documents/tutorials/get_started_opart.ipynb
{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get Started (GPU memory-efficient version)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Last update: December 24th (2024) Hajime Kawahara "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a device memory efficient version of \"get started\"! \n",
"\n",
"Note: It is worth noting that batch execution of this notebook (`jupyter nbconvert --to script get_started_opart.ipynb; python get_started_opart.py`) was successfully performed on a laptop equipped with an RTX 3080 (8GB device memory). The device memory usage was approximately 2.4 GB.\n",
"\n",
"\n",
"First, we recommend 64-bit if you do not think about numerical errors. Use jax.config to set 64-bit. \n",
"(But note that 32-bit is sufficient in most cases. Consider to use 32-bit (faster, less device memory) for your real use case.) "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#if you wanna monitor the device memory use, you can use jax_smi\n",
"#from jax_smi import initialise_tracking\n",
"#initialise_tracking()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from jax import config\n",
"config.update(\"jax_enable_x64\", True)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"One approach to reducing device memory usage is to calculate the opacity layer by layer and advance the radiative transfer by one layer at a time. To achieve this, it is necessary to integrate the opacity calculator (`opa`) and the radiative transfer (`art`), leading to the use of the `opart` class (opa + art). Here, we demonstrate the calculation of a pure absorption emission spectrum using `opart`."
]
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"cell_type": "markdown",
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"source": [
"## 1. Computes an Emission Spectrum using `opart`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The user needs to define a class, `OpaLayer`, that specifies how to calculate opacity for each layer. The `OpaLayer` class must define at least an `__init__` method and a `__call__` method. Additionally, `self.nu_grid` must be defined. The `__call__` method should take the parameters of a layer as input and return the optical depth (delta tau) for that layer."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kawahara/exojax/src/exojax/spec/dtau_mmwl.py:13: FutureWarning: dtau_mmwl might be removed in future.\n",
" warnings.warn(\"dtau_mmwl might be removed in future.\", FutureWarning)\n"
]
}
],
"source": [
"from exojax.spec.opacalc import OpaPremodit\n",
"from exojax.spec.layeropacity import single_layer_optical_depth\n",
"from exojax.utils.grids import wavenumber_grid\n",
"from exojax.spec.api import MdbExomol\n",
"from exojax.utils.astrofunc import gravity_jupiter\n",
"\n",
"\n",
"class OpaLayer:\n",
" # user defined class, needs to define self.nugrid\n",
" def __init__(self, Nnus=150000):\n",
" self.nu_grid, self.wav, self.resolution = wavenumber_grid(\n",
" 1950.0, 2250.0, Nnus, unit=\"cm-1\", xsmode=\"premodit\"\n",
" )\n",
" self.mdb_co = MdbExomol(\".database/CO/12C-16O/Li2015\", nurange=self.nu_grid)\n",
" self.opa_co = OpaPremodit(\n",
" self.mdb_co,\n",
" self.nu_grid,\n",
" auto_trange=[500.0, 1500.0],\n",
" dit_grid_resolution=1.0,\n",
" allow_32bit=True\n",
" )\n",
" self.gravity = gravity_jupiter(1.0, 10.0)\n",
"\n",
"\n",
" def __call__(self, params):\n",
" temperature, pressure, dP, mixing_ratio = params\n",
" xsv_co = self.opa_co.xsvector(temperature, pressure)\n",
" dtau_co = single_layer_optical_depth(\n",
" xsv_co, dP, mixing_ratio, self.mdb_co.molmass, self.gravity\n",
" )\n",
" return dtau_co"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do not put `@partial(jit, static_argnums=(0,))` on ``__call__``. This is not necessary and makes the code significantly slow."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, the user will utilize the `OpaLayer` class in the `Opart` class. Here, since the goal is to calculate pure absorption emission, the `OpartEmisPure` class will be used. (Remember that if `opa` and `art` are separated, the `ArtEmisPure` class would have been used instead.)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"xsmode = premodit\n",
"xsmode assumes ESLOG in wavenumber space: xsmode=premodit\n",
"======================================================================\n",
"The wavenumber grid should be in ascending order.\n",
