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| 1 | +from parcels import AdvectionRK4, FieldSet, ParticleSet, ScipyParticle, JITParticle |
| 2 | +import numpy as np |
| 3 | +from datetime import timedelta |
| 4 | + |
| 5 | + |
| 6 | +class ParticleExecutionJIT: |
| 7 | + def setup(self): |
| 8 | + xdim = ydim = zdim = 2 |
| 9 | + npart = 1_000 |
| 10 | + |
| 11 | + dimensions = { |
| 12 | + "lon": np.linspace(0.0, 1e4, xdim, dtype=np.float32), |
| 13 | + "lat": np.linspace(0.0, 1e4, ydim, dtype=np.float32), |
| 14 | + "depth": np.linspace(0.0, 1.0, zdim, dtype=np.float32), |
| 15 | + } |
| 16 | + data = { |
| 17 | + "U": np.ones((xdim, ydim, zdim), dtype=np.float32), |
| 18 | + "V": np.zeros((xdim, ydim, zdim), dtype=np.float32), |
| 19 | + } |
| 20 | + data["U"][:, :, 0] = 0.0 |
| 21 | + fieldset = FieldSet.from_data(data, dimensions, mesh="flat", transpose=True) |
| 22 | + |
| 23 | + self.pset = ParticleSet( |
| 24 | + fieldset, |
| 25 | + pclass=JITParticle, |
| 26 | + lon=np.zeros(npart), |
| 27 | + lat=np.zeros(npart) + 1e2, |
| 28 | + depth=np.linspace(0, 1, npart), |
| 29 | + ) |
| 30 | + # trigger compilation |
| 31 | + self.pset.execute(AdvectionRK4, runtime=0, dt=timedelta(seconds=30)) |
| 32 | + |
| 33 | + def time_run_single_timestep(self): |
| 34 | + self.pset.execute( |
| 35 | + AdvectionRK4, runtime=timedelta(seconds=1 * 30), dt=timedelta(seconds=30) |
| 36 | + ) |
| 37 | + |
| 38 | + def time_run_many_timesteps(self): |
| 39 | + self.pset.execute( |
| 40 | + AdvectionRK4, runtime=timedelta(seconds=100 * 30), dt=timedelta(seconds=30) |
| 41 | + ) |
| 42 | + |
| 43 | + |
| 44 | +class ParticleExecutionScipy: |
| 45 | + def setup(self): |
| 46 | + xdim = ydim = zdim = 2 |
| 47 | + npart = 1_000 |
| 48 | + |
| 49 | + dimensions = { |
| 50 | + "lon": np.linspace(0.0, 1e4, xdim, dtype=np.float32), |
| 51 | + "lat": np.linspace(0.0, 1e4, ydim, dtype=np.float32), |
| 52 | + "depth": np.linspace(0.0, 1.0, zdim, dtype=np.float32), |
| 53 | + } |
| 54 | + data = { |
| 55 | + "U": np.ones((xdim, ydim, zdim), dtype=np.float32), |
| 56 | + "V": np.zeros((xdim, ydim, zdim), dtype=np.float32), |
| 57 | + } |
| 58 | + data["U"][:, :, 0] = 0.0 |
| 59 | + fieldset = FieldSet.from_data(data, dimensions, mesh="flat", transpose=True) |
| 60 | + |
| 61 | + self.pset = ParticleSet( |
| 62 | + fieldset, |
| 63 | + pclass=ScipyParticle, |
| 64 | + lon=np.zeros(npart), |
| 65 | + lat=np.zeros(npart) + 1e2, |
| 66 | + depth=np.linspace(0, 1, npart), |
| 67 | + ) |
| 68 | + |
| 69 | + def time_run_single_timestep(self): |
| 70 | + self.pset.execute( |
| 71 | + AdvectionRK4, runtime=timedelta(seconds=1 * 30), dt=timedelta(seconds=30) |
| 72 | + ) |
| 73 | + |
| 74 | + def time_run_many_timesteps(self): |
| 75 | + self.pset.execute( |
| 76 | + AdvectionRK4, runtime=timedelta(seconds=100 * 30), dt=timedelta(seconds=30) |
| 77 | + ) |
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