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Update performance comparison
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### Performance Comparison (as of Thu Feb 8 15:54:18 UTC 2024)
### Performance Comparison (as of Thu Feb 8 16:39:33 UTC 2024)
## Compilation time
Algorithm | python | pythran_gnu | pythran_intel | numba | pyccel_fortran_gnu | pyccel_c_gnu | pyccel_fortran_intel | pyccel_c_intel
------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | -------------------------
Ackermann | - | 2.43 | - | 0.33 | 1.26 | 1.22 | - | -
Bellman Ford | - | 3.48 | - | 1.11 | - | - | - | -
Dijkstra | - | 2.45 | - | 1.62 | 2.41 | 2.53 | - | -
Euler | - | 2.83 | - | 2.04 | 2.32 | 2.52 | - | -
Midpoint Explicit | - | 3.11 | - | 3.05 | 2.53 | 2.78 | - | -
Midpoint Fixed | - | 3.55 | - | 3.21 | 2.63 | 2.87 | - | -
RK4 | - | 3.93 | - | 3.82 | 3.08 | 3.28 | - | -
FD - L Convection | - | 2.44 | - | 0.87 | 2.28 | 2.50 | - | -
FD - NL Convection | - | 3.43 | - | 0.94 | 2.30 | 2.51 | - | -
FD - Poisson | - | 3.58 | - | 1.37 | 2.42 | 2.60 | - | -
FD - Laplace | - | 7.15 | - | 3.16 | 2.76 | 2.98 | - | -
M-D | - | 6.48 | - | 4.17 | 3.12 | 3.13 | - | -
Ackermann | - | 2.42 | - | 0.32 | 1.22 | 1.17 | - | -
Bellman Ford | - | 3.41 | - | 1.09 | - | - | - | -
Dijkstra | - | 2.41 | - | 1.58 | 2.40 | 2.53 | - | -
Euler | - | 2.73 | - | 2.03 | 2.28 | 2.51 | - | -
Midpoint Explicit | - | 3.08 | - | 3.01 | 2.55 | 2.73 | - | -
Midpoint Fixed | - | 3.49 | - | 3.21 | 2.59 | 2.81 | - | -
RK4 | - | 3.84 | - | 3.76 | 3.06 | 3.23 | - | -
FD - L Convection | - | 2.42 | - | 0.89 | 2.25 | 2.49 | - | -
FD - NL Convection | - | 3.33 | - | 0.90 | 2.27 | 2.49 | - | -
FD - Poisson | - | 3.38 | - | 1.33 | 2.38 | 2.63 | - | -
FD - Laplace | - | 6.87 | - | 3.08 | 2.74 | 2.95 | - | -
M-D | - | 6.35 | - | 4.04 | 3.12 | 3.13 | - | -

## Execution time
Algorithm | python | pythran_gnu | pythran_intel | numba | pyccel_fortran_gnu | pyccel_c_gnu | pyccel_fortran_intel | pyccel_c_intel
------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | -------------------------
Ackermann (ms) | 302.00 | 2.95 | - | 9.60 | 1.50 | 1.54 | - | -
Bellman Ford (ms) | 1810.00 | 4.15 | - | 4.10 | - | - | - | -
Dijkstra (ms) | 4980.00 | 24.60 | - | 20.40 | 19.70 | 29.80 | - | -
Euler (ms) | 3940.00 | 29.60 | - | 37.50 | 15.00 | 141.00 | - | -
Midpoint Explicit (ms) | 8070.00 | 59.00 | - | 77.00 | 23.90 | 279.00 | - | -
Midpoint Fixed (ms) | 40700.00 | 254.00 | - | 393.00 | 76.00 | 1390.00 | - | -
RK4 (ms) | 20600.00 | 162.00 | - | 140.00 | 37.00 | 491.00 | - | -
FD - L Convection (ms) | 2320.00 | 1.63 | - | 2.66 | 1.48 | 1.84 | - | -
FD - NL Convection (ms) | 2850.00 | 1.97 | - | 2.81 | 1.77 | 2.19 | - | -
FD - Poisson (ms) | 6290.00 | 3.01 | - | 7.23 | 2.75 | 3.84 | - | -
FD - Laplace (ms) | 626.00 | 64.60 | - | 245.00 | 58.50 | 255.00 | - | -
M-D (ms) | 14800.00 | 15.20 | - | 58.90 | 53.80 | 59.30 | - | -
Ackermann (ms) | 308.00 | 2.95 | - | 9.62 | 1.55 | 1.54 | - | -
Bellman Ford (ms) | 1790.00 | 4.16 | - | 4.07 | - | - | - | -
Dijkstra (ms) | 5030.00 | 23.00 | - | 20.30 | 19.50 | 29.90 | - | -
Euler (ms) | 3850.00 | 28.10 | - | 37.20 | 14.60 | 141.00 | - | -
Midpoint Explicit (ms) | 7990.00 | 58.80 | - | 77.50 | 22.20 | 280.00 | - | -
Midpoint Fixed (ms) | 40300.00 | 255.00 | - | 394.00 | 74.40 | 1390.00 | - | -
RK4 (ms) | 20200.00 | 154.00 | - | 180.00 | 35.90 | 489.00 | - | -
FD - L Convection (ms) | 2290.00 | 1.63 | - | 2.78 | 1.48 | 1.62 | - | -
FD - NL Convection (ms) | 2910.00 | 1.99 | - | 2.90 | 1.82 | 2.19 | - | -
FD - Poisson (ms) | 6380.00 | 2.90 | - | 7.16 | 2.78 | 3.79 | - | -
FD - Laplace (ms) | 583.00 | 67.50 | - | 246.00 | 62.20 | 308.00 | - | -
M-D (ms) | 14900.00 | 15.30 | - | 58.80 | 53.70 | 59.20 | - | -
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