"The users can specify the order of the wavelength grid by themselves.\n",
"Your wavelength grid is in *** descending *** order\n",
"======================================================================\n",
"HITRAN exact name= (12C)(16O)\n",
"radis engine = vaex\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kawahara/exojax/src/exojax/utils/molname.py:197: FutureWarning: e2s will be replaced to exact_molname_exomol_to_simple_molname.\n",
" warnings.warn(\n",
"/home/kawahara/exojax/src/exojax/utils/molname.py:91: FutureWarning: exojax.utils.molname.exact_molname_exomol_to_simple_molname will be replaced to radis.api.exomolapi.exact_molname_exomol_to_simple_molname.\n",
" warnings.warn(\n",
"/home/kawahara/exojax/src/exojax/utils/molname.py:91: FutureWarning: exojax.utils.molname.exact_molname_exomol_to_simple_molname will be replaced to radis.api.exomolapi.exact_molname_exomol_to_simple_molname.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Molecule: CO\n",
"Isotopologue: 12C-16O\n",
"Background atmosphere: H2\n",
"ExoMol database: None\n",
"Local folder: .database/CO/12C-16O/Li2015\n",
"Transition files: \n",
"\t => File 12C-16O__Li2015.trans\n",
"Broadening code level: a0\n",
"OpaPremodit: params automatically set.\n",
"default elower grid trange (degt) file version: 2\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kawahara/exojax/src/radis/radis/api/exomolapi.py:685: AccuracyWarning: The default broadening parameter (alpha = 0.07 cm^-1 and n = 0.5) are used for J'' > 80 up to J'' = 152\n",
" warnings.warn(\n",
"/home/kawahara/exojax/src/exojax/spec/opacalc.py:215: UserWarning: dit_grid_resolution is not None. Ignoring broadening_parameter_resolution.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Robust range: 485.7803992045456 - 1514.171191195336 K\n",
"OpaPremodit: Tref_broadening is set to 866.0254037844389 K\n",
"# of reference width grid : 2\n",
"# of temperature exponent grid : 2\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"uniqidx: 0it [00:00, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Premodit: Twt= 1108.7151960064205 K Tref= 570.4914318566549 K\n",
"Making LSD:|--------------------| 0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Making LSD:|####################| 100%\n"
]
}
],
"source": [
"from exojax.spec.opart import OpartEmisPure\n",
"\n",
"opalayer = OpaLayer(Nnus=150000)\n",
"opart = OpartEmisPure(opalayer, pressure_top=1.0e-5, pressure_btm=1.0e1, nlayer=200, nstream=8)\n",
"opart.change_temperature_range(400.0, 1500.0)\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, somewhat abruptly, we define a function to update a layer. This function simply calls `update_layer` within `opart` and returns its output along with `None`. You might wonder why you need to define such a function yourself. To get a bit technical, this function is used with `jax.lax.scan` when updating layers. However, if it is defined inside a class, XLA will recompile every time the parameters change, leading to a performance slowdown. For this reason, in the current implementation, users are required to define this function outside the class. This implementation may be revisited and revised in the future."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def layer_update_function(carry_tauflux, params):\n",
" carry_tauflux = opart.update_layer(carry_tauflux, params)\n",
" return carry_tauflux, None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let’s define the temperature and mixing ratio profiles (in the same way as for `art`) and calculate the flux. Define the `layer_parameter` input, which is a list of parameters for all layers. The temperature profile must be specified as the first element (index 0). For the remaining elements, arrange them in the same order as used in the user-defined `OpaLayer`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"temperature = opart.clip_temperature(opart.powerlaw_temperature(900.0, 0.1))\n",
"mixing_ratio = opart.constant_mmr_profile(0.01)\n",
"layer_params = [temperature, opart.pressure, opart.dParr, mixing_ratio]\n",
"flux = opart(layer_params, layer_update_function)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The spectrum has now been calculated. Let’s plot it. In this example, we calculate 200,000 wavenumber grid points across 200 layers. Even if the GPU you’re using has only 8 GB of device memory, such as an RTX 2080, it should be sufficient to perform the computation."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(10,5))\n",
