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Created August 30, 2020 19:09
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Inference of time exposure and erosion rate from 10Be data using PyMC3
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import theano\n",
"import theano.tensor as tt\n",
"import pymc3 as pm\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Author: Benoît Bovy - 2018\n",
"\n",
"## A model to predict 10Be concentration vs. depth\n",
"\n",
"The contribution of a specific particule type $p$ to the concentration of a particular nuclide can be written as:\n",
"\n",
"$$c_p(z; \\epsilon,t,\\rho; P_p,\\Lambda_p) = \\frac{P_p} {\\frac{\\rho \\, \\epsilon}{\\Lambda_p} + \\lambda} \\cdot \\exp\\left[{-\\frac{\\rho \\, z}{\\Lambda_p}}\\right] \\left[1 - \\exp\\left\\{-t \\left(\\frac{\\rho \\, \\epsilon}{\\Lambda_p} + \\lambda \\right)\\right\\}\\right]$$\n",
"\n",
"where $z$ (cm) is the depth below the surface, $\\epsilon$ (cm yr$^{-1}$) is the erosion rate, $t$ (yr) is the exposure time, $\\rho$ (g cm$^{-3}$) is the soil density, $\\lambda$ (yr$^{-1}$) is the radioactive decay constant, $P_p$ (atom g$^{-1}$yr$^{-1}$) is the production rate of the nuclide at the surface due to the particule, and $\\Lambda_p$ (g cm$^{-2}$) is the effective apparent attenuation length for that particule type.\n",
"\n",
"The nuclide concentration is the sum of individual contributions plus inheritance (i.e., a function of the concentration of the nuclide at the initiation of the exposure scenario). For example, for $^{10}Be$, we have:\n",
"\n",
"$$\n",
"\\begin{align}\n",
"C^{\\mathrm{10Be}}(z; \\epsilon,t,\\rho) = \\, & c_n(z; \\epsilon,t,\\rho; P_n,\\Lambda_n) & + \\\\\n",
"& c_{\\mu \\mathrm{Slow}}(z; \\epsilon,t,\\rho; P_{\\mu \\mathrm{Slow}},\\Lambda_{\\mu \\mathrm{Slow}}) & + \\\\\n",
"& c_{\\mu \\mathrm{Fast}}(z; \\epsilon,t,\\rho; P_{\\mu \\mathrm{Fast}},\\Lambda_{\\mu \\mathrm{Fast}}) & + \\\\\n",
"& C^{\\mathrm{10Be}}_{t0} \\cdot e^{-\\lambda t} & &\n",
"\\end{align}\n",
"$$\n",
"\n",
"where $C^{\\mathrm{10Be}}_{t0}$ (atoms g$^{-1}$) is the $^{10}Be$ concentration at the initiation of the exposure scenario, and $c_n(z,\\epsilon,t,\\rho)$, $c_{\\mu \\mathrm{Slow}}(z,\\epsilon,t,\\rho)$ and $c_{\\mu \\mathrm{Fast}}(z,\\epsilon,t,\\rho)$ are the contributions of neutrons, slow muons and fast muons, respectively. Inheritance is assumed to be equal for all sediment particles taken along the depth profile, which is a simplistic assumption though reasonable if the depth profile formed during a single geomorphic event that involved particle mixing. \n",
"\n",
"A more detailled description of the theoretical background behind this model can be found in, e.g., [Braucher et al., 2003][1], [Siame et al., 2004][2] and [Rixhon et al., 2011][3]. \n",
"\n",
"The model is implemented using [theano](http://deeplearning.net/software/theano/). \n",
"\n",
"[1]: http://dx.doi.org/10.1016/S0012-821X(03)00205-X\n",
"[2]: http://dx.doi.org/10.1016/S0012-821X(04)00061-5\n",
"[3]: http://dx.doi.org/10.1016/j.quageo.2010.11.001\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def predict_10be(depth, erosion, exposure, density, inheritance,\n",
" P_0=5.1):\n",
" \"\"\"Predict 10Be concentration(s) at given depth(s).\"\"\"\n",
" be10_decay = tt.log(2.) / 1.36e6\n",
" \n",
" def particle_contrib(production_rate, damping_depth):\n",
" factor = (density * erosion) / damping_depth + be10_decay\n",
" \n",
" return (production_rate / factor *\n",
" tt.exp(-1. * density * depth / damping_depth) *\n",
" (1. - tt.exp(-1. * exposure * factor)))\n",
" \n",
" neutrons = particle_contrib(0.9785 * P_0, 150.)\n",
" slow_muons = particle_contrib(0.015 * P_0, 1500.) \n",
" fast_muons = particle_contrib(0.0065 * P_0, 5300.)\n",
" \n",
" inh = inheritance * tt.exp(-1. * be10_decay * exposure)\n",
" \n",
