{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Uniform model\n",
"\n",
"*Author:* Hannu Parviainen \n",
"*Last modified:* 3 February 2024\n",
"\n",
"The uniform model, `pytransit.UniformModel`, implements a transit over a uniform stellar disk as described by Mandel & Agol (ApJ 580, 2002). The model is parallelised using numba, and the number of threads can be set using the `NUMBA_NUM_THREADS` environment variable. An OpenCL version for GPU computation is implemented by `pytransit.UniformModelCL`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sys.path.append('..')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"from pytransit import UniformModel"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"seed(0)\n",
"\n",
"times_sc = linspace(0.85, 1.15, 1000) # Short cadence time stamps\n",
"times_lc = linspace(0.85, 1.15, 100) # Long cadence time stamps\n",
"\n",
"k, t0, p, a, i, e, w = 0.1, 1., 2.1, 3.2, 0.5*pi, 0.3, 0.4*pi\n",
"pvp = tile([k, t0, p, a, i, e, w], (50,1))\n",
"pvp[1:,0] += normal(0.0, 0.005, size=pvp.shape[0]-1)\n",
"pvp[1:,1] += normal(0.0, 0.02, size=pvp.shape[0]-1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model initialization\n",
"\n",
"The uniform model doesn't take any special initialization arguments, so the initialization is straightforward. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"tm = UniformModel()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data setup\n",
"### Homogeneous time series\n",
"\n",
"The model needs to be set up by calling `set_data()` before it can be used. At its simplest, `set_data` takes the mid-exposure times of the time series to be modelled."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"tm.set_data(times_sc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model use\n",
"\n",
"**Evaluation**\n",
"The transit model can be evaluated using either a set of scalar parameters, a parameter vector (1D ndarray), or a parameter vector array (2D ndarray). The model flux is returned as a 1D ndarray in the first two cases, and a 2D ndarray in the last (one model per parameter vector).\n",
"\n",
" - `tm.evaluate_ps(k, t0, p, a, i, e=0, w=0)` evaluates the model for a set of scalar parameters, where `k` is the radius ratio, `t0` the zero epoch, `p` the orbital period, `a` the semi-major axis divided by the stellar radius, `i` the inclination in radians, `e` the eccentricity, and `w` the argument of periastron. Eccentricity and argument of periastron are optional, and omitting them defaults to a circular orbit. \n",
" - `tm.evaluate_pv(pv)` evaluates the model for a 1D parameter vector, or 2D array of parameter vectors. In the first case, the parameter vector should be array-like with elements `[k, t0, p, a, i, e, w]`. In the second case, the parameter vectors should be stored in a 2d ndarray with shape `(npv, 7)` as \n",
"\n",
"\n",
" [[k1, t01, p1, a1, i1, e1, w1],\n",
" [k2, t02, p2, a2, i2, e2, w2],\n",
" ...\n",
" [kn, t0n, pn, an, in, en, wn]]\n",
" \n",
"The reason for the different options is that the model implementations may have optimisations that make the model evaluation for a set of parameter vectors much faster than if computing them separately. This is especially the case for the OpenCL models.\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def plot_transits(tm, fmt='k'):\n",
" fig, axs = subplots(1, 3, figsize = (13,3), constrained_layout=True, sharey=True)\n",
"\n",
" flux = tm.evaluate_ps(k, t0, p, a, i, e, w)\n",
" axs[0].plot(tm.time, flux, fmt)\n",
" axs[0].set_title('Individual parameters')\n",
"\n",
" flux = tm.evaluate_pv(pvp[0])\n",
" axs[1].plot(tm.time, flux, fmt)\n",
" axs[1].set_title('Parameter vector')\n",
"\n",
" flux = tm.evaluate_pv(pvp)\n",
" axs[2].plot(tm.time, flux.T, 'k', alpha=0.2);\n",
" axs[2].set_title('Parameter vector array')\n",
"\n",
" setp(axs[0], ylabel='Normalised flux')\n",
" setp(axs, xlabel='Time [days]', xlim=tm.time[[0,-1]])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tm.set_data(times_sc)\n",
"plot_transits(tm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Supersampling\n",
"\n",
"The transit model can be supersampled by setting the `nsamples` and `exptimes` arguments in `set_data`."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tm.set_data(times_lc, nsamples=10, exptimes=0.01)\n",
"plot_transits(tm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Heterogeneous time series\n",
