Model,Size (B),Throughput (tokens/s),Seq_length,#Languages,humaneval-python,java,javascript,cpp,php,julia,d,lua,r,racket,rust,swift,Throughput (tokens/s) bs=50,Peak Memory (MB)
CodeGen-16B-Multi,16.0,17.2,2048,6,19.26,22.2,19.15,21.0,8.37,0.0,7.68,8.5,6.45,0.66,4.21,1.25,0.0,32890
StarCoder-15B,15.0,43.9,8192,86,33.57,30.22,30.79,31.55,26.08,23.02,13.57,23.89,15.5,0.07,21.84,22.74,1490.0,33461
StarCoderBase-15B,15.0,43.8,8192,86,30.35,28.53,31.7,30.56,26.75,21.09,10.01,26.61,10.18,11.77,24.46,16.74,1460.0,32366
StarCoderBase-7B,7.0,46.9,8192,86,28.37,24.44,27.35,23.3,22.12,21.77,8.1,23.35,14.51,11.08,22.6,15.1,1700.0,16512
StarCoderBase-3B,3.0,50.0,8192,86,21.5,19.25,21.32,19.43,18.55,16.1,4.97,18.04,10.1,7.87,16.32,9.98,1770.0,8414
Replit-2.7B,2.7,42.2,2048,20,20.12,21.39,20.18,20.37,16.14,1.24,6.41,2.11,7.2,3.22,15.19,5.88,577.0,7176
SantaCoder-1.1B,1.1,50.8,2048,3,18.12,15.0,15.47,6.2,1.5,0.0,0.0,0.1,0.0,0.0,2.0,0.7,2270.0,4602
StarCoderBase-1.1B,1.1,71.4,8192,86,15.17,14.2,13.38,11.68,9.94,11.31,4.65,12.52,5.73,5.03,10.24,3.92,2360.0,4586
CodeGen25-7B-mono,7.0,34.1,2048,86,33.08,19.75,23.22,18.62,16.75,4.65,4.32,6.75,4.41,4.07,7.83,1.71,687.0,15336
CodeGen25-7B-multi,7.0,32.6,2048,86,28.7,26.01,26.27,25.75,21.98,19.11,8.84,23.44,11.59,10.37,21.84,16.62,680.0,15336
CodeGeex2-6B,6.0,32.7,8192,100,33.49,23.46,29.9,28.45,25.27,20.93,8.44,15.94,14.58,11.75,20.45,22.06,982,14110
WizardCoder-15B-V1.0,15.0,43.7,8192,86,58.12,35.77,41.91,38.95,39.34,33.98,12.14,27.85,22.53,13.39,33.74,27.06,1470.0,32414
StableCode-3B-alpha,3,30.2,16384,7,20.2,19.54,18.98,20.77,3.95,0,4.77,5.14,0.8,0.008,2.03,0.98,718,15730
OctoCoder-15B,15,44.4,8192,86,45.3,26.03,32.8,29.32,26.76,24.5,13.35,22.56,14.39,10.61,24.26,18.24,1520,32278
OctoGeeX-7B,7,32.7,8192,100,42.28,19.33,28.5,23.93,25.85,22.94,9.77,16.19,13.66,12.02,17.94,17.03,982,14110
DeciCoder-1B,1,54.60,2048,3,19.32,15.3,17.85,6.87,2.01,0.0,6.08,0.0,0.1,0.47,1.72,0.63,2490,4436
CodeLlama-7b,7,33.10,16384,UNK,29.98,29.2,31.8,27.23,25.17,25.6,11.6,30.36,18.04,11.94,25.82,25.52,693,15853
CodeLlama-7b-Python,7,33.10,16384,UNK,40.48,29.15,36.34,30.34,1.08,28.53,8.94,26.15,18.25,9.04,26.96,26.75,693,15853
CodeLlama-7b-Instruct,7,33.10,16384,UNK,45.65,28.77,33.11,29.03,28.55,27.58,11.81,30.47,19.7,11.81,24.27,26.66,693,15853
CodeLlama-13b,13,25.30,16384,UNK,35.07,32.23,38.26,35.81,32.57,28.01,15.78,31.26,18.32,13.63,29.72,29.54,0,28568
CodeLlama-13b-Python,13,25.30,16384,UNK,42.89,33.56,40.66,36.21,34.55,30.4,9.82,29.9,18.35,12.51,29.32,25.85,0,28568
CodeLlama-13b-Instruct,13,25.30,16384,UNK,50.60,33.99,40.92,36.36,32.07,32.23,16.29,31.6,20.14,16.66,32.82,31.75,0,28568
CodeLlama-34b,34,15.10,16384,UNK,45.11,40.19,41.66,41.42,40.43,31.4,15.27,37.49,22.71,16.94,38.73,35.28,0,69957
CodeLlama-34b-Python,34,15.10,16384,UNK,53.29,39.46,44.72,39.09,39.78,31.37,17.29,31.9,22.35,13.19,39.67,34.3,0,69957
CodeLlama-34b-Instruct,34,15.10,16384,UNK,50.79,41.53,45.85,41.53,36.98,32.65,13.63,38.87,24.25,18.09,39.26,37.63,0,69957
Phind-CodeLlama-34B-v1,34,15.10,16384,UNK,65.85,49.47,64.45,57.81,55.53,43.23,15.5,42.05,36.71,24.89,54.1,53.27,0,69957