" return (neutrons + slow_muons + fast_muons + inh)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The theano function above must be compiled so that we can actually feed it with real values."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# --- compile a theano function in order to generate data\n",
"t_depth = tt.dvector('t_depth')\n",
"t_erosion = tt.dscalar('t_erosion')\n",
"t_exposure = tt.dscalar('t_exposure')\n",
"t_density = tt.dscalar('t_density')\n",
"t_inheritance = tt.dscalar('t_inheritance')\n",
"\n",
"t_predict_10be = theano.function(\n",
" [t_depth, t_erosion, t_exposure, t_density, t_inheritance],\n",
" [predict_10be(t_depth, t_erosion, t_exposure, t_density, t_inheritance)]\n",
")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A test case\n",
"\n",
"As a test case, set fixed or \"true\" values for the parameters of the model implemented above:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"erosion_true = 5e-4\n",
"exposure_true = 1e5\n",
"density_fixed = 2.\n",
"inheritance_fixed = 0."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate some \"ground truth\", i.e., a dataset of 10Be concentrations sampled along a vertical profile, including errors on concentration measurements (standard deviations): "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"depths = np.array([50., 100., 200., 300., 400.], dtype='f')\n",
"\n",
"predicted = t_predict_10be(depths, erosion_true, exposure_true,\n",
" density_fixed, inheritance_fixed)\n",
"\n",
"data_eps = np.array([10392, 8728., 5637, 3728, 3267], dtype='f')\n",
"data = np.random.normal(loc=predicted, scale=data_eps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Probabilistic model\n",
"\n",
"The probabilistic model is obtained from applying the Bayes theorem:\n",
"\n",
"$$ P(\\mathbf{m} | \\mathbf{C^o}) = \\frac{P(\\mathbf{m}) P(\\mathbf{C^o} | \\mathbf{m})}{P(\\mathbf{C^o})}$$\n",
"\n",
"where $P(\\mathbf{m} | \\mathbf{C^o})$ is the posterior probability distribution, $P(\\mathbf{m})$ is the *prior probability distribution* (i.e., our prior knowledge about the unknown parameters $\\mathbf{m}$ of the model above), $P(\\mathbf{C^o} | \\mathbf{m})$ is the probability distribution of the observed concentration profile, and $P(\\mathbf{C^o})$ can be treated as a constant.\n",
"\n",
"Considering 10Be concentrations measured for $N$ independent samples with random measurement errors, and considering that the model above accurately describes the physics, the probability of the obserbed profile of concentrations is given using the normal law: \n",
"\n",
"$$ P(\\mathbf{C^o} | \\mathbf{m}) \\sim \\prod_{i=1}^N \\mathcal{N}\\left(C^{\\mathrm{10Be}}(z_i; \\epsilon,t,\\rho), \\sigma^2_i\\right) $$\n",
"\n",
"consist of setting prior distributions for the \"unknown\" parameters and a likelihood for the observations. This is implemented very easily using PyMC3:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def build_prob_model(depths, data, data_eps):\n",
"\n",
" with pm.Model() as model:\n",
" # parameters (random variables or fixed values)\n",
" erosion = pm.Uniform('erosion', lower=0., upper=0.01)\n",
" exposure = pm.Uniform('exposure', lower=0., upper=1e6)\n",
" density = density_fixed\n",
" inheritance = inheritance_fixed\n",
"\n",
" # predicted profile of 10Be concentrations\n",
" mod = predict_10be(depths, erosion, exposure, density, inheritance)\n",
"\n",
" # data likelihood\n",
" obs = pm.Normal('obs', mu=mod, sd=data_eps, observed=data)\n",
" \n",
" return model\n",
"\n",
"\n",
"model = build_prob_model(depths, data, data_eps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing different MCMC algorithms\n",
"\n",
"Using different algorithms implemented in PyMC3, draw samples from the posterior distribution of the probabilistic model defined above, and plot the traces for each free parameter.\n",
"\n",
"### Metropolis-Hastings algorithm (gradient-free)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"logp = -59.536, ||grad|| = 0.00017491: 100%|██████████| 23/23 [00:00<00:00, 941.97it/s] \n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">Metropolis: [exposure_interval__]\n",
