Chapel versus Python 3 fastest performance Always look at the source code. If the fastest programs are hand-written vector instructions, does the host language matter? You might be more interested in the less optimised programs — more seconds, less gz source code. fannkuch-redux source secs mem gz cpu secs Chapel #2 8.39 19,772 737 33.40 Python 3 #6 1,031.38 19,652 391 1,031.34 Python 3 #4 300.68 19,652 960 1,189.39 n-body source secs mem gz cpu secs Chapel #3 3.89 19,648 967 3.90 Chapel #2 5.65 19,648 977 5.65 Python 3 #2 362.72 19,656 1247 362.70 Python 3 368.32 19,656 1201 368.30 spectral-norm source secs mem gz cpu secs Chapel #2 0.74 19,648 348 2.89 Chapel 1.47 19,776 322 5.79 Python 3 #7 90.77 19,656 425 359.32 Python 3 #6 359.89 19,656 334 359.83 Python 3 #8 98.97 19,656 415 386.79 mandelbrot source secs mem gz cpu secs Chapel #3 1.17 37,760 582 4.64 Chapel 6.66 37,632 447 26.42 Python 3 #7 159.49 19,656 698 634.00 Python 3 #3 820.95 19,624 319 820.91 Python 3 #2 232.82 156,340 790 880.90 Python 3 #5 274.66 19,628 463 1,094.30 pidigits source secs mem gz cpu secs Chapel #4 0.75 19,648 515 0.76 Chapel #2 0.75 19,776 423 0.76 Python 3 #3 1.31 19,784 573 1.31 Python 3 #4 4.73 19,656 348 4.73 Python 3 #5 Failed regex-redux source secs mem gz cpu secs Python 3 #2 1.35 168,092 1411 2.62 Chapel #3 3.74 552,796 503 4.68 Chapel #2 4.53 552,788 498 5.47 Python 3 8.83 432,724 515 16.44 fasta source secs mem gz cpu secs Chapel #6 0.79 19,648 1108 0.80 Chapel #5 0.95 19,772 1391 3.47 Chapel #3 4.01 19,772 1219 4.02 Python 3 #2 38.53 19,652 1126 38.53 Python 3 #3 38.86 19,780 1007 38.86 Python 3 #5 26.54 827,148 1951 53.26 Python 3 60.37 19,652 823 60.37 k-nucleotide source secs mem gz cpu secs Chapel #4 4.96 192,256 1071 17.07 Chapel #3 5.86 192,256 1040 20.64 Python 3 #3 48.64 262,016 1970 184.81 Python 3 #8 87.79 506,880 663 262.44 Python 3 #9 77.06 380,416 614 263.65 Python 3 275.64 500,224 499 274.74 reverse-complement source secs mem gz cpu secs Chapel #8 0.95 1,057,024 1260 2.74 Chapel #3 1.68 1,618,560 709 3.23 Chapel #5 1.79 1,884,928 554 3.30 Python 3 #3 5.18 509,108 803 5.18 Python 3 #5 4.07 1,500,240 960 7.41 Python 3 #2 10.46 1,788,876 440 10.46 Python 3 10.69 1,987,304 484 10.69 Python 3 #6 7.86 2,484,084 821 11.49 Python 3 #4 13.91 4,003,712 343 13.91 binary-trees source secs mem gz cpu secs Chapel #3 8.69 367,360 494 29.22 Python 3 #2 110.47 273,024 344 110.46 Python 3 #4 34.53 277,632 481 126.59 Python 3 #5 35.74 275,456 669 127.53 Python 3 36.16 277,760 597 128.12 Python 3 #3 55.05 672,384 1247 158.56 Chapel chpl version 2.0.0 built with LLVM version 17.0.2 Copyright 2020-2024 Hewlett Packard Enterprise Development LP Copyright 2004-2019 Cray Inc. Python 3 Python 3.12.2 all Chapel programs & measurements all Python 3 programs & measurements