"ax = fig.add_subplot(111)\n",
"plt.plot(opalayer.nu_grid, flux)\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Optimization of `opart` using forward differentiation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we will perform gradient-based optimization using `opart`. First, let's generate mock data."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"mock_spectrum = flux + np.random.normal(0.0, 1000.0, len(opalayer.nu_grid))\n",
"fig = plt.figure(figsize=(10,5))\n",
"ax = fig.add_subplot(111)\n",
"plt.plot(opalayer.nu_grid, mock_spectrum, \".\", alpha=0.1)\n",
"#plt.plot(opalayer.nu_grid, flux, lw=1, color=\"red\")\n",
"\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, define the objective function."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this example, we will optimize two parameters of the temperature profile (T0 and powerlaw index alpha). For gradient-based optimization, we need to compute gradients. Typically, gradients are calculated using `jax.grad`, which employs reverse differentiation. However, this approach consumes a significant amount of memory. Instead, we use forward differentiation. For this purpose, we utilize `jax.jacfwd`."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-3.08871734e-05 3.32659673e-02]\n"
]
}
],
"source": [
"import jax.numpy as jnp\n",
"\n",
"def objective_fluxt_vector(params):\n",
" T0, alpha = params\n",
" temperature = opart.clip_temperature(opart.powerlaw_temperature(T0, alpha))\n",
" mixing_ratio = opart.constant_mmr_profile(0.01)\n",
" layer_params = [temperature, opart.pressure, opart.dParr, mixing_ratio]\n",
" flux = opart(layer_params , layer_update_function) \n",
" res = flux - mock_spectrum\n",
" return jnp.dot(res,res)*1.0e-12\n",
"\n",
"from jax import jacfwd\n",
"fac = 1.e4\n",
"\n",
"def dfluxt_jacfwd(params):\n",
" T = params[0]*fac\n",
" alpha = params[1]\n",
" return jacfwd(objective_fluxt_vector)(jnp.array([T,alpha]))\n",
"\n",
"print(dfluxt_jacfwd([900.0/fac, 0.1]))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or alternatively `jax.jvp` (Jacobian-Vector Product) can be used."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import jax.numpy as jnp\n",
"\n",
"def objective_fluxt_each(T0,alpha):\n",
" temperature = opart.clip_temperature(opart.powerlaw_temperature(T0, alpha))\n",
" mixing_ratio = opart.constant_mmr_profile(0.01)\n",
" layer_params = [temperature, opart.pressure, opart.dParr, mixing_ratio]\n",
" flux = opart(layer_params , layer_update_function) \n",
" res = flux - mock_spectrum\n",
" return jnp.dot(res,res)*1.0e-12\n",
"\n",
"from jax import jvp\n",
"fac = 1.e4\n",
"\n",
"def dfluxt_jvp(params):\n",
" T = params[0]*fac\n",
" alpha = params[1]\n",
" return jnp.array([jvp(objective_fluxt_each, (T,alpha), (1.0,0.0))[1], jvp(objective_fluxt_each, (T,alpha), (0.0,1.0))[1]])\n",
"\n",
"print(dfluxt_jvp([900.0/fac, 0.1]))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let’s plot the objective function as a function of T."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 50/50 [01:46<00:00, 2.13s/it]\n"
]
}
],
"source": [
"import tqdm\n",
"obj = []\n",
"derivative = [] \n",
"tlist = np.linspace(800.0, 1000.0, 50)/fac\n",
"for t in tqdm.tqdm(tlist):\n",
" value = objective_fluxt_each(t*fac, 0.1)\n",
" df = dfluxt_jacfwd(jnp.array([t, 0.1]))\n",
" #df = dfluxt_fwd([t, 0.1]) #jvp case\n",
" obj.append(value)\n",
" derivative.append(df[0])\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(211)\n",
"plt.plot(tlist*fac, obj)\n",
"plt.yscale(\"log\")\n",
"plt.ylabel(\"objective function\")\n",
"ax = fig.add_subplot(212)\n",
"plt.plot(tlist*fac, derivative)\n",
"plt.axhline(0.0, color=\"red\", linestyle=\"--\")\n",
"plt.ylabel(\"dflux/dT\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's perform optimization using the gradient (JVP) with `optax`'s AdamW optimizer (you can, of course, use Adam or other optimizers if preferred)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Array(8.34553106, dtype=float64)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"params = jnp.array([800.0/fac, 0.08])\n",
"objective_fluxt_vector(params)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Objective function: 8.35E+00 T0: 899.9991415864162 alpha: 0.06999992000789254\n",
"Objective function: 8.35E+00 T0: 914.3516812798013 alpha: 0.10037597827238544\n",
"Objective function: 8.35E+00 T0: 913.6730031618538 alpha: 0.10984449112320346\n",
