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Update performance comparison
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### Performance Comparison (as of Mon Feb 12 12:27:05 UTC 2024)
### Performance Comparison (as of Mon Feb 12 22:18:22 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 | 1.17 | - | -
Bellman Ford | - | 3.42 | - | 1.10 | - | - | - | -
Dijkstra | - | 2.40 | - | 1.59 | 2.41 | 2.54 | - | -
Euler | - | 2.76 | - | 2.04 | 2.30 | 2.53 | - | -
Midpoint Explicit | - | 3.15 | - | 3.04 | 2.58 | 2.80 | - | -
Midpoint Fixed | - | 3.54 | - | 3.26 | 2.65 | 2.89 | - | -
RK4 | - | 3.84 | - | 3.82 | 3.08 | 3.24 | - | -
FD - L Convection | - | 2.39 | - | 0.87 | 2.27 | 2.52 | - | -
FD - NL Convection | - | 3.37 | - | 0.90 | 2.27 | 2.50 | - | -
FD - Poisson | - | 3.44 | - | 1.34 | 2.39 | 2.58 | - | -
FD - Laplace | - | 6.68 | - | 3.06 | 2.73 | 2.93 | - | -
M-D | - | 6.33 | - | 4.04 | 3.11 | 3.10 | - | -
Ackermann | - | 2.31 | - | 0.33 | 1.22 | 1.18 | - | -
Bellman Ford | - | 3.43 | - | 1.09 | - | - | - | -
Dijkstra | - | 2.39 | - | 1.59 | 2.41 | 2.52 | - | -
Euler | - | 2.75 | - | 2.04 | 2.28 | 2.50 | - | -
Midpoint Explicit | - | 3.13 | - | 3.06 | 2.55 | 2.79 | - | -
Midpoint Fixed | - | 3.52 | - | 3.22 | 2.63 | 2.83 | - | -
RK4 | - | 3.82 | - | 3.80 | 3.04 | 3.23 | - | -
FD - L Convection | - | 2.38 | - | 0.87 | 2.28 | 2.49 | - | -
FD - NL Convection | - | 3.35 | - | 0.89 | 2.25 | 2.50 | - | -
FD - Poisson | - | 3.40 | - | 1.35 | 2.39 | 2.61 | - | -
FD - Laplace | - | 6.70 | - | 3.08 | 2.73 | 2.94 | - | -
M-D | - | 6.36 | - | 4.07 | 3.09 | 3.10 | - | -

## 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 | 2.95 | - | 9.61 | 1.55 | 1.50 | - | -
Bellman Ford (ms) | 1800.00 | 4.16 | - | 4.14 | - | - | - | -
Dijkstra (ms) | 4990.00 | 22.80 | - | 19.70 | 19.20 | 31.00 | - | -
Euler (ms) | 3960.00 | 28.20 | - | 37.00 | 15.60 | 142.00 | - | -
Midpoint Explicit (ms) | 8060.00 | 59.10 | - | 76.60 | 23.90 | 280.00 | - | -
Midpoint Fixed (ms) | 41000.00 | 255.00 | - | 394.00 | 74.40 | 1400.00 | - | -
RK4 (ms) | 20600.00 | 163.00 | - | 143.00 | 34.40 | 484.00 | - | -
FD - L Convection (ms) | 2310.00 | 1.62 | - | 2.65 | 1.48 | 1.62 | - | -
FD - NL Convection (ms) | 2890.00 | 1.84 | - | 2.81 | 1.65 | 1.99 | - | -
FD - Poisson (ms) | 6300.00 | 2.94 | - | 7.25 | 2.76 | 3.81 | - | -
FD - Laplace (ms) | 582.00 | 64.10 | - | 245.00 | 58.20 | 255.00 | - | -
M-D (ms) | 15000.00 | 15.20 | - | 59.00 | 53.80 | 59.50 | - | -
Ackermann (ms) | 306.00 | 2.95 | - | 9.73 | 1.55 | 1.50 | - | -
Bellman Ford (ms) | 1800.00 | 4.18 | - | 4.08 | - | - | - | -
Dijkstra (ms) | 4970.00 | 23.90 | - | 19.50 | 19.20 | 29.60 | - | -
Euler (ms) | 3870.00 | 28.20 | - | 37.00 | 15.30 | 142.00 | - | -
Midpoint Explicit (ms) | 8020.00 | 68.80 | - | 82.20 | 23.50 | 282.00 | - | -
Midpoint Fixed (ms) | 40100.00 | 255.00 | - | 398.00 | 75.00 | 1380.00 | - | -
RK4 (ms) | 20200.00 | 171.00 | - | 146.00 | 35.10 | 483.00 | - | -
FD - L Convection (ms) | 2290.00 | 1.65 | - | 2.67 | 1.45 | 1.63 | - | -
FD - NL Convection (ms) | 2850.00 | 1.84 | - | 2.82 | 1.67 | 2.19 | - | -
FD - Poisson (ms) | 6400.00 | 2.96 | - | 7.17 | 2.76 | 3.84 | - | -
FD - Laplace (ms) | 584.00 | 64.10 | - | 246.00 | 58.00 | 307.00 | - | -
M-D (ms) | 15100.00 | 15.20 | - | 59.40 | 54.10 | 59.20 | - | -
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