diff --git a/data/LJsampletraj.gsd b/data/LJsampletraj.gsd index 8bf0809..b75f2f6 100644 Binary files a/data/LJsampletraj.gsd and b/data/LJsampletraj.gsd differ diff --git a/examples/StaticStructureFactor-LJ/StaticStructureFactor-LJ.py b/examples/StaticStructureFactor-LJ/StaticStructureFactor-LJ.py new file mode 100644 index 0000000..39949bd --- /dev/null +++ b/examples/StaticStructureFactor-LJ/StaticStructureFactor-LJ.py @@ -0,0 +1,53 @@ +import itertools +import math + +import gsd.hoomd +import hoomd +import numpy + +if __name__ == "__main__": + # create a particle lattice + m = 10 + N_particles = m ** 3 + spacing = 1.3 + K = math.ceil(N_particles ** (1 / 3)) + L = K * spacing + x = numpy.linspace(-L / 2, L / 2, K, endpoint=False) + position = list(itertools.product(x, repeat=3)) + + # create a Snapshot from the particle configuration + snapshot = gsd.hoomd.Snapshot() + snapshot.particles.N = N_particles + snapshot.particles.position = position[0:N_particles] + snapshot.particles.typeid = [0] * N_particles + snapshot.configuration.box = [L, L, L, 0, 0, 0] + snapshot.particles.types = ["A"] + + # initialize a simulation from the snapshot + cpu = hoomd.device.CPU() + sim = hoomd.Simulation(device=cpu, seed=1) + sim.create_state_from_snapshot(snapshot) + + # configure the integrator and LJ potential + integrator = hoomd.md.Integrator(dt=0.005) + cell = hoomd.md.nlist.Cell() + lj = hoomd.md.pair.LJ(nlist=cell) + lj.params[("A", "A")] = dict(epsilon=1, sigma=1) + lj.r_cut[("A", "A")] = 2.5 + integrator.forces.append(lj) + nvt = hoomd.md.methods.NVT(kT=1.5, filter=hoomd.filter.All(), tau=1.0) + integrator.methods.append(nvt) + + # link the integrator to the simulation, assign initial particle momenta + sim.operations.integrator = integrator + sim.state.thermalize_particle_momenta(filter=hoomd.filter.All(), kT=1.5) + + # add a gsd writer, this will write 4 frames from the trajectory + gsd_writer = hoomd.write.GSD( + filename="../data/LJsampleTraj.gsd", + trigger=hoomd.trigger.Periodic(2500), + mode="wb", + ) + sim.operations.writers.append(gsd_writer) + + sim.run(10000) diff --git a/module_intros/diffraction.StaticStructureFactor.ipynb b/module_intros/diffraction.StaticStructureFactor.ipynb index 43f1447..8a862cc 100644 --- a/module_intros/diffraction.StaticStructureFactor.ipynb +++ b/module_intros/diffraction.StaticStructureFactor.ipynb @@ -31,17 +31,17 @@ "source": [ "## Lennard-Jones Liquid Example\n", "\n", - "One of the use cases for $S(k)$ is to characterize structure of liquids. The example shown here uses data generated by a HOOMD-blue simulation of a 1000 particle system subject to the Lennard-Jones potential. See the HOOMD-blue [documentation](https://hoomd-blue.readthedocs.io/en/latest/) and [examples](https://github.com/glotzerlab/hoomd-examples) for more information." + "One of the use cases for $S(k)$ is to characterize structure of liquids. The example shown here uses data generated by a HOOMD-blue simulation of a 1000 particle system subject to the Lennard-Jones potential. A script that runs this simulation is available in `examples/StaticStructureFactor-LJ/`. See the HOOMD-blue [documentation](https://hoomd-blue.readthedocs.io/en/latest/) and [examples](https://github.com/glotzerlab/hoomd-examples) for more information." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -98,7 +98,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -255,7 +255,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.2" + "version": "3.9.0" } }, "nbformat": 4,