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Update performance comparison
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### Performance Comparison (as of Mon Feb 12 09:08:40 UTC 2024)
### Performance Comparison (as of Mon Feb 12 12:27:05 UTC 2024)
## Compilation time
Algorithm | python | pythran_gnu | pythran_intel | numba | pyccel_fortran_gnu | pyccel_c_gnu | pyccel_fortran_intel | pyccel_c_intel
------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | ------------------------- | -------------------------
Ackermann | - | 2.36 | - | 0.32 | 1.24 | 1.19 | - | -
Bellman Ford | - | 3.41 | - | 1.10 | - | - | - | -
Dijkstra | - | 2.41 | - | 1.60 | 2.42 | 2.52 | - | -
Euler | - | 2.81 | - | 2.05 | 2.29 | 2.52 | - | -
Midpoint Explicit | - | 3.19 | - | 3.06 | 2.57 | 2.76 | - | -
Midpoint Fixed | - | 3.51 | - | 3.26 | 2.59 | 2.85 | - | -
RK4 | - | 3.86 | - | 3.79 | 3.07 | 3.22 | - | -
FD - L Convection | - | 2.39 | - | 0.89 | 2.27 | 2.53 | - | -
FD - NL Convection | - | 3.38 | - | 0.89 | 2.26 | 2.48 | - | -
FD - Poisson | - | 3.45 | - | 1.36 | 2.41 | 2.59 | - | -
FD - Laplace | - | 6.86 | - | 3.06 | 2.73 | 2.98 | - | -
M-D | - | 6.44 | - | 4.09 | 3.11 | 3.15 | - | -
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 | - | -

## 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 | - | 9.70 | 1.50 | 1.55 | - | -
Bellman Ford (ms) | 1770.00 | 4.18 | - | 4.12 | - | - | - | -
Dijkstra (ms) | 5030.00 | 23.50 | - | 20.00 | 18.80 | 29.80 | - | -
Euler (ms) | 3930.00 | 28.30 | - | 37.20 | 15.50 | 141.00 | - | -
Midpoint Explicit (ms) | 7990.00 | 59.90 | - | 81.80 | 22.30 | 279.00 | - | -
Midpoint Fixed (ms) | 40600.00 | 255.00 | - | 376.00 | 74.60 | 1420.00 | - | -
RK4 (ms) | 20000.00 | 162.00 | - | 146.00 | 33.00 | 487.00 | - | -
FD - L Convection (ms) | 2310.00 | 1.62 | - | 2.68 | 1.47 | 1.62 | - | -
FD - NL Convection (ms) | 2870.00 | 1.83 | - | 2.86 | 1.66 | 1.98 | - | -
FD - Poisson (ms) | 6360.00 | 2.92 | - | 7.21 | 2.79 | 3.79 | - | -
FD - Laplace (ms) | 582.00 | 68.10 | - | 245.00 | 58.00 | 305.00 | - | -
M-D (ms) | 14700.00 | 15.20 | - | 59.60 | 54.00 | 59.20 | - | -
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 | - | -
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