"\n",
"PyTransit allows for heterogeneous time series, that is, a single time series can contain several individual light curves (with, e.g., different time cadences and required supersampling rates) observed (possibly) in different passbands.\n",
"\n",
"If a time series contains several light curves, it also needs the light curve indices for each exposure. These are given through `lcids` argument, which should be an array of integers. If the time series contains light curves observed in different passbands, the passband indices need to be given through `pbids` argument as an integer array, one per light curve. Supersampling can also be defined on per-light curve basis by giving the `nsamples`and `exptimes` as arrays with one value per light curve. \n",
"\n",
"For example, a set of three light curves, two observed in one passband and the third in another passband\n",
"\n",
" times_1 (lc = 0, pb = 0, sc) = [1, 2, 3, 4]\n",
" times_2 (lc = 1, pb = 0, lc) = [3, 4]\n",
" times_3 (lc = 2, pb = 1, sc) = [1, 5, 6]\n",
" \n",
"Would be set up as\n",
"\n",
" tm.set_data(time = [1, 2, 3, 4, 3, 4, 1, 5, 6], \n",
" lcids = [0, 0, 0, 0, 1, 1, 2, 2, 2], \n",
" pbids = [0, 0, 1],\n",
" nsamples = [ 1, 10, 1],\n",
" exptimes = [0.1, 1.0, 0.1])\n",
" \n",
" \n",
"### Example: two light curves with different cadences"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"times_1 = linspace(0.85, 1.0, 500)\n",
"times_2 = linspace(1.0, 1.15, 10)\n",
"times = concatenate([times_1, times_2])\n",
"lcids = concatenate([full(times_1.size, 0, 'int'), full(times_2.size, 1, 'int')])\n",
"nsamples = [1, 10]\n",
"exptimes = [0, 0.0167]\n",
"\n",
"tm.set_data(times, lcids, nsamples=nsamples, exptimes=exptimes)\n",
"plot_transits(tm, 'k.-')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## OpenCL\n",
"### Usage\n",
"\n",
"The OpenCL version of the uniform model, `pytransit.UniformModelCL` works identically to the Python version, except that the OpenCL context and queue can be given as arguments in the initialiser, and the model evaluation method can be told to not to copy the model from the GPU memory. If the context and queue are not given, the model creates a default context using `cl.create_some_context()`."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from pytransit import UniformModelCL\n",
"\n",
"devices = cl.get_platforms()[0].get_devices()\n",
"ctx = cl.Context(devices)\n",
"queue = cl.CommandQueue(ctx)\n",
"\n",
"tm_cl = UniformModelCL(cl_ctx=ctx, cl_queue=queue)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tm_cl.set_data(times_sc)\n",
"plot_transits(tm_cl)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### GPU vs. CPU Performance\n",
"\n",
"The performance difference between the OpenCL and Python versions depends on the CPU, GPU, number of simultaneously evaluated models, amount of supersampling, and whether the model data is copied from the GPU memory. The performance difference grows in the favour of OpenCL model with the number of simultaneous models and amount of supersampling, but copying the data slows the OpenCL implementation down. For best performance, also the log likelihood computations should be done in the GPU."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"times_sc2 = tile(times_sc, 20) # 20000 short cadence datapoints\n",
"times_lc2 = tile(times_lc, 50) # 5000 long cadence datapoints"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"tm_py = UniformModel()\n",
"tm_cl = UniformModelCL(cl_ctx=ctx, cl_queue=queue)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"tm_py.set_data(times_sc2)\n",
"tm_cl.set_data(times_sc2)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.82 ms ± 49.8 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"tm_py.evaluate_pv(pvp)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"915 µs ± 2.4 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"tm_cl.evaluate_pv(pvp, copy=True)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"tm_py.set_data(times_lc2, nsamples=10, exptimes=0.01)\n",
"tm_cl.set_data(times_lc2, nsamples=10, exptimes=0.01)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.97 ms ± 58.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"tm_py.evaluate_pv(pvp)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"919 µs ± 5.23 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"tm_cl.evaluate_pv(pvp, copy=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"