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@fanshi118
Last active July 1, 2020 00:04
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"import theano.tensor as tt\n",
"\n",
"import pymc3 as pm\n",
"import arviz as az\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from pymc3_hmm.distributions import HMMStateSeq, SwitchingProcess\n",
"from pymc3_hmm.step_methods import FFBSStep, TransMatConjugateStep\n",
"\n",
"\n",
"def simulate_negbinom_hmm(N, mus=[10.0, 30.0],\n",
" alphas=[2.0],\n",
" pi_0_a=np.r_[1, 1, 1],\n",
" Gamma=np.r_['0,2,1',\n",
" [5, 1, 1],\n",
" [1, 3, 1],\n",
" [1, 1, 5]]\n",
" ):\n",
"\n",
" assert pi_0_a.size == mus.size + 1 == Gamma.shape[0] == Gamma.shape[1]\n",
"\n",
" with pm.Model() as test_model:\n",
"\n",
" trans_rows = [pm.Dirichlet(f'p_{i}', r) for i, r in enumerate(Gamma)]\n",
" P_tt = tt.stack(trans_rows)\n",
" P_rv = pm.Deterministic('P_tt', P_tt)\n",
"\n",
" pi_0_tt = pm.Dirichlet('pi_0', pi_0_a)\n",
"\n",
" S_rv = HMMStateSeq('S_t', N, P_rv, pi_0_tt)\n",
"\n",
" Y_rv = SwitchingProcess('Y_t',\n",
" [pm.Constant.dist(0)] + [pm.NegativeBinomial.dist(mu, alpha)\n",
" for mu, alpha in zip(mus, alphas)],\n",
" S_rv, observed=np.zeros(N))\n",
"\n",
" y_test_point = pm.sample_prior_predictive(samples=1)\n",
"\n",
" return y_test_point, test_model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/shif/.virtualenvs/pymc3_hmm/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"# Simulate some data from a two component Negative-Binomial HMM\n",
"negbinom_sim, _ = simulate_negbinom_hmm(2000, np.r_[5000, 7000], np.r_[3, 8])\n",
"\n",
"y_test = negbinom_sim['Y_t']\n",
"s_test = negbinom_sim['S_t']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"E[Y_t | S_t = 1] = 5051.796565389696\n",
"E[Y_t | S_t = 2] = 7111.530542986426\n"
]
}
],
"source": [
"# Check if conditional expectation values make sense\n",
"print(\"E[Y_t | S_t = 1] = {}\".format(np.mean(y_test[np.where(s_test==1)[0]])))\n",
"print(\"E[Y_t | S_t = 2] = {}\".format(np.mean(y_test[np.where(s_test==2)[0]])))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.clf()\n",
"\n",
"# Plot the simulated observations and true underlying state sequence\n",
"fig, ax = plt.subplots(figsize=(15, 6.0), nrows=2)\n",
"\n",
"ax[0].plot(y_test,\n",
" label=r'$y_t$', color='black',\n",
" drawstyle='steps-pre', linewidth=0.5)\n",
"\n",
"ax[1].plot(negbinom_sim['S_t'],\n",
" label=r'$S_t$', color='blue',\n",
" drawstyle='steps-pre', linewidth=0.5)\n",
"\n",
"for ax_ in ax:\n",
" ax_.legend()\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/shif/.virtualenvs/pymc3_hmm/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"/Users/shif/.virtualenvs/pymc3_hmm/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"# Define a model with (mostly) the same assumptions as our simulated data\n",
"with pm.Model() as test_model:\n",
" p_0_rv = pm.Dirichlet('p_0', np.r_[1, 1, 1])\n",
" p_1_rv = pm.Dirichlet('p_1', np.r_[1, 1, 1])\n",
" p_2_rv = pm.Dirichlet('p_2', np.r_[1, 1, 1])\n",
"\n",
" P_tt = tt.stack([p_0_rv, p_1_rv, p_2_rv])\n",
" P_rv = pm.Deterministic('P_tt', P_tt)\n",
"\n",
" pi_0_tt = negbinom_sim['pi_0']\n",
"\n",
" S_rv = HMMStateSeq('S_t', y_test.shape[0], P_rv, pi_0_tt)\n",
" S_rv.tag.test_value = (y_test > 0).astype(np.int)\n",
" \n",
" E_1_mu, Var_1_mu = 1000.0, 1000.0\n",
" mu_1_rv = pm.Gamma('mu_1', E_1_mu**2 / Var_1_mu, E_1_mu / Var_1_mu)\n",
" alpha_1_rv = pm.Lognormal('alpha_1', 100, 2)\n",
"\n",
" E_2_mu, Var_2_mu = 100.0, 100.0\n",
" mu_2_rv = pm.Gamma('mu_2', E_2_mu**2 / Var_2_mu, E_2_mu / Var_2_mu)\n",
" alpha_2_rv = pm.Lognormal('alpha_2', 10, 5)\n",
"\n",
" Y_rv = SwitchingProcess('Y_t',\n",
" [pm.Constant.dist(0),\n",
" pm.NegativeBinomial.dist(mu_1_rv, alpha_1_rv),\n",
" pm.NegativeBinomial.dist(mu_1_rv+mu_2_rv, alpha_1_rv+alpha_2_rv)],\n",
" S_rv, observed=y_test)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/shif/.virtualenvs/pymc3_hmm/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"Sequential sampling (1 chains in 1 job)\n",
"CompoundStep\n",
">FFBSStep: [S_t]\n",
">NUTS: [alpha_2, alpha_1, mu_2, mu_1]\n",
">TransMatConjugateStep: [p_0, p_1, p_2]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 19:48<00:00 Sampling chain 0, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/shif/.virtualenvs/pymc3_hmm/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"Sampling 1 chain for 1_000 tune and 2_000 draw iterations (1_000 + 2_000 draws total) took 1188 seconds.\n",
"The acceptance probability does not match the target. It is 0.9865339599595738, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"Only one chain was sampled, this makes it impossible to run some convergence checks\n"
]
}
],
"source": [
"# Generate posterior samples using our step method(s) (and possibly other ones)\n",
"with test_model:\n",
" mu_step = pm.NUTS([mu_1_rv, mu_2_rv, alpha_1_rv, alpha_2_rv])\n",
" ffbs = FFBSStep([S_rv])\n",
" transitions = TransMatConjugateStep([p_0_rv, p_1_rv, p_2_rv], S_rv)\n",