"Objective function: 8.35E+00 T0: 899.6872823893211 alpha: 0.10335912425355091\n",
"Objective function: 8.35E+00 T0: 891.2015712164674 alpha: 0.0976650205329024\n",
"Objective function: 8.35E+00 T0: 898.6794907701682 alpha: 0.09878078450618617\n",
"Objective function: 8.35E+00 T0: 903.3068368452658 alpha: 0.10092387957081354\n",
"Objective function: 8.35E+00 T0: 899.3587312437497 alpha: 0.10043790850347944\n",
"Objective function: 8.35E+00 T0: 900.0373493590097 alpha: 0.09950269901678846\n",
"Objective function: 8.35E+00 T0: 899.924254319837 alpha: 0.10000963837397263\n"
]
}
],
"source": [
"import optax\n",
"solver = optax.adamw(learning_rate=0.01)\n",
"params = jnp.array([800.0/fac, 0.08])\n",
"opt_state = solver.init(params)\n",
"\n",
"\n",
"for i in range(100):\n",
" grad = dfluxt_jacfwd(params)\n",
" updates, opt_state = solver.update(grad, opt_state, params)\n",
" params = optax.apply_updates(params, updates)\n",
" if np.mod(i,10)==0: \n",
" print('Objective function: {:.2E}'.format(objective_fluxt_vector(params)), \"T0: \", params[0]*fac, \"alpha: \", params[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's compare the model using the best-fit values with the mock data."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"def fluxt(T0, alpha):\n",
" temperature = opart.clip_temperature(opart.powerlaw_temperature(T0, alpha))\n",
" mixing_ratio = opart.constant_mmr_profile(0.01)\n",
" layer_params = [temperature, opart.pressure, opart.dParr, mixing_ratio]\n",
" flux = opart(layer_params , layer_update_function) \n",
" return flux\n"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"mock_spectrum = flux + np.random.normal(0.0, 1000.0, len(opalayer.nu_grid))\n",
"fig = plt.figure(figsize=(10,5))\n",
"ax = fig.add_subplot(211)\n",
"plt.plot(opalayer.nu_grid, mock_spectrum, \".\", alpha=0.1)\n",
"plt.plot(opalayer.nu_grid, fluxt(params[0]*fac, params[1]), lw=1, color=\"red\")\n",
"ax = fig.add_subplot(212)\n",
"plt.plot(opalayer.nu_grid, mock_spectrum-fluxt(params[0]*fac, params[1]), \".\", alpha=0.1)\n",
"plt.ylabel(\"Residual\")\n",
"plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this way, gradient optimization can be performed in a device memory-efficient manner using forward differentiation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. HMC-NUTS using forward differentiation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Forward differentiation must also be used in HMC-NUTS. In NumPyro's NUTS, this can be achieved by setting the option `forward_mode_differentiation=True`. Other than this, the execution method is the same as the standard HMC-NUTS."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def fluxt(T0, alpha):\n",
" temperature = opart.clip_temperature(opart.powerlaw_temperature(T0, alpha))\n",
" mixing_ratio = opart.constant_mmr_profile(0.01)\n",
" layer_params = [temperature, opart.pressure, opart.dParr, mixing_ratio]\n",
" flux = opart(layer_params , layer_update_function) \n",
" return flux\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#PPL import\n",
"from numpyro.infer import MCMC, NUTS\n",
"import numpyro\n",
"import numpyro.distributions as dist\n",
"from jax import random"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def model_c(y1):\n",
" T0 = numpyro.sample('T0', dist.Uniform(800.0, 1000.0))\n",
" alpha = numpyro.sample('alpha', dist.Uniform(0.05, 0.15))\n",
" mu = fluxt(T0, alpha)\n",
" sigmain = numpyro.sample('sigmain', dist.Exponential(0.001))\n",
" numpyro.sample('y1', dist.Normal(mu, sigmain), obs=y1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"sample: 100%|██████████| 300/300 [1:39:18<00:00, 19.86s/it, 3 steps of size 3.22e-03. acc. prob=0.93] \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.0% 95.0% n_eff r_hat\n",
" T0 899.97 0.08 899.96 899.83 900.09 81.13 1.00\n",
" alpha 0.10 0.00 0.10 0.10 0.10 126.72 1.00\n",
" sigmain 1002.54 1.74 1002.52 999.56 1005.38 229.04 1.01\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"rng_key = random.PRNGKey(0)\n",
"rng_key, rng_key_ = random.split(rng_key)\n",
"num_warmup, num_samples = 100, 200\n",
"kernel = NUTS(model_c, forward_mode_differentiation=True)\n",
"#kernel = NUTS(model_c, forward_mode_differentiation=False)\n",
"\n",
"mcmc = MCMC(kernel, num_warmup=num_warmup, num_samples=num_samples)\n",
"mcmc.run(rng_key_, y1=mock_spectrum)\n",
"mcmc.print_summary()"
]
},
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