Phind-CodeLlama-34B-Python-v1,34,15.10,16384,UNK,70.22,48.72,66.24,55.34,52.05,44.23,13.78,39.44,37.76,18.88,49.22,47.11,0,69957
Phind-CodeLlama-34B-v2,34,15.10,16384,UNK,71.95,54.06,65.34,59.59,56.26,45.12,14.12,44.27,37.7,28.7,57.67,49.63,0,69957
WizardCoder-Python-13B-V1.0,13,25.30,16384,UNK,62.19,41.77,48.45,42.86,42.24,38.99,11.54,32.92,27.33,16.15,34.62,32.28,0,28568
WizardCoder-Python-34B-V1.0,34,15.10,16384,UNK,70.73,44.94,55.28,47.2,47.2,41.51,15.38,32.3,39.75,18.63,46.15,44.3,0,69957
WizardCoder-3B-V1.0,3.0,50.0,8192,86,32.92,24.34,26.16,24.94,24.83,19.6,7.91,21.75,13.64,9.44,20.56,15.7,1770.0,8414
WizardCoder-1B-V1.0,1.1,71.4,8192,86,23.17,19.68,19.13,15.94,14.71,13.85,4.64,15.52,10.01,6.51,13.91,9.59,2360.0,4586
Falcon-180B,180,N/A,2048,N/A,35.37,28.48,31.68,28.57,,24.53,14.1,26.71,,10.56,25.0,15.82,N/A,N/A
Refact-1.6B,1.6,50.0,4096,19,31.1,22.78,22.36,21.12,22.36,13.84,10.26,15.53,13.04,4.97,18.59,18.35,2340.0,5376
Phi-1,1,,2048,1,51.22,10.76,19.25,14.29,12.42,0.63,7.05,6.21,6.21,3.11,4.49,10.13,,4941
CodeShell-7B,7,33.9,8194,24,34.32,30.43,33.17,28.21,30.87,22.08,8.85,22.39,20.52,17.2,24.55,24.3,639,18511
DeepSeek-Coder-1b-base,1,,16384,UNK,32.13,27.16,28.46,27.96,22.75,15.17,9.91,19.44,11.4,9.58,18.13,11.39,,
DeepSeek-Coder-7b-base,6.7,51.0,16384,86,45.83,37.72,45.9,45.53,36.92,28.74,19.74,33.89,28.99,18.73,34.67,25.8,,22922
DeepSeek-Coder-33b-base,33,25.2,16384,86,52.45,43.77,51.28,51.22,41.76,32.83,17.41,36.51,26.76,23.37,43.78,35.75,,76800
DeepSeek-Coder-7b-instruct,6.7,51.0,16384,86,80.22,53.34,65.8,59.66,59.4,38.84,21.59,47.78,38.56,20.87,47.73,44.22,,22922
DeepSeek-Coder-33b-instruct,33,25.2,16384,86,80.02,52.03,65.13,62.36,52.5,42.92,17.85,50.92,39.43,31.69,55.56,49.42,,76800
CodeFuse-DeepSeek-33b,33,17.5,16384,86,76.83,60.76,66.46,65.22,57.76,38.36,24.36,52.8,40.37,34.16,53.85,49.37,,75833
CodeLlama-70b,70,N/A,16384,UNK,52.44,44.72,56.52,49.69,46.58,42.24,24.84,41.61,27.95,0.0,49.69,42.86,,N/A
CodeLlama-70b-Python,70,N/A,2048,UNK,55.49,45.96,56.52,49.69,52.8,35.4,21.12,44.72,26.09,0.0,48.45,39.13,,N/A
CodeLlama-70b-Instruct,70,N/A,2048,UNK,75.60,47.2,57.76,48.45,57.14,42.24,19.88,44.1,29.19,0.0,47.2,42.86,,N/A
Stable-code-3b,3,,16384,18,30.72,28.75,31.64,29.42,23.68,21.41,10.09,17.54,13.37,0.0,22.15,0.0,,
StarCoder2-3B,3,,16384,17,31.44,27.41,35.37,27.24,27.61,19.87,12.56,28.01,14.22,7.8,24.52,25.09,,
StarCoder2-7B,7,,16384,17,34.09,29.42,35.35,33.63,30.58,20.42,15.12,30.67,16.72,11.58,29.62,26.06,,
StarCoder2-15B,15,,16384,619,44.15,33.86,44.24,41.44,39.48,33.19,23.64,43.75,19.81,22.41,38.03,34.18,,
OpenCodeInterpreter-DS-33B,33,,16384,86,75.23,54.8,69.06,64.47,59.32,46.58,22.31,57.76,45.94,34.55,57.95,51.85,,
OpenCodeInterpreter-DS-6.7B,6.7,,16384,86,73.2,51.41,63.85,60.01,57.34,39.69,18.22,44.3,39.08,24.32,48.22,45.99,,
CodeGemma-7B-it,7,,8192,,52.74,41.42,47.71,42.6,19.18,19.56,11.83,22.02,21.64,9.22,38.31,6.91,,
CodeGemma-7B,7,,8192,,40.13,35.03,43.06,40.34,34.76,28.91,10.44,32.88,20.96,13.55,34.56,32.62,,
CodeGemma-2B,2,,8192,,27.28,24.71,29.94,29.33,28.76,0.01,9.54,25.23,10.71,8.77,26.81,6.3,,