diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 7f797012..561bd09d 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -63,6 +63,7 @@ repos: rev: "v2.2.6" hooks: - id: codespell + exclude: notebooks - repo: https://github.com/shellcheck-py/shellcheck-py rev: "v0.9.0.6" diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb new file mode 100644 index 00000000..b52a054a --- /dev/null +++ b/notebooks/example.ipynb @@ -0,0 +1,783 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1b444d9d-3a14-419f-a35c-a2da4302160a", + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "\n", + "import astropy.units as u\n", + "\n", + "import gala.dynamics as gd\n", + "import gala.potential as gp\n", + "from gala.dynamics import mockstream as ms\n", + "\n", + "import jax\n", + "import jax.numpy as jnp\n", + "from jax import config\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "\n", + "import galdynamix.potential as gpx\n", + "import galdynamix.dynamics as gdx\n", + "from galdynamix.units import UnitSystem\n", + "\n", + "config.update(\"jax_enable_x64\", True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Potentials" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "usys = UnitSystem(u.kpc, u.Myr, u.Msun, u.radian)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "15c0512f-48f8-4223-b575-346b5c252d2e", + "metadata": {}, + "outputs": [], + "source": [ + "## Define a MW Potential Model\n", + "params_global = {\n", + " \"m_disk\": 5.0e10 * u.Msun,\n", + " \"a_disk\": 3.0,\n", + " \"b_disk\": 0.25,\n", + " \"m_NFW\": 1.0e12,\n", + " \"r_s_NFW\": 15.0,\n", + "}\n", + "pot_disk = gpx.MiyamotoNagaiDisk(\n", + " m=params_global[\"m_disk\"],\n", + " a=params_global[\"a_disk\"],\n", + " b=params_global[\"b_disk\"],\n", + " units=usys,\n", + ")\n", + "pot_NFW = gpx.NFWPotential(\n", + " m=params_global[\"m_NFW\"] * u.Msun,\n", + " r_s=params_global[\"r_s_NFW\"],\n", + " softening_length=(0.001 * u.kpc).to(u.Mpc),\n", + " units=usys,\n", + ")\n", + "\n", + "## Combine potentials\n", + "# potential_list = [pot_disk, pot_NFW]\n", + "potential_list = {\"disk\": pot_disk, \"NFW\": pot_NFW}\n", + "pot = gpx.CompositePotential(**potential_list, units=usys)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "## Gala equivalent\n", + "pot_gala_disk = gp.MiyamotoNagaiPotential(\n", + " m=params_global[\"m_disk\"],\n", + " a=params_global[\"a_disk\"],\n", + " b=params_global[\"b_disk\"],\n", + " units=usys, # note that galdyanmix's UnitSystem is compatible with gala's\n", + ")\n", + "\n", + "pot_gala_NFW = gp.NFWPotential(\n", + " m=params_global[\"m_NFW\"],\n", + " r_s=params_global[\"r_s_NFW\"],\n", + " units=usys,\n", + ")\n", + "\n", + "pot_gala = pot_gala_disk + pot_gala_NFW\n", + "H = gp.Hamiltonian(pot_gala)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Integrating Orbits" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "342e34b3-8f6f-4ba5-927b-5c071432a9ee", + "metadata": {}, + "outputs": [], + "source": [ + "# Galdynamix doesn't yet have full unit support\n", + "\n", + "t0 = 0.0\n", + "dt = 0.5\n", + "n_steps = 8_000 # 8_000#8_000\n", + "w0 = jnp.array(\n", + " [\n", + " 30.0,\n", + " 10.0,\n", + " 20,\n", + " (10 * u.km / u.s).decompose(usys).value,\n", + " (-150 * u.km / u.s).decompose(usys).value,\n", + " (-20 * u.km / u.s).decompose(usys).value,\n", + " ]\n", + ")\n", + "ts = jnp.arange(t0, t0 + dt * n_steps + dt / 10.0, dt)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "o_jax = pot.integrate_orbit(w0, t0, jnp.max(ts), ts)\n", + "ws_jax = o_jax.to_w()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And with Gala" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "w0_gala = gd.PhaseSpacePosition(pos=w0[:3].T * u.kpc, vel=w0[3:].T * u.kpc / u.Myr)\n", + "\n", + "o_gala = H.integrate_orbit(w0=w0_gala, t=np.array(ts))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8935d99d-4526-42af-864f-66d722272fbd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2, 3)\n", + "fig.set_size_inches(12, 6.5)\n", + "lw = 3\n", + "ax[0, 0].plot(ws_jax[:, 0], ws_jax[:, 1], color=\"k\", lw=lw, rasterized=True)\n", + "ax[0, 1].plot(ws_jax[:, 0], ws_jax[:, 2], color=\"k\", lw=lw, rasterized=True)\n", + "ax[0, 2].plot(\n", + " ws_jax[:, 1], ws_jax[:, 2], color=\"k\", lw=lw, rasterized=True, label=\"Jax\"\n", + ")\n", + "\n", + "ax[1, 0].plot(ws_jax[:, 3], ws_jax[:, 4], color=\"k\", lw=lw, rasterized=True)\n", + "ax[1, 1].plot(ws_jax[:, 3], ws_jax[:, 5], color=\"k\", lw=lw, rasterized=True)\n", + "ax[1, 2].plot(ws_jax[:, 4], ws_jax[:, 5], color=\"k\", lw=lw, rasterized=True)\n", + "\n", + "\n", + "ax[0, 0].plot(o_gala.x, o_gala.y, color=\"r\", ls=\"--\", lw=2, rasterized=True)\n", + "ax[0, 1].plot(o_gala.x, o_gala.z, color=\"r\", ls=\"--\", lw=2, rasterized=True)\n", + "ax[0, 2].plot(\n", + " o_gala.y, o_gala.z, color=\"r\", ls=\"--\", lw=2, rasterized=True, label=\"Gala\"\n", + ")\n", + "\n", + "ax[1, 0].plot(o_gala.v_x, o_gala.v_y, color=\"r\", ls=\"--\", lw=2, rasterized=True)\n", + "ax[1, 1].plot(o_gala.v_x, o_gala.v_z, color=\"r\", ls=\"--\", lw=2, rasterized=True)\n", + "ax[1, 2].plot(o_gala.v_y, o_gala.v_z, color=\"r\", ls=\"--\", lw=2, rasterized=True)\n", + "\n", + "ax[0, 1].set_title(\"Positions [kpc]\", fontsize=20)\n", + "ax[1, 1].set_title(\"Velocities [kpc/Myr]\", fontsize=20)\n", + "\n", + "ax[0, 2].legend(fontsize=20)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mock Streams" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "49975dae-78c2-4388-b86f-cae27279906f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.31404709815979\n" + ] + } + ], + "source": [ + "M_sat = 1.0e4 # progenitor mass\n", + "seed_num = 12\n", + "dfx = gdx.mockstream.FardalStreamDF()\n", + "mock = gdx.mockstream.MockStreamGenerator(dfx, pot)\n", + "(lead_arm, trail_arm), prog_ws = mock.run(ts, w0, M_sat, seed_num=seed_num) # compile\n", + "\n", + "start = time.time()\n", + "(lead_arm, trail_arm), prog_ws = mock.run(ts, w0, M_sat, seed_num=seed_num)\n", + "end = time.time()\n", + "print(\"time:\", end - start)\n", + "\n", + "jax_stream_model = np.vstack([lead_arm, trail_arm])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "622f683f-d788-48ed-a78c-6be3e1303306", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(lead_arm[:, 0], lead_arm[:, 1], s=0.5, rasterized=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now in gala" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "223c00ad-0d5e-45fa-bddd-ce5a8e638012", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.697719097137451\n" + ] + } + ], + "source": [ + "df = ms.FardalStreamDF()\n", + "prog_mass = M_sat * u.Msun\n", + "gen = ms.MockStreamGenerator(df, H)\n", + "start = time.time()\n", + "\n", + "stream, prog = gen.run(\n", + " w0_gala, prog_mass, t=np.array(ts) * u.Myr, release_every=1, n_particles=1\n", + ")\n", + "end = time.time()\n", + "print(end - start)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comparison plot" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ab22b334-ad93-45b1-a906-6a6ea943be30", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lt/4kxx3wjs4y17_nrgc1psr2fr0000gn/T/ipykernel_29878/3111956643.py:53: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.\n", + " lgnd.legendHandles[0]._sizes = [30]\n", + "/var/folders/lt/4kxx3wjs4y17_nrgc1psr2fr0000gn/T/ipykernel_29878/3111956643.py:54: MatplotlibDeprecationWarning: The legendHandles attribute was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use legend_handles instead.