Performance Comparison (as of Tue Jun 14 13:19:45 UTC 2022)

Compilation time

Algorithm	python	pythran	numba	pyccel	pyccel_c
Ackermann	-	3.70	0.48	1.53	1.37
Bellman Ford	-	5.05	1.00	2.21	2.16
Dijkstra	-	6.25	1.30	2.34	-
Euler	-	7.64	1.52	2.29	2.27
Midpoint Explicit	-	8.69	2.21	2.79	2.69
Midpoint Fixed	-	9.61	2.65	2.77	2.70
RK4	-	9.16	2.62	3.18	-
FD - L Convection	-	3.95	0.43	2.04	2.03
FD - NL Convection	-	4.15	0.44	2.11	2.34
FD - Poisson	-	10.87	1.00	2.35	2.21
FD - Laplace	-	18.45	2.12	2.90	-
M-D	-	15.12	5.81	3.69	3.29

Algorithm	python	pythran	numba	pyccel	pyccel_c
Ackermann (ms)	528.00 $\pm$ 16.00	18.10 $\pm$ 1.20	34.60 $\pm$ 1.70	3.65 $\pm$ 0.12	4.15 $\pm$ 0.14
Bellman Ford (ns)	77200.00 $\pm$ 3900.00	470.00 $\pm$ 18.00	639.00 $\pm$ 22.00	282.00 $\pm$ 11.00	603.00 $\pm$ 53.00
Dijkstra (ns)	40600.00 $\pm$ 1200.00	418.00 $\pm$ 21.00	418.00 $\pm$ 27.00	350.00 $\pm$ 12.00	-
Euler (ms)	72.20 $\pm$ 5.10	0.75 $\pm$ 0.03	1.02 $\pm$ 0.04	0.24 $\pm$ 0.02	3.62 $\pm$ 0.13
Midpoint Explicit (ms)	147.00 $\pm$ 9.00	1.66 $\pm$ 0.05	2.69 $\pm$ 0.08	0.31 $\pm$ 0.01	6.54 $\pm$ 0.58
Midpoint Fixed (ms)	721.00 $\pm$ 45.00	9.49 $\pm$ 0.32	14.90 $\pm$ 0.60	1.09 $\pm$ 0.03	26.50 $\pm$ 0.90
RK4 (ms)	324.00 $\pm$ 17.00	2.48 $\pm$ 0.08	5.21 $\pm$ 0.21	0.94 $\pm$ 0.03	-
FD - L Convection (ms)	2560.00 $\pm$ 50.00	2.09 $\pm$ 0.04	11.60 $\pm$ 0.60	2.35 $\pm$ 0.09	2.25 $\pm$ 0.06
FD - NL Convection (ms)	3760.00 $\pm$ 130.00	2.05 $\pm$ 0.06	11.70 $\pm$ 0.60	2.05 $\pm$ 0.13	2.33 $\pm$ 0.07
FD - Poisson (ms)	5670.00 $\pm$ 180.00	3.78 $\pm$ 0.11	14.40 $\pm$ 0.80	5.06 $\pm$ 0.12	3.61 $\pm$ 0.12
FD - Laplace (\textmu s)	112.00 $\pm$ 8.00	3.15 $\pm$ 0.14	12.20 $\pm$ 0.30	2.79 $\pm$ 0.14	-
M-D (ms)	66800.00 $\pm$ 1700.00	77.80 $\pm$ 2.60	280.00 $\pm$ 16.00	69.50 $\pm$ 1.80	82.40 $\pm$ 4.50