">Metropolis: [erosion_interval__]\n",
"100%|██████████| 12000/12000 [00:05<00:00, 2137.55it/s]\n",
"The estimated number of effective samples is smaller than 200 for some parameters.\n"
]
}
],
"source": [
"with model:\n",
" start = pm.find_MAP()\n",
" step = pm.Metropolis()\n",
"\n",
" trace_metropolis = pm.sample(10000, tune=2000, start=start, step=step,\n",
" njobs=4)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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kjXj1/wUDLAtNS7A78RgJLUHPZAaAycIAI8k4RTuPTwhCgefuzpU38hTMQvn/pslJlhw4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\ns359C5bJp8HcGfDy6XDOc7DfOVH9hKIjXvXaav40dx1Np+3N5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/qxmPL7U4To72o6EiVg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x121be5978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace_metropolis);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Slice algorithm (gradient-free)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">Slice: [exposure_interval__]\n",
">Slice: [erosion_interval__]\n",
"100%|██████████| 12000/12000 [00:18<00:00, 646.47it/s]\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
}
],
"source": [
"with model:\n",
" step = pm.Slice()\n",
" \n",
" trace_slice = pm.sample(10000, tune=2000, step=step, njobs=4)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wyGSz1AdjzGl6mtwppzNyP+ZjtO4ku+HBsQ25JFSBadvoepaWzCCn1i3n4VAT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czJSSevdOjgSNxBjLgv5XJCVjFdBTkYjnSIH0foT1RTvARUGUzh71CMGNOy16OQ2959G6FICLFm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G5z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\nQohnhRD/RaVf1e1+lnq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"text/plain": [
"<matplotlib.figure.Figure at 0x121843cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace_slice);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### NUTS algorithm (gradient-based)\n",
"\n",
"The gradient of the posterior is calculated automatically in `theano` (symbolic differentiation). Generally with don't need as much samples as for the previous methods (we draw half the number of samples used above). "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [exposure_interval__, erosion_interval__]\n",
"100%|██████████| 12000/12000 [00:38<00:00, 314.43it/s]\n",
"There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The acceptance probability does not match the target. It is 0.818232030539, but should be close to 0.95. Try to increase the number of tuning steps.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with model:\n",
" # nuts is assigned by default\n",
" trace_nuts = pm.sample(10000, tune=2000, njobs=4,\n",
" nuts_kwargs={'target_accept': 0.95})"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Cczv7KCnwcelJtcP1D6V0SjesIzu/koLa84YPYdg6W8ONZMt8vHVJLQ2RBmYZfkKpQfr7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\naDQajUaj0SwQ/x9S2r9MbMTliQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1227f4828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace_nuts);"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8uLCO4zzfvFmxrRACQy+oNjXBWltg+JDR8oDN5cVzis4zSynNkYJwnkIvuVBM6bsWO3AJ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azCmIZpMefxwjCd+cPOYo0x7uE7ya8dRHRbMb1uj508ZVE7uplGSo2OQqH0ihHyzRbhlr56jbE4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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12510cd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_sampled_dist(traces, methods=['Metropolis', 'Slice', 'NUTS']):\n",
" fig, axes = plt.subplots(ncols=3, figsize=(12, 5))\n",
"\n",
" for i, (tr, method) in enumerate(zip(traces, methods)):\n",
" ax = axes[i]\n",
" ax.scatter(tr['erosion'], tr['exposure'], alpha=0.01)\n",
" ax.set_title(method)\n",
" plt.setp(ax, xlim=[0, 2e-3], ylim=[0, 3e5],\n",
" xlabel='erosion', ylabel='exposure')\n",
"\n",
" plt.tight_layout()\n",
"\n",
"\n",