\n", + " lgnd.legendHandles[1]._sizes = [30]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2, 3)\n", + "fig.set_size_inches(12, 6.5)\n", + "s = 0.5\n", + "# ax[0,0].scatter(jax_stream_model[:,0],jax_stream_model[:,1],s=s,rasterized=True,color='k')\n", + "ax[0, 0].scatter(stream.x, stream.y, s=0.5, rasterized=True, color=\"r\")\n", + "ax[0, 0].scatter(\n", + " jax_stream_model[:, 0], jax_stream_model[:, 1], s=s, rasterized=True, color=\"k\"\n", + ")\n", + "\n", + "ax[0, 1].scatter(stream.x, stream.z, s=0.5, rasterized=True, color=\"r\")\n", + "ax[0, 1].scatter(\n", + " jax_stream_model[:, 0], jax_stream_model[:, 2], s=s, rasterized=True, color=\"k\"\n", + ")\n", + "\n", + "ax[0, 2].scatter(stream.y, stream.z, s=0.5, rasterized=True, color=\"r\", label=\"Gala\")\n", + "ax[0, 2].scatter(\n", + " jax_stream_model[:, 1],\n", + " jax_stream_model[:, 2],\n", + " s=s,\n", + " rasterized=True,\n", + " color=\"k\",\n", + " label=\"Jax\",\n", + ")\n", + "\n", + "\n", + "ax[1, 0].scatter(stream.v_x, stream.v_y, s=0.5, rasterized=True, color=\"r\")\n", + "ax[1, 0].scatter(\n", + " jax_stream_model[:, 3], jax_stream_model[:, 4], s=s, rasterized=True, color=\"k\"\n", + ")\n", + "\n", + "ax[1, 1].scatter(stream.v_x, stream.v_z, s=0.5, rasterized=True, color=\"r\")\n", + "ax[1, 1].scatter(\n", + " jax_stream_model[:, 3], jax_stream_model[:, 5], s=s, rasterized=True, color=\"k\"\n", + ")\n", + "\n", + "ax[1, 2].scatter(\n", + " stream.v_y, stream.v_z, s=0.5, rasterized=True, color=\"r\", label=\"Gala\"\n", + ")\n", + "ax[1, 2].scatter(\n", + " jax_stream_model[:, 4],\n", + " jax_stream_model[:, 5],\n", + " s=s,\n", + " rasterized=True,\n", + " color=\"k\",\n", + " label=\"Jax\",\n", + ")\n", + "\n", + "\n", + "ax[0, 1].set_title(\"Positions [kpc]\", fontsize=20)\n", + "ax[1, 1].set_title(\"Velocities [kpc/Myr]\", fontsize=20)\n", + "\n", + "lgnd = ax[1, 2].legend(fontsize=20, frameon=True)\n", + "lgnd.legendHandles[0]._sizes = [30]\n", + "lgnd.legendHandles[1]._sizes = [30]\n", + "plt.tight_layout()\n", + "##plt.savefig('DiskSphericalNFW_jax_Gala_Stream.pdf',bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demonstrating Gradients" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "ts = jnp.linspace(t0, 4000.0, n_steps)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "mock = gdx.mockstream.MockStreamGenerator(dfx, pot)\n", + "lead_arm_obs, trail_arm_obs = mock.run(ts, w0, M_sat, seed_num=seed_num)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "pot_disk = gpx.MiyamotoNagaiDisk(\n", + " m=params_global[\"m_disk\"],\n", + " a=params_global[\"a_disk\"],\n", + " b=params_global[\"b_disk\"],\n", + " units=usys,\n", + ")\n", + "pot_NFW = gpx.NFWPotential(\n", + " m=params_global[\"m_NFW\"],\n", + " r_s=params_global[\"r_s_NFW\"],\n", + " units=usys,\n", + ")\n", + "\n", + "# Combine potentials\n", + "potential_list = {\"disk\": pot_disk, \"NFW\": pot_NFW}\n", + "pot_with_params = gpx.CompositePotential(potential_list, units=usys)\n", + "mock = gdx.mockstream.MockStreamGenerator(dfx, pot_with_params)\n", + "\n", + "lead_arm_obs__, trail_arm_obs__ = mock.run(ts, w0, M_sat, seed_num=seed_num)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "@jax.jit\n", + "def gen_observed_stream(params, ts, w0, M_sat):\n", + " pot_disk = gpx.MiyamotoNagaiDisk(\n", + " m=params[\"m_disk\"], a=params[\"a_disk\"], b=params[\"b_disk\"], units=usys\n", + " )\n", + " pot_NFW = gpx.NFWPotential(m=params[\"m_NFW\"], r_s=params[\"r_s_NFW\"], units=usys)\n", + " ## Combine potentials\n", + " # potential_list = [pot_disk, pot_NFW]\n", + " potential_list = {\"disk\": pot_disk, \"NFW\": pot_NFW}\n", + " pot = gpx.CompositePotential(potential_list, units=usys)\n", + "\n", + " ## Generate a stream. This will be the \"observed\" stream, i.e., the DATA\n", + " mock = gdx.mockstream.MockStreamGenerator(dfx, pot)\n", + " (lead_arm, trail_arm), prog_ws = mock.run(ts, w0, M_sat, seed_num=seed_num)\n", + "\n", + " return lead_arm, trail_arm # jnp.sum(lead_arm_obs**2 + trail_arm_obs**2)\n", + "\n", + "\n", + "@jax.jit\n", + "def compare_streams(params, ts, w0, M_sat):\n", + " ## first generate data stream (no grad tracking)\n", + " lead_arm, trail_arm = gen_observed_stream(params, ts, w0, M_sat)\n", + " lead_arm_obs, trail_arm_obs = jax.lax.stop_gradient(\n", + " lead_arm\n", + " ), jax.lax.stop_gradient(trail_arm)\n", + " return -jnp.sum((lead_arm - lead_arm_obs) ** 2 + (trail_arm - trail_arm_obs) ** 2)\n", + "\n", + "\n", + "func_params = lambda params: compare_streams(params, ts, w0, M_sat)\n", + "out_test = func_params(params_global)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "@jax.jit\n", + "def deriv_func(params, ts, w0, M_sat):\n", + " return jax.jacfwd(compare_streams, argnums=0)(params, ts, w0, M_sat)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "first_deriv = deriv_func(params_global, ts, w0, M_sat)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "first_deriv = deriv_func(params_global, ts, w0, M_sat)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'a_disk': Array(-0., dtype=float64),\n", + " 'b_disk': Array(-0., dtype=float64),\n", + " 'm_NFW': Array(-0., dtype=float64),\n", + " 'm_disk': Array(-0., dtype=float64),\n", + " 'r_s_NFW': Array(-0., dtype=float64)}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "first_deriv" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "second_deriv = jax.jacfwd(jax.jacfwd(compare_streams, argnums=0))(\n", + " params_global, ts, w0, M_sat\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'a_disk': {'a_disk': Array(-968720.39540316, dtype=float64),\n", + " 'b_disk': Array(-63935.60979567, dtype=float64),\n", + " 'm_NFW': Array(5.05292811e-05, dtype=float64),\n", + " 'm_disk': Array(0.00018556, dtype=float64),\n", + " 'r_s_NFW': Array(-4252147.90709024, dtype=float64)},\n", + " 'b_disk': {'a_disk': Array(-63935.60979567, dtype=float64),\n", + " 'b_disk': Array(-9207.86945484, dtype=float64),\n", + " 'm_NFW': Array(5.20889691e-06, dtype=float64),\n", + " 'm_disk': Array(2.31091037e-05, dtype=float64),\n", + " 'r_s_NFW': Array(-445661.14634608, dtype=float64)},\n", + " 'm_NFW': {'a_disk': Array(5.05292811e-05, dtype=float64),\n", + " 'b_disk': Array(5.20889691e-06, dtype=float64),\n", + " 'm_NFW': Array(-4.86795236e-15, dtype=float64),\n", + " 'm_disk': Array(-1.63141696e-14, dtype=float64),\n", + " 'r_s_NFW': Array(0.00038019, dtype=float64)},\n", + " 'm_disk': {'a_disk': Array(0.00018556, dtype=float64),\n", + " 'b_disk': Array(2.31091037e-05, dtype=float64),\n", + " 'm_NFW': Array(-1.63141696e-14, dtype=float64),\n", + " 'm_disk': Array(-6.34713665e-14, dtype=float64),\n", + " 'r_s_NFW': Array(0.00133501, dtype=float64)},\n", + " 'r_s_NFW': {'a_disk': Array(-4252147.90709024, dtype=float64),\n", + " 'b_disk': Array(-445661.14634608, dtype=float64),\n", + " 'm_NFW': Array(0.00038019, dtype=float64),\n", + " 'm_disk': Array(0.00133501, dtype=float64),\n", + " 'r_s_NFW': Array(-30204635.93633068, dtype=float64)}}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "second_deriv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Benchmark" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "abd0b017-f23a-44d3-b896-43e5e9efc457", + "metadata": { + "notebookRunGroups": { + "groupValue": "2" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.825002908706665\n", + "2.1949968338012695\n", + "1.3115370273590088\n", + "4.244686841964722\n", + "7.000908136367798\n" + ] + } + ], + "source": [ + "## Benchmark\n", + "n_release = [2000, 4000, 8000, 16000, 16000 * 2]\n", + "t_jax = []\n", + "for i in range(len(n_release)):\n", + " ts = jnp.linspace(t0, 4000.0, n_release[i])\n", + " start = time.time()\n", + " (lead_arm, trail_arm), prog_ws = mock.run(ts, w0, M_sat, seed_num=seed_num)\n", + " end = time.time()\n", + " t_jax.append(end - start)\n", + " print(end - start)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "cae15cac-7b8b-47ff-9372-61dd765bc88a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iteration 0\n", + "1.9202439785003662\n", + "4000\n", + "iteration 1\n", + "3.939486026763916\n", + "8000\n", + "iteration 2\n", + "7.696799039840698\n", + "16000\n", + "iteration 3\n", + "15.6858069896698\n", + "32000\n", + "iteration 4\n", + "31.67649507522583\n", + "64000\n" + ] + } + ], + "source": [ + "## now in gala\n", + "from gala.dynamics import mockstream as ms\n", + "\n", + "df = ms.FardalStreamDF()\n", + "prog_mass = M_sat * u.Msun\n", + "gen = ms.MockStreamGenerator(df, H)\n", + "# start = time.time()\n", + "t_gala = []\n", + "for