BAAI/Aquila2-34B,bfloat16,54.5,0.0,34.0,?,llama
 pretrained,01-ai/Yi-6B,float16,54.08,349.0,6.06,other,llama
-pretrained,sail/Sailor-7B,float16,53.82,9.0,7.72,apache-2.0,qwen2
+pretrained,sail/Sailor-7B,float16,53.82,13.0,7.72,apache-2.0,qwen2
 pretrained,TheBloke/Llama-2-13B-fp16,float16,53.67,56.0,13.0,,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,float16,53.22,1.0,3.0,apache-2.0,llama
 pretrained,mosaicml/mpt-30b,float16,52.77,332.0,30.0,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,?,llama
+pretrained,nnethercott/llava-v1.5-7b-hf-vicuna,float16,52.28,0.0,6.74,llama2,llama
 pretrained,augmxnt/shisa-base-7b-v1,bfloat16,51.64,11.0,7.96,apache-2.0,mistral
 pretrained,huggingface/llama-13b,float16,51.36,0.0,13.02,?,llama
 pretrained,huggyllama/llama-13b,float16,51.33,0.0,13.02,?,llama
 pretrained,chargoddard/llama-2-26b-trenchcoat-stack,float16,51.13,0.0,25.7,?,llama
-pretrained,deepseek-ai/deepseek-moe-16b-base,float16,51.07,0.0,16.38,?,deepseek
 pretrained,Wanfq/FuseLLM-7B,bfloat16,51.07,15.0,7.0,apache-2.0,llama
-pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1151.0,6.74,,llama
+pretrained,deepseek-ai/deepseek-moe-16b-base,float16,51.07,0.0,16.38,?,deepseek
+pretrained,meta-llama/Llama-2-7b-hf,float16,50.97,1156.0,6.74,,llama
 pretrained,vishesht27/22-Neuro_Model,bfloat16,50.23,0.0,7.24,?,mistral
 pretrained,cognitivecomputations/yayi2-30b-llama,float16,48.46,21.0,30.4,other,llama
 pretrained,itsliupeng/openllama-7b-icl,bfloat16,47.93,2.0,7.0,apache-2.0,llama
@@ -107,9 +107,9 @@ pretrained,mosaicml/mpt-7b-8k,float16,47.24,0.0,7.0,?,mpt
 pretrained,itsliupeng/openllama-7b-base,bfloat16,47.09,5.0,7.0,apache-2.0,llama
 pretrained,stabilityai/stablelm-3b-4e1t,float16,46.58,300.0,2.8,cc-by-sa-4.0,stablelm
 pretrained,Qwen/Qwen1.5-1.8B,bfloat16,46.55,13.0,1.84,other,qwen2
-pretrained,google/gemma-2b,float16,46.37,490.0,2.51,other,gemma
+pretrained,google/gemma-2b,float16,46.37,499.0,2.51,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,float16,46.07,4428.0,176.25,bigscience-bloom-rail-1.0,bloom
+pretrained,bigscience/bloom,float16,46.07,4434.0,176.25,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,?,llama
 pretrained,DevaMalla/llama-base-7b,float16,45.62,0.0,6.61,?,llama
@@ -119,18 +119,18 @@ pretrained,KnutJaegersberg/Qwen-1_8B-Llamafied,float16,44.75,15.0,1.84,other,lla
 pretrained,freecs/ThetaWave-14B-v0.1,float16,44.54,0.0,14.22,apache-2.0,
 pretrained,mosaicml/mpt-7b,float16,44.28,1129.0,7.0,apache-2.0,mpt
 pretrained,openlm-research/open_llama_7b_v2,float16,44.26,105.0,7.0,apache-2.0,llama
-pretrained,sail/Sailor-4B,float16,44.19,1.0,3.95,apache-2.0,qwen2
-pretrained,tiiuae/falcon-7b,float16,44.17,1003.0,7.0,apache-2.0,falcon
+pretrained,sail/Sailor-4B,float16,44.19,2.0,3.95,apache-2.0,qwen2
+pretrained,tiiuae/falcon-7b,float16,44.17,1004.0,7.0,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,float16,43.35,83.0,13.02,llama2,llama
 pretrained,qnguyen3/quan-1.8b-base,bfloat16,43.35,1.0,1.8,other,llama
 pretrained,facebook/opt-66b,float16,42.78,173.0,66.0,other,opt
 pretrained,Salesforce/codegen-16B-nl,float16,42.59,18.0,16.0,bsd-3-clause,codegen
 pretrained,openlm-research/open_llama_7b,float16,42.31,120.0,7.0,apache-2.0,llama
-pretrained,RWKV/rwkv-raven-14b,float16,42.09,55.0,14.0,,rwkv
 pretrained,Writer/palmyra-large,float16,42.09,21.0,0.0,apache-2.0,gpt2
+pretrained,RWKV/rwkv-raven-14b,float16,42.09,55.0,14.0,,rwkv
 pretrained,facebook/opt-30b,float16,42.0,133.0,30.0,other,opt
