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T,Models,Size (B),Win Rate,Throughput (tokens/s),Seq_length,#Languages,humaneval-python,java,javascript,cpp,php,julia,d,Average score,lua,r,racket,rust,swift,Throughput (tokens/s) bs=50,Peak Memory (MB),models_query,Links
🔶,Phind-CodeLlama-34B-v2,34.0,32.19,15.1,16384,UNK,71.95,54.06,65.34,59.59,56.26,45.12,14.12,48.7,44.27,37.7,28.7,57.67,49.63,0.0,69957.0,Phind-CodeLlama-34B-v2,https://huggingface.co/phind/Phind-CodeLlama-34B-v2
🔶,Phind-CodeLlama-34B-v1,34.0,31.65,15.1,16384,UNK,65.85,49.47,64.45,57.81,55.53,43.23,15.5,46.9,42.05,36.71,24.89,54.1,53.27,0.0,69957.0,Phind-CodeLlama-34B-v1,https://huggingface.co/phind/Phind-CodeLlama-34B-v1
🔶,Phind-CodeLlama-34B-Python-v1,34.0,30.96,15.1,16384,UNK,70.22,48.72,66.24,55.34,52.05,44.23,13.78,45.25,39.44,37.76,18.88,49.22,47.11,0.0,69957.0,Phind-CodeLlama-34B-Python-v1,https://huggingface.co/phind/Phind-CodeLlama-34B-Python-v1
🔶,WizardCoder-Python-34B-V1.0,34.0,30.12,15.1,16384,UNK,70.73,44.94,55.28,47.2,47.2,41.51,15.38,41.95,32.3,39.75,18.63,46.15,44.3,0.0,69957.0,WizardCoder-Python-34B-V1.0,https://huggingface.co/WizardLM/WizardCoder-Python-34B-V1.0
🔶,CodeLlama-34b-Instruct,34.0,28.04,15.1,16384,UNK,50.79,41.53,45.85,41.53,36.98,32.65,13.63,35.09,38.87,24.25,18.09,39.26,37.63,0.0,69957.0,CodeLlama-34b-Instruct,https://huggingface.co/codellama/CodeLlama-34b-Instruct-hf
🔶,WizardCoder-Python-13B-V1.0,13.0,27.65,25.3,16384,UNK,62.19,41.77,48.45,42.86,42.24,38.99,11.54,35.94,32.92,27.33,16.15,34.62,32.28,0.0,28568.0,WizardCoder-Python-13B-V1.0,https://huggingface.co/WizardLM/WizardCoder-Python-13B-V1.0
🟢,CodeLlama-34b,34.0,27.58,15.1,16384,UNK,45.11,40.19,41.66,41.42,40.43,31.4,15.27,33.89,37.49,22.71,16.94,38.73,35.28,0.0,69957.0,CodeLlama-34b,https://huggingface.co/codellama/CodeLlama-34b-hf
🟢,CodeLlama-34b-Python,34.0,27.04,15.1,16384,UNK,53.29,39.46,44.72,39.09,39.78,31.37,17.29,33.87,31.9,22.35,13.19,39.67,34.3,0.0,69957.0,CodeLlama-34b-Python,https://huggingface.co/codellama/CodeLlama-34b-Python-hf
🔶,WizardCoder-15B-V1.0,15.0,26.38,43.7,8192,86,58.12,35.77,41.91,38.95,39.34,33.98,12.14,32.07,27.85,22.53,13.39,33.74,27.06,1470.0,32414.0,WizardCoder-15B-V1.0,https://huggingface.co/WizardLM/WizardCoder-15B-V1.0
🔶,CodeLlama-13b-Instruct,13.0,25.65,25.3,16384,UNK,50.6,33.99,40.92,36.36,32.07,32.23,16.29,31.29,31.6,20.14,16.66,32.82,31.75,0.0,28568.0,CodeLlama-13b-Instruct,https://huggingface.co/codellama/CodeLlama-13b-Instruct-hf
