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Update performance comparison
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### Performance Comparison (as of Thu Jan 11 14:15:51 UTC 2024)
### Performance Comparison (as of Thu Jan 11 21:07:37 UTC 2024)
## Compilation time
Algorithm | python | pythran_gnu | pythran_intel | numba | pyccel_fortran_gnu | pyccel_c_gnu | pyccel_fortran_intel | pyccel_c_intel
------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | -------------------------
Ackermann | - | 2.39 | - | 0.33 | 1.23 | 1.19 | - | -
Bellman Ford | - | 3.52 | - | 1.11 | 2.33 | 2.53 | - | -
Dijkstra | - | 2.46 | - | 1.57 | 2.38 | 2.53 | - | -
Euler | - | 2.80 | - | 2.05 | 2.29 | 2.51 | - | -
Midpoint Explicit | - | 3.22 | - | 3.02 | 2.62 | 2.83 | - | -
Midpoint Fixed | - | 3.44 | - | 3.11 | 2.52 | 2.73 | - | -
RK4 | - | 3.65 | - | 3.60 | 3.00 | 3.23 | - | -
FD - L Convection | - | 2.29 | - | 0.83 | 2.21 | 2.42 | - | -
FD - NL Convection | - | 3.24 | - | 0.85 | 2.22 | 2.44 | - | -
FD - Poisson | - | 3.36 | - | 1.25 | 2.34 | 2.52 | - | -
FD - Laplace | - | 6.47 | - | 2.92 | 2.66 | 2.87 | - | -
M-D | - | 6.15 | - | 3.84 | - | - | - | -
Ackermann | - | 2.37 | - | 0.32 | 1.23 | 1.15 | - | -
Bellman Ford | - | 3.46 | - | 1.13 | 2.35 | 2.49 | - | -
Dijkstra | - | 2.49 | - | 1.68 | 2.39 | 2.60 | - | -
Euler | - | 2.84 | - | 2.04 | 2.32 | 2.55 | - | -
Midpoint Explicit | - | 3.21 | - | 3.07 | 2.56 | 2.77 | - | -
Midpoint Fixed | - | 3.54 | - | 3.23 | 2.63 | 2.87 | - | -
RK4 | - | 3.88 | - | 3.75 | 3.10 | 3.24 | - | -
FD - L Convection | - | 2.46 | - | 0.87 | 2.30 | 2.48 | - | -
FD - NL Convection | - | 3.39 | - | 0.90 | 2.29 | 2.50 | - | -
FD - Poisson | - | 3.56 | - | 1.35 | 2.41 | 2.62 | - | -
FD - Laplace | - | 7.20 | - | 3.16 | 2.79 | 3.07 | - | -
M-D | - | 6.62 | - | 4.03 | - | - | - | -

## Execution time
Algorithm | python | pythran_gnu | pythran_intel | numba | pyccel_fortran_gnu | pyccel_c_gnu | pyccel_fortran_intel | pyccel_c_intel
------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | -------------------------
Ackermann (ms) | 305.00 | 2.85 | - | 9.52 | 1.49 | 1.51 | - | -
Bellman Ford (ms) | 1770.00 | 3.93 | - | 4.20 | 2.91 | 5.53 | - | -
Dijkstra (ms) | 4860.00 | 23.60 | - | 19.70 | 18.30 | 29.40 | - | -
Euler (ms) | 3770.00 | 28.30 | - | 38.10 | 15.80 | 142.00 | - | -
Midpoint Explicit (ms) | 7920.00 | 58.60 | - | 82.60 | 22.50 | 277.00 | - | -
Midpoint Fixed (ms) | 39300.00 | 243.00 | - | 382.00 | 70.90 | 1350.00 | - | -
RK4 (ms) | 19600.00 | 153.00 | - | 146.00 | 35.10 | 462.00 | - | -
FD - L Convection (ms) | 2260.00 | 1.57 | - | 2.90 | 1.44 | 1.77 | - | -
FD - NL Convection (ms) | 2800.00 | 1.76 | - | 2.63 | 1.75 | 1.91 | - | -
FD - Poisson (ms) | 6230.00 | 2.92 | - | 7.15 | 2.70 | 3.61 | - | -
FD - Laplace (ms) | 575.00 | 66.90 | - | 243.00 | 56.60 | 303.00 | - | -
M-D (ms) | 14700.00 | 14.80 | - | 55.40 | - | - | - | -
Ackermann (ms) | 309.00 | 2.95 | - | 9.76 | 1.55 | 1.55 | - | -
Bellman Ford (ms) | 1800.00 | 4.18 | - | 4.08 | 2.92 | 5.56 | - | -
Dijkstra (ms) | 5000.00 | 23.30 | - | 19.60 | 18.60 | 30.90 | - | -
Euler (ms) | 3890.00 | 28.40 | - | 39.10 | 15.70 | 141.00 | - | -
Midpoint Explicit (ms) | 8000.00 | 59.20 | - | 78.30 | 22.40 | 281.00 | - | -
Midpoint Fixed (ms) | 40500.00 | 254.00 | - | 392.00 | 75.00 | 1380.00 | - | -
RK4 (ms) | 20000.00 | 154.00 | - | 148.00 | 35.80 | 484.00 | - | -
FD - L Convection (ms) | 2320.00 | 1.70 | - | 2.83 | 1.45 | 1.62 | - | -
FD - NL Convection (ms) | 2810.00 | 1.82 | - | 2.83 | 1.71 | 2.19 | - | -
FD - Poisson (ms) | 6090.00 | 2.86 | - | 7.19 | 2.77 | 3.84 | - | -
FD - Laplace (ms) | 575.00 | 63.70 | - | 247.00 | 62.50 | 281.00 | - | -
M-D (ms) | 15200.00 | 15.20 | - | 59.70 | - | - | - | -
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