i in range(len(n_release)):\n", + " ts = np.linspace(t0, 4000.0, n_release[i])\n", + " start = time.time()\n", + " stream, prog = gen.run(\n", + " w0_gala, prog_mass, t=ts * u.Myr, release_every=1, n_particles=1\n", + " )\n", + " end = time.time()\n", + " t_gala.append(end - start)\n", + " print(end - start)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5dfdc8da-6988-4841-a629-7ba82684eab1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1)\n", + "fig.set_size_inches(7, 6)\n", + "ax.plot(\n", + " 2 * np.array(n_release),\n", + " t_gala,\n", + " color=\"tab:blue\",\n", + " marker=\"o\",\n", + " lw=2,\n", + " label=\"Gala FardalDf\",\n", + " rasterized=True,\n", + ")\n", + "ax.plot(\n", + " 2 * np.array(n_release),\n", + " t_jax,\n", + " color=\"k\",\n", + " marker=\"o\",\n", + " lw=2,\n", + " label=\"JaxStreams FardalDf\",\n", + " rasterized=True,\n", + ")\n", + "ax.set_xlabel(r\"$N_{\\mathrm{particles}}$\", fontsize=20)\n", + "ax.set_ylabel(r\"Wall-Clock Time [seconds]\", fontsize=20)\n", + "ax.tick_params(axis=\"both\", labelsize=20)\n", + "\n", + "ax.legend(fontsize=20)\n", + "######plt.savefig('Gala_versus_JaxStream_aftercompile.pdf',bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pyproject.toml b/pyproject.toml index 7b3129bc..a2ed4a91 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -135,9 +135,9 @@ extend-select = [ "YTT", # flake8-2020 "EXE", # flake8-executable "NPY", # NumPy specific rules - "PD", # pandas-vet ] ignore = [ + "PD", # pandas-vet "PLR", # Design related pylint codes # TODO! fix these "ARG001", diff --git a/src/galdynamix/dynamics/__init__.py b/src/galdynamix/dynamics/__init__.py index ee82316e..aaa4c850 100644 --- a/src/galdynamix/dynamics/__init__.py +++ b/src/galdynamix/dynamics/__init__.py @@ -3,8 +3,10 @@ from __future__ import annotations -from . import mockstream +from . import _orbit, mockstream +from ._orbit import * from .mockstream import * __all__: list[str] = [] +__all__ += _orbit.__all__ __all__ += mockstream.__all__ diff --git a/src/galdynamix/dynamics/_orbit.py b/src/galdynamix/dynamics/_orbit.py new file mode 100644 index 00000000..31a4fe15 --- /dev/null +++ b/src/galdynamix/dynamics/_orbit.py @@ -0,0 +1,46 @@ +"""galdynamix: Galactic Dynamix in Jax""" + +from __future__ import annotations + +__all__ = ["Orbit"] + + +import equinox as eqx +import jax.numpy as xp +import jax.typing as jt + +from galdynamix.potential._potential.base import AbstractPotentialBase + + +class Orbit(eqx.Module): # type: ignore[misc] + """Orbit. + + TODO: + - Units stuff + - GR stuff + """ + + q: jt.Array + """Position of the stream particles (x, y, z) [kpc].""" + + p: jt.Array + """Position of the stream particles (x, y, z) [kpc/Myr].""" + + t: jt.Array + """Release time of the stream particles [Myr].""" + + potential: AbstractPotentialBase + """Potential in which the orbit was integrated.""" + + def to_w(self) -> jt.Array: + t = self.t[:, None] if self.t.ndim == 1 else self.t + out = xp.empty( + ( + self.q.shape[0], + self.q.shape[1] + self.p.shape[1] + t.shape[1], + ) + ) + out = out.at[:, : self.q.shape[1]].set(self.q) + out = out.at[:, self.q.shape[1] : -1].set(self.p) + out = out.at[:, -1:].set(t) + return out # noqa: RET504 diff --git a/src/galdynamix/dynamics/mockstream/__init__.py b/src/galdynamix/dynamics/mockstream/__init__.py index 554c7e41..cecd6698 100644 --- a/src/galdynamix/dynamics/mockstream/__init__.py +++ b/src/galdynamix/dynamics/mockstream/__init__.py @@ -3,10 +3,10 @@ from __future__ import annotations -from . import _df, _mockstream +from . import _df, _mockstream_generator from ._df import * -from ._mockstream import * +from ._mockstream_generator import * __all__: list[str] = [] __all__ += _df.__all__ -__all__ += _mockstream.__all__ +__all__ += _mockstream_generator.