🟢,CodeLlama-13b,13.0,24.04,25.3,16384,UNK,35.07,32.23,38.26,35.81,32.57,28.01,15.78,28.35,31.26,18.32,13.63,29.72,29.54,0.0,28568.0,CodeLlama-13b,https://huggingface.co/codellama/CodeLlama-13b-hf
🟢,CodeLlama-13b-Python,13.0,22.58,25.3,16384,UNK,42.89,33.56,40.66,36.21,34.55,30.4,9.82,28.67,29.9,18.35,12.51,29.32,25.85,0.0,28568.0,CodeLlama-13b-Python,https://huggingface.co/codellama/CodeLlama-13b-Python-hf
🔶,CodeLlama-7b-Instruct,7.0,21.77,33.1,16384,UNK,45.65,28.77,33.11,29.03,28.55,27.58,11.81,26.45,30.47,19.7,11.81,24.27,26.66,693.0,15853.0,CodeLlama-7b-Instruct,https://huggingface.co/codellama/CodeLlama-7b-Instruct-hf
🟢,CodeLlama-7b,7.0,20.62,33.1,16384,UNK,29.98,29.2,31.8,27.23,25.17,25.6,11.6,24.36,30.36,18.04,11.94,25.82,25.52,693.0,15853.0,CodeLlama-7b,https://huggingface.co/codellama/CodeLlama-7b-hf
🔶,OctoCoder-15B,15.0,19.54,44.4,8192,86,45.3,26.03,32.8,29.32,26.76,24.5,13.35,24.01,22.56,14.39,10.61,24.26,18.24,1520.0,32278.0,OctoCoder-15B,https://huggingface.co/bigcode/octocoder
🟢,Falcon-180B,180.0,19.4,,2048,,35.37,28.48,31.68,28.57,,24.53,14.1,24.08,26.71,,10.56,25.0,15.82,,,Falcon-180B,https://huggingface.co/tiiuae/falcon-180B
🟢,StarCoder-15B,15.0,18.96,43.9,8192,86,33.57,30.22,30.79,31.55,26.08,23.02,13.57,22.74,23.89,15.5,0.07,21.84,22.74,1490.0,33461.0,StarCoder-15B,https://huggingface.co/bigcode/starcoder
🟢,CodeLlama-7b-Python,7.0,18.85,33.1,16384,UNK,40.48,29.15,36.34,30.34,1.08,28.53,8.94,23.5,26.15,18.25,9.04,26.96,26.75,693.0,15853.0,CodeLlama-7b-Python,https://huggingface.co/codellama/CodeLlama-7b-Python-hf
🟢,StarCoderBase-15B,15.0,18.62,43.8,8192,86,30.35,28.53,31.7,30.56,26.75,21.09,10.01,22.4,26.61,10.18,11.77,24.46,16.74,1460.0,32366.0,StarCoderBase-15B,https://huggingface.co/bigcode/starcoderbase
🟢,CodeGeex2-6B,6.0,16.19,32.7,8192,100,33.49,23.46,29.9,28.45,25.27,20.93,8.44,21.23,15.94,14.58,11.75,20.45,22.06,982.0,14110.0,CodeGeex2-6B,https://huggingface.co/THUDM/codegeex2-6b
🟢,StarCoderBase-7B,7.0,15.77,46.9,8192,86,28.37,24.44,27.35,23.3,22.12,21.77,8.1,20.17,23.35,14.51,11.08,22.6,15.1,1700.0,16512.0,StarCoderBase-7B,https://huggingface.co/bigcode/starcoderbase-7b
🔶,OctoGeeX-7B,7.0,15.5,32.7,8192,100,42.28,19.33,28.5,23.93,25.85,22.94,9.77,20.79,16.19,13.66,12.02,17.94,17.03,982.0,14110.0,OctoGeeX-7B,https://huggingface.co/bigcode/octogeex