-pretrained,EleutherAI/gpt-neox-20b,float16,41.69,475.0,20.74,apache-2.0,gpt_neox
+pretrained,EleutherAI/gpt-neox-20b,float16,41.69,476.0,20.74,apache-2.0,gpt_neox
 pretrained,togethercomputer/RedPajama-INCITE-7B-Base,float16,41.49,92.0,7.0,apache-2.0,gpt_neox
 pretrained,GeneZC/MiniMA-3B,float16,41.44,20.0,3.02,apache-2.0,llama
 pretrained,NucleusAI/nucleus-22B-token-500B,float16,41.33,25.0,21.83,mit,llama
@@ -139,7 +139,7 @@ pretrained,LLM360/Amber,float16,40.97,58.0,0.0,apache-2.0,llama
 pretrained,AI-Sweden-Models/gpt-sw3-20b,bfloat16,40.71,1.0,20.92,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,float16,40.28,113.0,3.0,apache-2.0,llama
-pretrained,EleutherAI/gpt-j-6b,float16,40.1,1349.0,6.0,apache-2.0,gptj
+pretrained,EleutherAI/gpt-j-6b,float16,40.1,1350.0,6.0,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,?,
@@ -149,10 +149,10 @@ pretrained,EleutherAI/pythia-12b-deduped,float16,39.7,50.0,12.0,apache-2.0,gpt_n
 pretrained,AI-Sweden-Models/gpt-sw3-6.7b-v2,bfloat16,39.49,1.0,7.11,other,gpt2
 pretrained,EleutherAI/pythia-6.9b-deduped,float16,39.3,7.0,6.9,apache-2.0,gpt_neox
 pretrained,bigscience/bloom-7b1,float16,39.18,171.0,7.07,bigscience-bloom-rail-1.0,bloom
-pretrained,h2oai/h2o-danube-1.8b-base,bfloat16,39.12,28.0,1.83,apache-2.0,mistral
+pretrained,h2oai/h2o-danube-1.8b-base,bfloat16,39.12,29.0,1.83,apache-2.0,mistral
 pretrained,facebook/opt-6.7b,float16,39.08,91.0,6.7,other,opt
 pretrained,EleutherAI/pythia-12b,float16,38.82,125.0,12.0,apache-2.0,gpt_neox
-pretrained,Qwen/Qwen1.5-0.5B,bfloat16,38.62,68.0,0.62,other,qwen2
+pretrained,Qwen/Qwen1.5-0.5B,bfloat16,38.62,67.0,0.62,other,qwen2
 pretrained,matsuo-lab/weblab-10b,float16,38.59,58.0,10.0,cc-by-nc-4.0,gpt_neox
 pretrained,togethercomputer/RedPajama-INCITE-Base-3B-v1,float16,38.54,86.0,3.0,apache-2.0,gpt_neox
 pretrained,openlm-research/open_llama_3b,float16,38.26,139.0,3.0,apache-2.0,llama
@@ -168,17 +168,17 @@ pretrained,EleutherAI/pythia-2.7b,float16,37.09,0.0,2.91,?,gpt_neox
 pretrained,tiiuae/falcon-rw-1b,float16,37.07,91.0,1.0,apache-2.0,falcon
 pretrained,facebook/opt-2.7b,float16,36.74,69.0,2.7,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,float16,36.59,2.0,1.84,apache-2.0,qwen2
+pretrained,sail/Sailor-1.8B,float16,36.59,4.0,1.84,apache-2.0,qwen2
 pretrained,TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T,float16,36.42,113.0,1.1,apache-2.0,llama
 pretrained,facebook/xglm-7.5B,float16,36.38,53.0,7.5,mit,xglm
 pretrained,cerebras/Cerebras-GPT-6.7B,float16,36.27,0.0,6.7,?,gpt2
 pretrained,EleutherAI/gpt-neo-2.7B,float16,36.2,382.0,2.72,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,float16,36.07,80.0,3.0,bigscience-bloom-rail-1.0,bloom
-pretrained,bigcode/starcoder,bfloat16,35.73,2656.0,0.0,bigcode-openrail-m,gpt_bigcode
+pretrained,bigcode/starcoder,bfloat16,35.73,2658.0,0.0,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,bfloat16,35.55,376.0,0.0,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
@@ -197,7 +197,7 @@ pretrained,EleutherAI/gpt-neo-1.3B,float16,33.58,228.0,1.37,mit,gpt_neo
 pretrained,EleutherAI/polyglot-ko-12.8b,float16,33.33,75.0,13.06,apache-2.0,gpt_neox
 pretrained,cerebras/Cerebras-GPT-2.7B,float16,33.25,0.0,2.7,?,gpt2
 pretrained,RWKV/rwkv-4-1b5-pile,float16,33.25,6.0,1.0,,rwkv
-pretrained,sail/Sailor-0.5B,float16,33.05,4.0,0.62,apache-2.0,qwen2
+pretrained,sail/Sailor-0.5B,float16,33.05,5.0,0.62,apache-2.0,qwen2
 pretrained,TurkuNLP/gpt3-finnish-13B,float16,32.95,12.0,13.0,apache-2.0,bloom
 pretrained,EleutherAI/pythia-1b-deduped,float16,32.78,15.0,1.08,apache-2.0,gpt_neox