__all__ diff --git a/src/galdynamix/dynamics/mockstream/_core.py b/src/galdynamix/dynamics/mockstream/_core.py new file mode 100644 index 00000000..fc9ff02c --- /dev/null +++ b/src/galdynamix/dynamics/mockstream/_core.py @@ -0,0 +1,29 @@ +"""galdynamix: Galactic Dynamix in Jax""" + +from __future__ import annotations + +__all__ = ["MockStream"] + + +import equinox as eqx +import jax.typing as jt + + +class MockStream(eqx.Module): # type: ignore[misc] + """Mock stream object. + + TODO: + - units stuff + - change this to be a collection of sub-objects: progenitor, leading arm, + trailing arm, 3-body ejecta, etc. + - GR 4-vector stuff + """ + + q: jt.Array + """Position of the stream particles (x, y, z) [kpc].""" + + p: jt.Array + """Position of the stream particles (x, y, z) [kpc/Myr].""" + + release_time: jt.Array + """Release time of the stream particles [Myr].""" diff --git a/src/galdynamix/dynamics/mockstream/_df/base.py b/src/galdynamix/dynamics/mockstream/_df/base.py index e2f0b0cf..8b044522 100644 --- a/src/galdynamix/dynamics/mockstream/_df/base.py +++ b/src/galdynamix/dynamics/mockstream/_df/base.py @@ -1,5 +1,4 @@ """galdynamix: Galactic Dynamix in Jax""" -# ruff: noqa: F403 from __future__ import annotations @@ -13,6 +12,8 @@ import jax.numpy as xp import jax.typing as jt +from galdynamix.dynamics._orbit import Orbit +from galdynamix.dynamics.mockstream._core import MockStream from galdynamix.potential._potential.base import AbstractPotentialBase from galdynamix.utils import partial_jit @@ -35,46 +36,43 @@ def sample( self, # <\ parts of gala's ``prog_orbit`` potential: AbstractPotentialBase, - prog_ws: jt.Array, - ts: jt.Numeric, + prog_orbit: Orbit, # /> prog_mass: jt.Numeric, *, seed_num: int, - ) -> tuple[jt.Array, jt.Array, jt.Array, jt.Array]: + ) -> tuple[MockStream, MockStream]: """Generate stream particle initial conditions. Parameters ---------- potential : AbstractPotentialBase The potential of the host galaxy. - prog_ws : Array[(N, 6), float] - Columns are (x, y, z) [kpc], (v_x, v_y, v_z) [kpc/Myr] - Rows are at times `ts`. + prog_orbit : Orbit + The orbit of the progenitor. prog_mass : Numeric Mass of the progenitor in [Msol]. TODO: allow this to be an array or function of time. - ts : Numeric - Times in [Myr] seed_num : int, keyword-only PRNG seed Returns ------- - x_lead, x_trail, v_lead, v_trail : Array + mock_lead, mock_trail : MockStream Positions and velocities of the leading and trailing tails. """ + prog_ws = prog_orbit.to_w()[:, :-1] # -1 is time + ts = prog_orbit.t def scan_fn(carry: _carryT, t: Any) -> tuple[_carryT, _wifT]: i = carry[0] output = self._sample( potential, - prog_ws[i, :3], - prog_ws[i, 3:], + prog_ws[i], prog_mass, - i, t, + i=i, seed_num=seed_num, ) return (i + 1, *output), tuple(output) # type: ignore[return-value] @@ -87,18 +85,21 @@ def scan_fn(carry: _carryT, t: Any) -> tuple[_carryT, _wifT]: xp.array([0.0, 0.0, 0.0]), ) x_lead, x_trail, v_lead, v_trail = jax.lax.scan(scan_fn, init_carry, ts[1:])[1] - return x_lead, x_trail, v_lead, v_trail + + mock_lead = MockStream(x_lead, v_lead, ts[1:]) + mock_trail = MockStream(x_trail, v_trail, ts[1:]) + + return mock_lead, mock_trail @abc.abstractmethod def _sample( self, potential: AbstractPotentialBase, - x: jt.Array, - v: jt.Array, + w: jt.Array, prog_mass: jt.Numeric, - i: int, t: jt.Numeric, *, + i: int, seed_num: int, ) -> tuple[jt.Array, jt.Array, jt.Array, jt.Array]: """Generate stream particle initial conditions. @@ -107,10 +108,8 @@ def _sample( ---------- potential : AbstractPotentialBase The potential of the host galaxy. - x : Array - 3d position (x, y, z) in [kpc] - v : Array - 3d velocity (v_x, v_y, v_z) in [kpc/Myr] + w : Array + 6d position (x, y, z) [kpc], (v_x, v_y, v_z) [kpc/Myr] prog_mass : Numeric Mass of the progenitor in [Msol] t : Numeric diff --git a/src/galdynamix/dynamics/mockstream/_df/fardal.py b/src/galdynamix/dynamics/mockstream/_df/fardal.py index e5892fbe..e0b06bdc 100644 --- a/src/galdynamix/dynamics/mockstream/_df/fardal.py +++ b/src/galdynamix/dynamics/mockstream/_df/fardal.py @@ -1,5 +1,4 @@ """galdynamix: Galactic Dynamix in Jax""" -# ruff: noqa: F403 from __future__ import annotations @@ -20,20 +19,15 @@ class FardalStreamDF(AbstractStreamDF): @partial_jit(static_argnums=(0,), static_argnames=("seed_num",)) def _sample( self, - # parts of gala's ``prog_orbit`` potential: AbstractPotentialBase, - x: jt.Array, - v: jt.Array, + w: jt.Array, prog_mass: jt.Array, - i: int, t: jt.Array, *, + i: int, seed_num: int, ) -> tuple[jt.Array, jt.Array, jt.Array, jt.Array]: - """ - Simplification of particle spray: just release particles in gaussian blob at each lagrange point. - User sets the spatial and velocity dispersion for the "leaking" of particles - """ + """Generate stream particle initial conditions.""" # Random number generation # TODO: change random key handling... need to do all of the sampling up front... key_master = jax.random.PRNGKey(seed_num) @@ -47,6 +41,8 @@ def _sample( # --------------------------- + x, v = w[:3], w[3:] + omega_val = orbital_angular_velocity_mag(x, v) r = xp.linalg.norm(x) @@ -85,8 +81,8 @@ def _sample( ########kvt_samp = kvt_bar + jax.random.normal(keye,shape=(1,))*sigma_kvt ## Trailing arm - pos_trail = x + kr_samp * r_hat * (r_tidal) # nudge out - pos_trail = pos_trail + z_hat * kz_samp * ( + x_trail = x + kr_samp * r_hat * (r_tidal) # nudge out + x_trail = x_trail + z_hat * kz_samp * ( r_tidal / 1.0 ) # r #nudge above/below orbital plane v_trail = ( @@ -97,8 +93,8 @@ def _sample( ) # v_trail + (kvz_samp*v_circ*(-r_tidal/r))*z_hat #nudge velocity along vertical direction ## Leading arm - pos_lead = x + kr_samp * r_hat * (-r_tidal) # nudge in - pos_lead = pos_lead + z_hat * kz_samp * ( + x_lead = x + kr_samp * r_hat * (-r_tidal) # nudge in + x_lead = x_lead + z_hat * kz_samp * ( -r_tidal / 1.0 ) # r #nudge above/below orbital plane v_lead = ( @@ -108,7 +104,7 @@ def _sample( v_lead + (kvz_samp * v_circ * (-1.0)) * z_hat ) # v_lead + (kvz_samp*v_circ*(r_tidal/r))*z_hat #nudge velocity against vertical direction - return pos_lead, pos_trail, v_lead, v_trail + return x_lead, x_trail, v_lead, v_trail ##################################################################### diff --git a/src/galdynamix/dynamics/mockstream/_mockstream.py b/src/galdynamix/dynamics/mockstream/_mockstream_generator.py similarity index 83% rename from src/galdynamix/dynamics/mockstream/_mockstream.py rename to src/galdynamix/dynamics/mockstream/_mockstream_generator.py index f1d8b77d..a6307baa 100644 --- a/src/galdynamix/dynamics/mockstream/_mockstream.py +++ b/src/galdynamix/dynamics/mockstream/_mockstream_generator.py @@ -1,5 +1,4 @@ """galdynamix: Galactic Dynamix in Jax""" -# ruff: noqa: F403 from __future__ import annotations @@ -21,6 +20,8 @@ _wifT: TypeAlias = tuple[jt.Array, jt.Array, jt.Array, jt.Array] _carryT: TypeAlias = tuple[int, jt.Array, jt.Array, jt.Array, jt.Array] + from galdynamix.dynamics._orbit import Orbit + class MockStreamGenerator(eqx.Module): # type: ignore[misc] df: AbstractStreamDF @@ -36,18 +37,20 @@ class MockStreamGenerator(eqx.Module): # type: ignore[misc] @partial_jit(static_argnames=("seed_num",)) def _run_scan( self, ts: jt.Array, prog_w0: jt.Array, prog_mass: jt.Array, *, seed_num: int - ) -> tuple[tuple[jt.Array, jt.Array], jt.Array]: + ) -> tuple[tuple[jt.Array, jt.Array], Orbit]: """Generate stellar stream by scanning over the release model/integration. Better for CPU usage. """ # Integrate the progenitor orbit - prog_ws = self.potential.integrate_orbit(prog_w0, xp.min(ts), xp.max(ts), ts) + prog_o = self.potential.integrate_orbit(prog_w0, xp.min(ts), xp.max(ts), ts) # Generate stream initial conditions along the integrated progenitor orbit - x_lead, x_trail, v_lead, v_trail = self.df.sample( - self.potential, prog_ws, ts, prog_mass, seed_num=seed_num + mock_lead, mock_trail = self.df.sample( + self.potential, prog_o, prog_mass, seed_num=seed_num ) + x_lead, v_lead = mock_lead.q, mock_lead.p + x_trail, v_trail = mock_trail.q, mock_trail.p def scan_fn( carry: _carryT, particle_idx: int @@ -60,7 +63,7 @@ def scan_fn( minval, maxval = ts[i], ts[-1] integ_ics = lambda ics: self.potential.integrate_orbit( # noqa: E731 ics, minval, maxval, None - )[0] + ).to_w()[0, :-1] # vmap over leading and trailing arm w_lead, w_trail = jax.vmap(integ_ics, in_axes=(0,))(w0_lead_trail) carry_out = ( @@ -75,22 +78,24 @@ def scan_fn( carry_init = (0, x_lead[0, :], x_trail[0, :], v_lead[0, :], v_trail[0, :]) particle_ids = xp.arange(len(x_lead)) lead_arm, trail_arm = jax.lax.scan(scan_fn, carry_init, particle_ids)[1] - return (lead_arm, trail_arm), prog_ws + return (lead_arm, trail_arm), prog_o @partial_jit(static_argnames=("seed_num",)) def _run_vmap( self, ts: jt.Array, prog_w0: jt.Array, prog_mass: jt.Array, *, seed_num: int - ) -> tuple[tuple[jt.Array, jt.Array], jt.Array]: + ) -> tuple[tuple[jt.Array, jt.Array], Orbit]: """ Generate stellar stream by vmapping over the release model/integration. Better for GPU usage. """ # Integrate the progenitor orbit - prog_ws = self.potential.integrate_orbit(prog_w0, xp.min(ts), xp.max(ts), ts) + prog_o = self.potential.integrate_orbit(prog_w0, xp.min(ts), xp.max(ts), ts) # Generate stream initial conditions along the integrated progenitor orbit - x_lead, x_trail, v_lead, v_trail = self.df.sample( - self.potential, prog_ws, ts, prog_mass, seed_num=seed_num + mock_lead, mock_trail = self.df.sample( + self.potential, prog_o, prog_mass, seed_num=seed_num ) + x_lead, v_lead = mock_lead.q, mock_lead.p + x_trail, v_trail = mock_trail.q, mock_trail.p # TODO: make this a separated method @jax.jit # type: ignore[misc] @@ -115,7 +120,7 @@ def single_particle_integrate( integrator = jax.vmap(single_particle_integrate, in_axes=(0, 0, 0, 0, 0)) w_lead, w_trail = integrator(particle_ids, x_lead, x_trail, v_lead, v_trail) - return (w_lead, w_trail), prog_ws + return (w_lead, w_trail), prog_o @partial_jit(static_argnames=("seed_num", "vmapped")) def run( diff --git a/src/galdynamix/integrate/_builtin.py b/src/galdynamix/integrate/_builtin.py index 211218ce..98d6dd75 100644 --- a/src/galdynamix/integrate/_builtin.py +++ b/src/galdynamix/integrate/_builtin.py @@ -6,6 +6,7 @@ from typing import Any import equinox as eqx +import jax.numpy as xp import jax.typing as jt from diffrax import ( AbstractSolver, @@ -54,4 +55,5 @@ def run( stepsize_controller=self.stepsize_controller, **dict(self.diffeq_kw), ) - return solution.ys + ts = solution.ts[:, None] if solution.ts.ndim == 1 else solution.ts + return xp.concatenate((solution.ys, ts), axis=1) diff --git a/src/galdynamix/potential/_potential/base.py b/src/galdynamix/potential/_potential/base.py index 4691c09a..880cf40d 100644 --- a/src/galdynamix/potential/_potential/base.py +++ b/src/galdynamix/potential/_potential/base.py @@ -96,7 +96,9 @@ def acceleration(self, q: jt.Array, /, t: jt.Array) -> jt.Array: # Convenience methods @partial_jit() - def _vel_acc(self, t: jt.Array, qp: jt.Array, args: tuple[Any, ...]) -> jt.Array: + def _integrator_F( + self, t: jt.Array, qp: jt.Array, args: tuple[Any, ...] + ) -> jt.Array: return xp.hstack([qp[3:], self.acceleration(qp[:3], t)]) @partial_jit(static_argnames=("Integrator", "integrator_kw")) @@ -110,8 +112,11 @@ def integrate_orbit( Integrator: type[AbstractIntegrator] = DiffraxIntegrator, integrator_kw: dict[str, Any] | None = None, ) -> jt.Array: - integrator = Integrator(self._vel_acc, **(integrator_kw or {})) - return integrator.run(w0, t0, t1, ts) + from galdynamix.dynamics._orbit import Orbit + + integrator = Integrator(self._integrator_F, **(integrator_kw or {})) + ws = integrator.run(w0, t0, t1, ts) + return Orbit(q=ws[:, :3], p=ws[:, 3:-1], t=ws[:, -1], potential=self) # =========================================================================== diff --git a/src/galdynamix/potential/_potential/builtin.py b/src/galdynamix/potential/_potential/builtin.py index a4305202..034e8f9c 100644 --- a/src/galdynamix/potential/_potential/builtin.py +++ b/src/galdynamix/potential/_potential/builtin.py @@ -1,5 +1,4 @@ """galdynamix: Galactic Dynamix in Jax""" -# ruff: noqa: F403 from __future__ import annotations