diff --git a/docs/source/compressible-rt-compare.ipynb b/docs/source/compressible-rt-compare.ipynb index a560a5547..e4649023c 100644 --- a/docs/source/compressible-rt-compare.ipynb +++ b/docs/source/compressible-rt-compare.ipynb @@ -29,7 +29,162 @@ }, { "cell_type": "markdown", - "id": "818bcb7a-92b1-4580-b3f4-d5862ee26006", + "id": "0509854d-e847-4b3a-a753-6f811161b3de", + "metadata": {}, + "source": [ + "## First run" + ] + }, + { + "cell_type": "markdown", + "id": "e450d5e9-6f7b-4232-8f29-6e9b70812f2d", + "metadata": {}, + "source": [ + "To start, let's just run with problem with the `compressible` solver and look at the default parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bfce18f5-a7e7-4e41-b547-75e1948155e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solver = compressible\n", + "Problem = rt\n", + "Simulation time = 0.0\n", + "Simulation step number = 0\n", + "\n", + "Runtime Parameters\n", + "------------------\n", + "compressible.cvisc = 0.1\n", + "compressible.delta = 0.33\n", + "compressible.grav = -1.0\n", + "compressible.limiter = 2\n", + "compressible.riemann = HLLC\n", + "compressible.use_flattening = 1\n", + "compressible.z0 = 0.75\n", + "compressible.z1 = 0.85\n", + "driver.cfl = 0.8\n", + "driver.fix_dt = -1.0\n", + "driver.init_tstep_factor = 0.01\n", + "driver.max_dt_change = 2.0\n", + "driver.max_steps = 10000\n", + "driver.tmax = 3.0\n", + "driver.verbose = 0\n", + "eos.gamma = 1.4\n", + "io.basename = rt_\n", + "io.do_io = 1\n", + "io.dt_out = 0.1\n", + "io.n_out = 100\n", + "mesh.grid_type = Cartesian2d\n", + "mesh.nx = 64\n", + "mesh.ny = 192\n", + "mesh.xlboundary = periodic\n", + "mesh.xmax = 1.0\n", + "mesh.xmin = 0.0\n", + "mesh.xrboundary = periodic\n", + "mesh.ylboundary = hse\n", + "mesh.ymax = 3.0\n", + "mesh.ymin = 0.0\n", + "mesh.yrboundary = hse\n", + "particles.do_particles = 0\n", + "particles.n_particles = 100\n", + "particles.particle_generator = grid\n", + "rt.amp = 0.25\n", + "rt.dens1 = 1.0\n", + "rt.dens2 = 2.0\n", + "rt.p0 = 10.0\n", + "rt.sigma = 0.1\n", + "vis.dovis = 0\n", + "vis.store_images = 0\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/raid/zingale/development/pyro2/pyro/compressible/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", + " 0.5*(xmom[:, :]**2 + ymom[:, :]**2)/dens[:, :]\n" + ] + } + ], + "source": [ + "p = Pyro(\"compressible\")\n", + "p.initialize_problem(problem_name=\"rt\")\n", + "print(p)" + ] + }, + { + "cell_type": "markdown", + "id": "f1cabf6e-a368-4e03-8522-255ab0146d0c", + "metadata": {}, + "source": [ + "We see the default grid is $64\\times 192$ zones, periodic in the $x$ direction, and hydrostatic boundary conditions vertically. We note that the HSE BCs are not designed for the 4th order solvers, so we will need to switch to reflecting boundaries for that solver." + ] + }, + { + "cell_type": "markdown", + "id": "9561588c-419a-4dc0-8753-0dd40e99f361", + "metadata": {}, + "source": [ + "Now we can run and look at the output. This can take a while..." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a3278d6b-81b6-4c17-a214-17840c162fbf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p.run_sim()\n", + "p.sim.dovis()" + ] + }, + { + "cell_type": "markdown", + "id": "754feb65-82ae-41ba-bae8-01ed70c0c110", + "metadata": {}, + "source": [ + "## Comparisons" + ] + }, + { + "cell_type": "markdown", + "id": "758f50e0-05a0-4931-8d8d-bad47c9223fe", + "metadata": {}, + "source": [ + "To speed up the comparison, we'll use a coarser grid. The amount of work in 2D scales like $\\mathcal{O}(N^3)$ (where the additional power comes from the timestep constraint). So cutting the number of zones in half will run 8 times faster." + ] + }, + { + "cell_type": "markdown", + "id": "d6ecf941-02e5-430c-b89d-abbed27eddc9", "metadata": {}, "source": [ "We'll append the `Pyro` objects to the `runs` list as we do the simulations." @@ -37,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "2940380a-67f3-4dff-8bd8-af8079464d30", "metadata": {}, "outputs": [], @@ -56,13 +211,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "id": "51f5f2d9-2e42-4257-aa1f-b7e6e4079393", "metadata": {}, "outputs": [], "source": [ - "problem = \"rt\"\n", - "params = {\"mesh.nx\": 32, \"mesh.ny\": 96, \"driver.cfl\": 0.8}" + "params = {\"mesh.nx\": 32, \"mesh.ny\": 96}" ] }, { @@ -75,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "id": "78825cbd-1643-471b-b6fc-1efc77d833df", "metadata": {}, "outputs": [ @@ -83,11 +237,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/zingale/development/pyro2/pyro/compressible/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", + "/raid/zingale/development/pyro2/pyro/compressible/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", " 0.5*(xmom[:, :]**2 + ymom[:, :]**2)/dens[:, :]\n", - "/home/zingale/development/pyro2/pyro/compressible_rk/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", + "/raid/zingale/development/pyro2/pyro/compressible_rk/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", " 0.5*(xmom[:, :]**2 + ymom[:, :]**2)/dens[:, :]\n", - "/home/zingale/development/pyro2/pyro/compressible_fv4/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", + "/raid/zingale/development/pyro2/pyro/compressible_fv4/problems/rt.py:72: RuntimeWarning: invalid value encountered in divide\n", " 0.5*(xmom[:, :]**2 + ymom[:, :]**2)/dens[:, :]\n" ] } @@ -95,7 +249,10 @@ "source": [ "for s in solvers:\n", " p = Pyro(s)\n", - " p.initialize_problem(problem_name=problem, inputs_dict=params)\n", + " extra_params = {}\n", + " if s == \"compressible_fv4\":\n", + " extra_params = {\"mesh.ylboundary\": \"reflect\", \"mesh.yrboundary\": \"reflect\"}\n", + " p.initialize_problem(problem_name=\"rt\", inputs_dict=params|extra_params)\n", " p.run_sim()\n", " runs.append(p)" ] @@ -112,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "id": "9afb841c-f08f-4554-8fcb-06939d0fa131", "metadata": {}, "outputs": [], @@ -123,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "id": "e208db0e-267e-4499-85e8-1e9f915d2a51", "metadata": { "scrolled": true @@ -132,16 +289,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]