 pretrained,Kunhao/pile-7b-250b-tokens,bfloat16,32.44,0.0,7.0,,llama
@@ -218,26 +218,28 @@ 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,bfloat16,30.16,0.0,0.46,?,llama
 pretrained,uukuguy/Orca-2-7b-f16,float16,30.15,0.0,7.0,?,llama
-pretrained,bigcode/starcoderbase-1b,bfloat16,30.06,47.0,1.14,bigcode-openrail-m,gpt_bigcode
+pretrained,bigcode/starcoderbase-1b,bfloat16,30.06,48.0,1.14,bigcode-openrail-m,gpt_bigcode
 pretrained,facebook/opt-350m,float16,30.01,105.0,0.35,other,opt
 pretrained,facebook/xglm-564M,float16,29.55,38.0,0.56,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,float16,29.48,94.0,0.0,,gpt2
 pretrained,EleutherAI/gpt-neo-125m,float16,29.47,153.0,0.15,mit,gpt_neo
 pretrained,BEE-spoke-data/smol_llama-220M-GQA,bfloat16,29.44,8.0,0.22,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,float16,29.41,0.0,0.16,?,gpt_bigcode
-pretrained,EleutherAI/pythia-160m-deduped,float16,29.38,2.0,0.21,apache-2.0,gpt_neox
 pretrained,cerebras/Cerebras-GPT-256M,float16,29.38,0.0,0.26,?,gpt2
+pretrained,EleutherAI/pythia-160m-deduped,float16,29.38,2.0,0.21,apache-2.0,gpt_neox
 pretrained,Deci/DeciCoder-1b,float16,29.37,0.0,1.11,?,llama
 pretrained,chargoddard/SmolLlamix-8x101M-take2,bfloat16,29.35,0.0,0.4,?,mixtral
 pretrained,yyjjtt/test-model,float16,29.31,0.0,0.0,?,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,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,facebook/opt-125m,float16,29.15,103.0,0.12,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,roneneldan/TinyStories-1M,float16,29.14,27.0,0.0,,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,?,
@@ -252,22 +254,22 @@ pretrained,cyberagent/open-calm-large,float16,28.88,9.0,0.0,cc-by-sa-4.0,gpt_neo
 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,float16,28.78,13.0,0.25,apache-2.0,mistral
+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,kenhktsui/nano-phi-115M-v0.1,float16,28.66,1.0,0.12,mit,phi
 pretrained,xformAI/facebook-opt-125m-qcqa-ub-6-best-for-KV-cache,float16,28.66,0.0,0.12,mit,opt
+pretrained,kenhktsui/nano-phi-115M-v0.1,float16,28.66,1.0,0.12,mit,phi
 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,float16,28.53,1702.0,0.14,mit,gpt2
+pretrained,openai-community/gpt2,float16,28.53,1703.0,0.14,mit,gpt2
 pretrained,bigcode/gpt_bigcode-santacoder,float16,28.49,0.0,1.12,?,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,EleutherAI/pythia-70m-deduped,float16,28.44,20.0,0.1,apache-2.0,gpt_neox
 pretrained,roneneldan/TinyStories-28M,float16,28.44,7.0,0.03,,gpt_neo
 pretrained,budecosystem/boomer-1b,float16,28.44,3.0,1.0,apache-2.0,llama
-pretrained,EleutherAI/pythia-70m-deduped,float16,28.44,20.0,0.1,apache-2.0,gpt_neox
 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,?,gpt2
@@ -277,13 +279,13 @@ pretrained,instructkr/ko-wand-136M,bfloat16,28.29,0.0,0.14,?,mistral
 pretrained,Locutusque/TinyMistral-248M-v2.5,float16,28.29,21.0,0.25,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,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,beomi/KoRWKV-6B,float16,28.19,2.0,6.53,mit,rwkv
 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,float16,27.75,0.0,0.11,?,gpt2
 pretrained,Locutusque/TinyMistral-248m,float16,27.73,0.0,0.25,?,mistral
-pretrained,ai-forever/mGPT,float16,27.61,212.0,0.0,apache-2.0,gpt2
+pretrained,ai-forever/mGPT,float16,27.61,213.0,0.0,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,float16,20.84,1.0,1.31,apache-2.0,mpt
+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