" steps = [\n",
" ffbs,\n",
" mu_step,\n",
" transitions\n",
" ]\n",
" trace = pm.sample(2000,\n",
" step=steps,\n",
" chains=1,\n",
" return_inferencedata=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x13255d0b8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132585550>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1326019e8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132630e10>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x132662358>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132693748>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1326c7898>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1326f8a58>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x132725ba8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132759d30>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1327918d0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1327c4358>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1327fcf28>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x13282fc50>]],\n",
" dtype=object)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x1008 with 14 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the posterior sample chains and their marginal distributions\n",
"pm.traceplot(trace, var_names=[\n",
" 'mu_1', 'mu_2', 'alpha_1', 'alpha_2', 'p_0', 'p_1', 'p_2'\n",
"], compact=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x132a32a58>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132aa3cc0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132ad4a20>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132b0b860>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132b3f6d8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132b75550>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x130a97d68>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x130ed2ef0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1300269b0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1329bada0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x132318a90>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x130567080>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1323d3fd0>]],\n",
" dtype=object)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1987.2x1324.8 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the posterior auto-correlations\n",
"az.plot_autocorr(trace, var_names=['mu_1', 'mu_2', 'alpha_1', 'alpha_2', 'p_0', 'p_1', 'p_2'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [2000/2000 23:58<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Sample posterior predictive values\n",
"with test_model:\n",
" adds_pois_ppc = pm.sample_posterior_predictive(trace.posterior)\n",
"\n",
"az_post_trace = az.from_pymc3(posterior_predictive=adds_pois_ppc)\n",
"\n",
"# Compute high-density intervals for the posterior predictive samples\n",
"post_pred_imps_hpd_df = az.hdi(az_post_trace, hdi_prob=0.97, group='posterior_predictive',\n",
" var_names=['Y_t']).to_dataframe()\n",
"post_pred_imps_hpd_df = post_pred_imps_hpd_df.unstack(level='hdi')\n",
"post_pred_imps_hpd_df.columns = post_pred_imps_hpd_df.columns.set_levels(['lower', 'upper'], level='hdi')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x345.6 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the observed values and the posterior predictive high-density intervals\n",
"fig, ax = plt.subplots(figsize=(15, 4.8))\n",
"\n",
"ax.plot(y_test,\n",
" label=r'$y_t$',\n",
" alpha=0.5,\n",
" color='red',\n",
" linewidth=0.8,\n",
" drawstyle='steps')\n",
"\n",
"ax.fill_between(post_pred_imps_hpd_df.index,\n",
" post_pred_imps_hpd_df['Y_t']['lower'],\n",
" post_pred_imps_hpd_df['Y_t']['upper'],\n",
" label=r'97\\% HDI interval',\n",
" color='b', step='pre',\n",
" alpha=0.3)\n",
"\n",
"ax.legend()\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1152 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot the observed values and the posterior predictive high-density intervals\n",
"n_partitions = 4\n",
"y_test_splits = np.array_split(y_test, n_partitions)\n",
"pred_idx_splits = np.array_split(np.array(post_pred_imps_hpd_df.index), n_partitions)\n",
"\n",
"fig, axes = plt.subplots(nrows=n_partitions,\n",
" sharey=False,\n",
" sharex=False,\n",
" figsize=(15, 16))\n",
"\n",
"for i, ax in enumerate(axes):\n",
" ax.plot(post_pred_imps_hpd_df.index[pred_idx_splits[i]],\n",
" y_test_splits[i],\n",
" label=r'$y_t$',\n",
" alpha=0.5,\n",
" color='red',\n",
" linewidth=0.8,\n",
" drawstyle='steps')\n",
"\n",
" ax.fill_between(post_pred_imps_hpd_df.index[pred_idx_splits[i]],\n",
" post_pred_imps_hpd_df.loc[pred_idx_splits[i], 'Y_t']['lower'],\n",
" post_pred_imps_hpd_df.loc[pred_idx_splits[i], 'Y_t']['upper'],\n",
" label=r'97\\% HDI interval',\n",
" color='b', step='pre',\n",
" alpha=0.3)\n",
" if i == 0:\n",
" ax.legend()\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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