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Update examples
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5 changed files with 132 additions and 95 deletions
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@ -71,20 +71,17 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from jax.experimental.mesh_utils import create_device_mesh\n",
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"from jax.experimental.multihost_utils import process_allgather\n",
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"from jax.sharding import Mesh, NamedSharding\n",
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"from jax.sharding import PartitionSpec as P\n",
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"from jax.sharding import PartitionSpec as P, NamedSharding\n",
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"\n",
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"all_gather = partial(process_allgather, tiled=False)\n",
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"\n",
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"pdims = (2, 4)\n",
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"devices = create_device_mesh(pdims)\n",
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"mesh = Mesh(devices, axis_names=('x', 'y'))\n",
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"mesh = jax.make_mesh(pdims, axis_names=('x', 'y'))\n",
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"sharding = NamedSharding(mesh, P('x', 'y'))"
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]
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},
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@ -124,7 +121,7 @@
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"\n",
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" # Evolve the simulation forward\n",
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" ode_fn = ODETerm(\n",
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" make_diffrax_ode(cosmo, mesh_shape, paint_absolute_pos=False))\n",
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" make_diffrax_ode(mesh_shape, paint_absolute_pos=False , halo_size=halo_size , sharding=sharding))\n",
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" solver = LeapfrogMidpoint()\n",
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"\n",
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" stepsize_controller = ConstantStepSize()\n",
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@ -288,7 +285,7 @@
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"\n",
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" # Evolve the simulation forward\n",
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" ode_fn = ODETerm(\n",
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" make_diffrax_ode(cosmo, mesh_shape, paint_absolute_pos=False))\n",
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" make_diffrax_ode(mesh_shape, paint_absolute_pos=False , halo_size=halo_size , sharding=sharding))\n",
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" solver = Dopri5()\n",
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"\n",
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" stepsize_controller = PIDController(rtol=1e-5,atol=1e-5)\n",
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