"plot_sampled_dist([trace_metropolis, trace_slice, trace_nuts])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Second test case: another generated dataset with lower measurement errors"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"alt_data_eps = np.array([1392., 1201., 5766., 1275., 728.], dtype='f')\n",
"alt_data = np.random.normal(loc=predicted, scale=alt_data_eps)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"alt_model = build_prob_model(depths, alt_data, alt_data_eps)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Metropolis"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"logp = -51.353, ||grad|| = 0.0043174: 100%|██████████| 33/33 [00:00<00:00, 1758.98it/s] \n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">Metropolis: [exposure_interval__]\n",
">Metropolis: [erosion_interval__]\n",
"100%|██████████| 12000/12000 [00:04<00:00, 2405.86it/s]\n",
"The estimated number of effective samples is smaller than 200 for some parameters.\n"
]
}
],
"source": [
"with alt_model:\n",
" start = pm.find_MAP()\n",
" step = pm.Metropolis()\n",
"\n",
" alt_trace_metropolis = pm.sample(10000, tune=2000, start=start, step=step,\n",
" njobs=4)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PcOoMgkCRHMPJrk1mmAbelztxd2XFoOcysGYqYaYV6861wLNlFHXl1UjL9BkM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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1254c8400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(alt_trace_metropolis);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Slice"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">Slice: [exposure_interval__]\n",
">Slice: [erosion_interval__]\n",
"100%|██████████| 12000/12000 [00:18<00:00, 643.51it/s]\n",
"The estimated number of effective samples is smaller than 200 for some parameters.\n"
]
}
],
"source": [
"with alt_model:\n",
" step = pm.Slice()\n",
" \n",
" alt_trace_slice = pm.sample(10000, tune=2000, step=step, njobs=4)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ECxsXYhiC21+9ik/9chfPHJrm2tVdlY5ecrNKql37f+HcN0P3ufOek+b0I6XM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\n/kYsBFPW1JRiPoqZUWBpXrRwk3O/wqDpYCqjXzoEInmZBU0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Ij0Vmbkvp8yFE8TkuHM9q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\nIhSKgvvII7AOz9YCmxC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8BvcNsaXAWm9vAHb6Zb2P1/tt64Blfp/fAJcPo+dC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\nhmEYhmEYRkhYB8swDMMwDMMwDCMk/g870ScTY3m2pgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1262441d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(alt_trace_slice);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- NUTS"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [exposure_interval__, erosion_interval__]\n",
"100%|██████████| 12000/12000 [01:04<00:00, 187.21it/s]\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with alt_model:\n",
" alt_trace_nuts = pm.sample(10000, tune=2000, njobs=4,\n",
" nuts_kwargs={'target_accept': 0.95})"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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kjz8+8gtaXDGMymVYLieIfiYXpn4kRsHMgnBa1ABSZhIxFohJSTA3BJUrKRgW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nP8od9dGs1RogUsjWbm6Ae6lVJLSraFSqnL3eM34vzxnyIilaYLp4qIlHw/DRhyt2UisrDi2CCA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126819c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(alt_trace_nuts);"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mo3nhc59ruNJUMmHqDew5NWfVqtX847/tWrh6+6Hw3Q++wHClCWO8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\n1gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126885048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_sampled_dist([alt_trace_metropolis, alt_trace_slice, alt_trace_nuts])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"pm.summary(trace_nuts, roundto=5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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