🔶,WizardCoder-3B-V1.0,3.0,14.73,50.0,8192,86,32.92,24.34,26.16,24.94,24.83,19.6,7.91,20.15,21.75,13.64,9.44,20.56,15.7,1770.0,8414.0,WizardCoder-3B-V1.0,https://huggingface.co/WizardLM/WizardCoder-3B-V1.0
🟢,CodeGen25-7B-multi,7.0,14.27,32.6,2048,86,28.7,26.01,26.27,25.75,21.98,19.11,8.84,20.04,23.44,11.59,10.37,21.84,16.62,680.0,15336.0,CodeGen25-7B-multi,https://huggingface.co/Salesforce/codegen25-7b-multi
🔶,Refact-1.6B,1.6,14.0,50.0,4096,19,31.1,22.78,22.36,21.12,22.36,13.84,10.26,17.86,15.53,13.04,4.97,18.59,18.35,2340.0,5376.0,Refact-1.6B,https://huggingface.co/smallcloudai/Refact-1_6B-fim
🟢,StarCoderBase-3B,3.0,11.12,50.0,8192,86,21.5,19.25,21.32,19.43,18.55,16.1,4.97,15.29,18.04,10.1,7.87,16.32,9.98,1770.0,8414.0,StarCoderBase-3B,https://huggingface.co/bigcode/starcoderbase-3b
🔶,WizardCoder-1B-V1.0,1.1,9.88,71.4,8192,86,23.17,19.68,19.13,15.94,14.71,13.85,4.64,13.89,15.52,10.01,6.51,13.91,9.59,2360.0,4586.0,WizardCoder-1B-V1.0,https://huggingface.co/WizardLM/WizardCoder-1B-V1.0
🟢,Replit-2.7B,2.7,8.15,42.2,2048,20,20.12,21.39,20.18,20.37,16.14,1.24,6.41,11.62,2.11,7.2,3.22,15.19,5.88,577.0,7176.0,Replit-2.7B,https://huggingface.co/replit/replit-code-v1-3b
🟢,CodeGen25-7B-mono,7.0,7.69,34.1,2048,86,33.08,19.75,23.22,18.62,16.75,4.65,4.32,12.1,6.75,4.41,4.07,7.83,1.71,687.0,15336.0,CodeGen25-7B-mono,https://huggingface.co/Salesforce/codegen25-7b-mono
🟢,StarCoderBase-1.1B,1.1,7.65,71.4,8192,86,15.17,14.2,13.38,11.68,9.94,11.31,4.65,9.81,12.52,5.73,5.03,10.24,3.92,2360.0,4586.0,StarCoderBase-1.1B,https://huggingface.co/bigcode/starcoderbase-1b
🟢,CodeGen-16B-Multi,16.0,6.69,17.2,2048,6,19.26,22.2,19.15,21.0,8.37,0.0,7.68,9.89,8.5,6.45,0.66,4.21,1.25,0.0,32890.0,CodeGen-16B-Multi,https://huggingface.co/Salesforce/codegen-16B-multi
🟢,Phi-1,1.0,6.25,,2048,1,51.22,10.76,19.25,14.29,12.42,0.63,7.05,12.15,6.21,6.21,3.11,4.49,10.13,,4941.0,Phi-1,https://huggingface.co/microsoft/phi-1
🟢,StableCode-3B,3.0,5.58,30.2,16384,7,20.2,19.54,18.98,20.77,3.95,0.0,4.77,8.1,5.14,0.8,0.008,2.03,0.98,718.0,15730.0,StableCode-3B,https://huggingface.co/stabilityai/stablecode-completion-alpha-3b
🟢,DeciCoder-1B,1.0,5.35,54.6,2048,3,19.32,15.3,17.85,6.87,2.01,0.0,6.08,5.86,0.0,0.1,0.47,1.72,0.63,2490.0,4436.0,DeciCoder-1B,https://huggingface.co/Deci/DeciCoder-1b
🟢,SantaCoder-1.1B,1.1,4.12,50.8,2048,3,18.12,15.0,15.47,6.2,1.5,0.0,0.0,4.92,0.1,0.0,0.0,2.0,0.7,2270.0,4602.0,SantaCoder-1.1B,https://huggingface.co/bigcode/santacoder
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