This commit is contained in:
Wassim Kabalan 2024-12-08 22:45:09 +01:00
parent 7823fdaf98
commit af29c4005d
7 changed files with 68 additions and 63 deletions

View file

@ -1,65 +1,59 @@
# Parameterized fixture for mesh_shape
import os
import pytest
os.environ["EQX_ON_ERROR"] = "nan"
setup_done = False
on_cluster = False
def is_on_cluster():
global on_cluster
return on_cluster
global on_cluster
return on_cluster
def initialize_distributed():
global setup_done
global on_cluster
if not setup_done:
if "SLURM_JOB_ID" in os.environ:
on_cluster = True
print("Running on cluster")
import jax
jax.distributed.initialize()
setup_done = True
on_cluster = True
else:
print("Running locally")
setup_done = True
on_cluster = False
os.environ["JAX_PLATFORM_NAME"] = "cpu"
os.environ["XLA_FLAGS"] = "--xla_force_host_platform_device_count=8"
import jax
@pytest.fixture(scope="session", autouse=True)
def setup_and_teardown_session():
# Code to run at the start of the session
print("Starting session...")
initialize_distributed()
# Setup code here
# e.g., connecting to a database, initializing some resources, etc.
global setup_done
global on_cluster
if not setup_done:
if "SLURM_JOB_ID" in os.environ:
on_cluster = True
print("Running on cluster")
import jax
jax.distributed.initialize()
setup_done = True
on_cluster = True
else:
print("Running locally")
setup_done = True
on_cluster = False
os.environ["JAX_PLATFORM_NAME"] = "cpu"
os.environ[
"XLA_FLAGS"] = "--xla_force_host_platform_device_count=8"
import jax
@pytest.fixture(
scope="session",
params=[
((64, 64, 64) , (512., 512., 512.)), # BOX
((64, 64, 128) , (256. , 256. , 512.)), # RECTANGULAR
((32, 32, 32), (256., 256., 256.)), # BOX
((32, 32, 64), (256., 256., 512.)), # RECTANGULAR
])
def simulation_config(request):
return request.param
@pytest.fixture(scope="session", params=[0.1 , 0.5 , 0.8])
@pytest.fixture(scope="session", params=[0.1, 0.5, 0.8])
def lpt_scale_factor(request):
return request.param
@pytest.fixture(scope="session")
def cosmo():
from jax_cosmo import Cosmology
from functools import partial
from jax_cosmo import Cosmology
Planck18 = partial(
Cosmology,
# Omega_m = 0.3111
@ -85,9 +79,9 @@ def particle_mesh(simulation_config):
@pytest.fixture(scope="session")
def fpm_initial_conditions(cosmo, particle_mesh):
from jax import numpy as jnp
import jax_cosmo as jc
import numpy as np
from jax import numpy as jnp
# Generate initial particle positions
grid = particle_mesh.generate_uniform_particle_grid(shift=0).astype(
@ -117,7 +111,8 @@ def initial_conditions(fpm_initial_conditions):
@pytest.fixture(scope="session")
def solver(cosmo, particle_mesh):
from fastpm.core import Solver, Cosmology as FastPMCosmology
from fastpm.core import Cosmology as FastPMCosmology
from fastpm.core import Solver
ref_cosmo = FastPMCosmology(cosmo)
return Solver(particle_mesh, ref_cosmo, B=1)
@ -150,8 +145,8 @@ def fpm_lpt2_field(fpm_lpt2, particle_mesh):
@pytest.fixture(scope="session")
def nbody_from_lpt1(solver, fpm_lpt1, particle_mesh, lpt_scale_factor):
from fastpm.core import leapfrog
import numpy as np
from fastpm.core import leapfrog
if lpt_scale_factor == 0.8:
pytest.skip("Do not run nbody simulation from scale factor 0.8")
@ -166,8 +161,8 @@ def nbody_from_lpt1(solver, fpm_lpt1, particle_mesh, lpt_scale_factor):
@pytest.fixture(scope="session")
def nbody_from_lpt2(solver, fpm_lpt2, particle_mesh, lpt_scale_factor):
from fastpm.core import leapfrog
import numpy as np
from fastpm.core import leapfrog
if lpt_scale_factor == 0.8:
pytest.skip("Do not run nbody simulation from scale factor 0.8")

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@ -1,10 +1,13 @@
import jax.numpy as jnp
def MSE(x , y):
def MSE(x, y):
return jnp.mean((x - y)**2)
def MSE_3D(x , y):
def MSE_3D(x, y):
return ((x - y)**2).mean(axis=0)
def MSRE(x , y):
return jnp.mean(((x - y)/ y)**2)
def MSRE(x, y):
return jnp.mean(((x - y) / y)**2)